diff --git a/EXTERNAL_MODEL_RESULTS.json b/EXTERNAL_MODEL_RESULTS.json index afb47b93076f7ca46d2a729621151ec07b019dfb..1c1b650e1c9d4dd09058a43c1a6d85a81b3b0168 100644 --- a/EXTERNAL_MODEL_RESULTS.json +++ b/EXTERNAL_MODEL_RESULTS.json @@ -1,3018 +1,1725 @@ { - "distiluse-base-multilingual-cased-v2": { + "instructor-large": { "BitextMining": { "f1": [ { - "Model": "distiluse-base-multilingual-cased-v2" + "Model": "instructor-large" } ] }, "Classification": { "accuracy": [ { - "Model": "distiluse-base-multilingual-cased-v2", - "AllegroReviews": 28.03, - "AmazonCounterfactualClassification (de)": 68.14, - "AmazonCounterfactualClassification (en)": 71.81, - "AmazonCounterfactualClassification (en-ext)": 72.96, - "AmazonCounterfactualClassification (ja)": 65.39, - "AmazonPolarityClassification": 68.0, - "AmazonReviewsClassification (de)": 35.03, - "AmazonReviewsClassification (en)": 35.45, - "AmazonReviewsClassification (es)": 36.24, - "AmazonReviewsClassification (fr)": 35.7, - "AmazonReviewsClassification (ja)": 31.08, - "AmazonReviewsClassification (zh)": 33.89, - "Banking77Classification": 71.48, - "CBD": 60.0, - "EmotionClassification": 40.04, - "ImdbClassification": 61.52, - "MTOPDomainClassification (de)": 86.19, - "MTOPDomainClassification (en)": 91.59, - "MTOPDomainClassification (es)": 87.75, - "MTOPDomainClassification (fr)": 84.61, - "MTOPDomainClassification (hi)": 76.41, - "MTOPDomainClassification (th)": 73.62, - "MTOPIntentClassification (de)": 59.21, - "MTOPIntentClassification (en)": 66.4, - "MTOPIntentClassification (es)": 57.21, - "MTOPIntentClassification (fr)": 53.41, - "MTOPIntentClassification (hi)": 45.54, - "MTOPIntentClassification (th)": 47.73, - "MasakhaNEWSClassification (fra)": 76.87, - "MassiveIntentClassification (af)": 40.02, - "MassiveIntentClassification (am)": 2.35, - "MassiveIntentClassification (ar)": 43.14, - "MassiveIntentClassification (az)": 25.6, - "MassiveIntentClassification (bn)": 4.84, - "MassiveIntentClassification (cy)": 15.43, - "MassiveIntentClassification (da)": 52.33, - "MassiveIntentClassification (de)": 51.57, - "MassiveIntentClassification (el)": 49.65, - "MassiveIntentClassification (en)": 66.71, - "MassiveIntentClassification (es)": 56.57, - "MassiveIntentClassification (fa)": 55.36, - "MassiveIntentClassification (fi)": 45.72, - "MassiveIntentClassification (fr)": 57.02, - "MassiveIntentClassification (he)": 46.74, - "MassiveIntentClassification (hi)": 48.55, - "MassiveIntentClassification (hu)": 50.65, - "MassiveIntentClassification (hy)": 40.79, - "MassiveIntentClassification (id)": 56.0, - "MassiveIntentClassification (is)": 16.08, - "MassiveIntentClassification (it)": 57.65, - "MassiveIntentClassification (ja)": 55.33, - "MassiveIntentClassification (jv)": 28.16, - "MassiveIntentClassification (ka)": 29.41, - "MassiveIntentClassification (km)": 4.79, - "MassiveIntentClassification (kn)": 3.37, - "MassiveIntentClassification (ko)": 49.97, - "MassiveIntentClassification (lv)": 44.31, - "MassiveIntentClassification (ml)": 3.24, - "MassiveIntentClassification (mn)": 40.37, - "MassiveIntentClassification (ms)": 47.97, - "MassiveIntentClassification (my)": 38.48, - "MassiveIntentClassification (nb)": 46.01, - "MassiveIntentClassification (nl)": 58.29, - "MassiveIntentClassification (pl)": 53.1, - "MassiveIntentClassification (pt)": 58.63, - "MassiveIntentClassification (ro)": 50.63, - "MassiveIntentClassification (ru)": 57.96, - "MassiveIntentClassification (sl)": 50.66, - "MassiveIntentClassification (sq)": 50.25, - "MassiveIntentClassification (sv)": 52.41, - "MassiveIntentClassification (sw)": 19.29, - "MassiveIntentClassification (ta)": 3.79, - "MassiveIntentClassification (te)": 3.36, - "MassiveIntentClassification (th)": 45.28, - "MassiveIntentClassification (tl)": 28.44, - "MassiveIntentClassification (tr)": 50.47, - "MassiveIntentClassification (ur)": 46.03, - "MassiveIntentClassification (vi)": 45.25, - "MassiveIntentClassification (zh-CN)": 59.22, - "MassiveIntentClassification (zh-TW)": 54.96, - "MassiveScenarioClassification (af)": 53.67, - "MassiveScenarioClassification (am)": 7.72, - "MassiveScenarioClassification (ar)": 52.19, - "MassiveScenarioClassification (az)": 34.75, - "MassiveScenarioClassification (bn)": 10.65, - "MassiveScenarioClassification (cy)": 21.24, - "MassiveScenarioClassification (da)": 62.55, - "MassiveScenarioClassification (de)": 61.4, - "MassiveScenarioClassification (el)": 60.68, - "MassiveScenarioClassification (en)": 74.0, - "MassiveScenarioClassification (es)": 64.61, - "MassiveScenarioClassification (fa)": 59.24, - "MassiveScenarioClassification (fi)": 54.66, - "MassiveScenarioClassification (fr)": 65.2, - "MassiveScenarioClassification (he)": 54.74, - "MassiveScenarioClassification (hi)": 55.99, - "MassiveScenarioClassification (hu)": 61.2, - "MassiveScenarioClassification (hy)": 49.63, - "MassiveScenarioClassification (id)": 65.25, - "MassiveScenarioClassification (is)": 22.6, - "MassiveScenarioClassification (it)": 64.63, - "MassiveScenarioClassification (ja)": 62.32, - "MassiveScenarioClassification (jv)": 35.77, - "MassiveScenarioClassification (ka)": 39.08, - "MassiveScenarioClassification (km)": 9.24, - "MassiveScenarioClassification (kn)": 8.28, - "MassiveScenarioClassification (ko)": 57.6, - "MassiveScenarioClassification (lv)": 51.72, - "MassiveScenarioClassification (ml)": 8.25, - "MassiveScenarioClassification (mn)": 47.21, - "MassiveScenarioClassification (ms)": 55.65, - "MassiveScenarioClassification (my)": 43.31, - "MassiveScenarioClassification (nb)": 54.98, - "MassiveScenarioClassification (nl)": 67.49, - "MassiveScenarioClassification (pl)": 61.29, - "MassiveScenarioClassification (pt)": 64.26, - "MassiveScenarioClassification (ro)": 58.03, - "MassiveScenarioClassification (ru)": 65.41, - "MassiveScenarioClassification (sl)": 59.36, - "MassiveScenarioClassification (sq)": 62.69, - "MassiveScenarioClassification (sv)": 64.35, - "MassiveScenarioClassification (sw)": 25.12, - "MassiveScenarioClassification (ta)": 8.67, - "MassiveScenarioClassification (te)": 7.82, - "MassiveScenarioClassification (th)": 54.65, - "MassiveScenarioClassification (tl)": 36.09, - "MassiveScenarioClassification (tr)": 60.89, - "MassiveScenarioClassification (ur)": 54.71, - "MassiveScenarioClassification (vi)": 55.15, - "MassiveScenarioClassification (zh-CN)": 66.44, - "MassiveScenarioClassification (zh-TW)": 62.89, - "PAC": 68.17, - "PolEmo2.0-IN": 48.84, - "PolEmo2.0-OUT": 30.0, - "ToxicConversationsClassification": 69.09, - "TweetSentimentExtractionClassification": 59.97 + "Model": "instructor-large" } ] }, "Clustering": { "v_measure": [ { - "Model": "distiluse-base-multilingual-cased-v2", - "8TagsClustering": 12.51, - "AlloProfClusteringP2P": 55.95, - "AlloProfClusteringS2S": 35.39, - "ArxivClusteringP2P": 33.59, - "HALClusteringS2S": 18.2, - "MLSUMClusteringP2P": 40.17, - "MLSUMClusteringS2S": 34.65, - "MasakhaNEWSClusteringP2P (fra)": 53.76, - "MasakhaNEWSClusteringS2S (fra)": 32.76 + "Model": "instructor-large" } ] }, "PairClassification": { "ap": [ { - "Model": "distiluse-base-multilingual-cased-v2", - "CDSC-E": 71.83, - "OpusparcusPC (fr)": 92.07, - "PPC": 86.83, - "PSC": 96.35, - "PawsXPairClassification (fr)": 51.08, - "SICK-E-PL": 62.05, - "SprintDuplicateQuestions": 87.15, - "TwitterSemEval2015": 61.67, - "TwitterURLCorpus": 84.02 + "Model": "instructor-large" } ] }, "Reranking": { "map": [ { - "Model": "distiluse-base-multilingual-cased-v2", - "AlloprofReranking": 51.77, - "AskUbuntuDupQuestions": 53.75, - "MindSmallReranking": 30.39, - "SciDocsRR": 69.22, - "StackOverflowDupQuestions": 41.92, - "SyntecReranking": 74.78 + "Model": "instructor-large" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "distiluse-base-multilingual-cased-v2", - "AlloprofRetrieval": 26.99, - "ArguAna-PL": 36.7, - "BSARDRetrieval": 0.0, - "DBPedia-PL": 12.36, - "FiQA-PL": 8.02, - "HotpotQA-PL": 20.83, - "MSMARCO-PL": 4.57, - "MintakaRetrieval (fr)": 22.55, - "NFCorpus-PL": 16.28, - "NQ-PL": 5.85, - "Quora-PL": 71.95, - "SCIDOCS-PL": 6.5, - "SciFact-PL": 33.03, - "SyntecRetrieval": 65.34, - "TRECCOVID-PL": 16.91, - "XPQARetrieval (fr)": 51.2 + "Model": "instructor-large", + "BrightRetrieval (pony)": 1.32, + "BrightRetrieval (sustainable_living)": 13.16, + "BrightRetrieval (aops)": 7.94, + "BrightRetrieval (biology)": 15.61, + "BrightRetrieval (stackoverflow)": 11.21, + "BrightRetrieval (theoremqa_theorems)": 9.29, + "BrightRetrieval (psychology)": 21.94, + "BrightRetrieval (economics)": 15.99, + "BrightRetrieval (robotics)": 11.45, + "BrightRetrieval (leetcode)": 20.0, + "BrightRetrieval (earth_science)": 21.52, + "BrightRetrieval (theoremqa_questions)": 20.07 } ] }, "STS": { "spearman": [ { - "Model": "distiluse-base-multilingual-cased-v2", - "BIOSSES": 78.34, - "CDSC-R": 87.67, - "SICK-R": 75.25, - "SICK-R-PL": 65.53, - "SICKFr": 72.49, - "STS12": 72.96, - "STS13": 70.58, - "STS14": 70.29, - "STS15": 81.94, - "STS16": 76.8, - "STS17 (ar-ar)": 77.34, - "STS17 (en-ar)": 77.46, - "STS17 (en-de)": 80.24, - "STS17 (en-en)": 86.19, - "STS17 (en-tr)": 74.34, - "STS17 (es-en)": 77.4, - "STS17 (es-es)": 83.71, - "STS17 (fr-en)": 79.28, - "STS17 (it-en)": 80.82, - "STS17 (ko-ko)": 76.4, - "STS17 (nl-en)": 80.51, - "STS22 (ar)": 49.04, - "STS22 (de)": 35.73, - "STS22 (de-en)": 47.51, - "STS22 (de-fr)": 60.76, - "STS22 (de-pl)": 36.09, - "STS22 (en)": 62.88, - "STS22 (es)": 59.34, - "STS22 (es-en)": 68.96, - "STS22 (es-it)": 63.28, - "STS22 (fr)": 76.41, - "STS22 (fr-pl)": 61.98, - "STS22 (it)": 65.1, - "STS22 (pl)": 34.58, - "STS22 (pl-en)": 71.33, - "STS22 (ru)": 52.4, - "STS22 (tr)": 54.07, - "STS22 (zh)": 54.32, - "STS22 (zh-en)": 61.75, - "STSBenchmark": 80.75, - "STSBenchmarkMultilingualSTS (fr)": 77.49 + "Model": "instructor-large" } ] }, "Summarization": { "spearman": [ { - "Model": "distiluse-base-multilingual-cased-v2", - "SummEvalFr": 28.12 + "Model": "instructor-large" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "instructor-large" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "distiluse-base-multilingual-cased-v2" + "Model": "instructor-large" } ] } }, - "USER-base": { + "multi-qa-MiniLM-L6-cos-v1": { "BitextMining": { "f1": [ { - "Model": "USER-base", - "Tatoeba (rus-Cyrl_eng-Latn)": 90.2 + "Model": "multi-qa-MiniLM-L6-cos-v1" } ] }, "Classification": { "accuracy": [ { - "Model": "USER-base", - "GeoreviewClassification (rus-Cyrl)": 47.23, - "HeadlineClassification (rus-Cyrl)": 74.88, - "InappropriatenessClassification (rus-Cyrl)": 61.94, - "KinopoiskClassification (rus-Cyrl)": 55.69, - "MassiveIntentClassification (rus-Cyrl)": 65.57, - "MassiveScenarioClassification (rus-Cyrl)": 68.33, - "RuReviewsClassification (rus-Cyrl)": 66.44, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 55.55, - "RuSciBenchOECDClassification (rus-Cyrl)": 43.28 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "AmazonReviewsClassification (fr)": 27.05, + "MTOPDomainClassification (fr)": 72.97, + "MTOPIntentClassification (fr)": 37.18, + "MasakhaNEWSClassification (fra)": 75.62, + "MassiveIntentClassification (fr)": 42.64, + "MassiveScenarioClassification (fr)": 49.92 } ] }, "Clustering": { "v_measure": [ { - "Model": "USER-base", - "GeoreviewClusteringP2P (rus-Cyrl)": 64.16, - "MLSUMClusteringP2P (rus-Cyrl)": 48.09, - "MLSUMClusteringS2S (rus-Cyrl)": 45.73, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 51.38, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.73 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "AlloProfClusteringP2P": 49.13, + "AlloProfClusteringS2S": 26.16, + "HALClusteringS2S": 12.49, + "MLSUMClusteringP2P": 35.15, + "MLSUMClusteringS2S": 25.95, + "MasakhaNEWSClusteringP2P (fra)": 53.73, + "MasakhaNEWSClusteringS2S (fra)": 27.27 } ] }, "PairClassification": { "ap": [ { - "Model": "USER-base", - "OpusparcusPC (rus-Cyrl)": 91.65, - "TERRa (rus-Cyrl)": 60.02 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "OpusparcusPC (fr)": 88.07, + "PawsXPairClassification (fr)": 57.36 } ] }, "Reranking": { "map": [ { - "Model": "USER-base", - "RuBQReranking (rus-Cyrl)": 64.42 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "AlloprofReranking": 40.28, + "SyntecReranking": 65.08 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "USER-base", - "RiaNewsRetrieval (rus-Cyrl)": 77.83, - "RuBQRetrieval (rus-Cyrl)": 56.86 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "AlloprofRetrieval": 30.23, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 16.31, + "SyntecRetrieval": 58.07, + "XPQARetrieval (fr)": 48.83 } ] }, "STS": { "spearman": [ { - "Model": "USER-base", - "RUParaPhraserSTS (rus-Cyrl)": 73.56, - "RuSTSBenchmarkSTS (rus-Cyrl)": 82.26, - "STS22 (rus-Cyrl)": 63.39, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81 + "Model": "multi-qa-MiniLM-L6-cos-v1", + "SICKFr": 62.11, + "STS22 (fr)": 74.62, + "STSBenchmarkMultilingualSTS (fr)": 63.85 } ] }, "Summarization": { "spearman": [ { - "Model": "USER-base" + "Model": "multi-qa-MiniLM-L6-cos-v1", + "SummEvalFr": 27.59 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "multi-qa-MiniLM-L6-cos-v1" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "USER-base" + "Model": "multi-qa-MiniLM-L6-cos-v1" } ] } }, - "bert-base-swedish-cased": { + "bert-base-25lang-cased": { "BitextMining": { "f1": [ { - "Model": "bert-base-swedish-cased", - "BornholmBitextMining": 6.6 + "Model": "bert-base-25lang-cased" } ] }, "Classification": { "accuracy": [ { - "Model": "bert-base-swedish-cased", - "AngryTweetsClassification": 44.58, - "DKHateClassification": 55.53, - "DanishPoliticalCommentsClassification": 28.97, - "LccSentimentClassification": 41.2, - "MassiveIntentClassification (da)": 37.98, - "MassiveIntentClassification (nb)": 35.75, - "MassiveIntentClassification (sv)": 52.75, - "MassiveScenarioClassification (da)": 40.44, - "MassiveScenarioClassification (nb)": 35.76, - "MassiveScenarioClassification (sv)": 56.09, - "NoRecClassification": 43.91, - "NordicLangClassification": 62.45, - "NorwegianParliament": 57.56, - "ScalaDaClassification": 53.53, - "ScalaNbClassification": 53.63 + "Model": "bert-base-25lang-cased", + "AmazonReviewsClassification (fr)": 29.39, + "MTOPDomainClassification (fr)": 63.63, + "MTOPIntentClassification (fr)": 37.86, + "MasakhaNEWSClassification (fra)": 63.91, + "MassiveIntentClassification (fr)": 37.3, + "MassiveScenarioClassification (fr)": 44.47 } ] }, "Clustering": { "v_measure": [ { - "Model": "bert-base-swedish-cased" + "Model": "bert-base-25lang-cased", + "AlloProfClusteringP2P": 53.49, + "AlloProfClusteringS2S": 43.1, + "HALClusteringS2S": 19.78, + "MLSUMClusteringP2P": 40.73, + "MLSUMClusteringS2S": 31.94, + "MasakhaNEWSClusteringP2P (fra)": 24.23, + "MasakhaNEWSClusteringS2S (fra)": 24.46 } ] }, "PairClassification": { "ap": [ { - "Model": "bert-base-swedish-cased" + "Model": "bert-base-25lang-cased", + "OpusparcusPC (fr)": 86.79, + "PawsXPairClassification (fr)": 53.39 } ] }, "Reranking": { "map": [ { - "Model": "bert-base-swedish-cased" + "Model": "bert-base-25lang-cased", + "AlloprofReranking": 36.25, + "SyntecReranking": 53.25 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bert-base-swedish-cased" + "Model": "bert-base-25lang-cased", + "AlloprofRetrieval": 1.6, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 3.55, + "SyntecRetrieval": 18.95, + "XPQARetrieval (fr)": 18.46 } ] }, "STS": { "spearman": [ { - "Model": "bert-base-swedish-cased" + "Model": "bert-base-25lang-cased", + "SICKFr": 58.76, + "STS22 (fr)": 38.77, + "STSBenchmarkMultilingualSTS (fr)": 52.25 } ] }, "Summarization": { "spearman": [ { - "Model": "bert-base-swedish-cased" + "Model": "bert-base-25lang-cased", + "SummEvalFr": 28.84 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bert-base-25lang-cased" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bert-base-swedish-cased" + "Model": "bert-base-25lang-cased" } ] } }, - "m3e-large": { + "voyage-large-2-instruct": { "BitextMining": { "f1": [ { - "Model": "m3e-large" + "Model": "voyage-large-2-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "m3e-large", - "AmazonReviewsClassification (zh)": 44.44, - "IFlyTek": 43.96, - "JDReview": 86.92, - "MassiveIntentClassification (zh-CN)": 67.23, - "MassiveScenarioClassification (zh-CN)": 74.88, - "MultilingualSentiment": 72.47, - "OnlineShopping": 89.59, - "TNews": 48.26, - "Waimai": 86.08 + "Model": "voyage-large-2-instruct", + "AmazonCounterfactualClassification (en)": 77.6, + "AmazonPolarityClassification": 96.58, + "AmazonReviewsClassification (en)": 50.77, + "Banking77Classification": 86.96, + "EmotionClassification": 59.81, + "ImdbClassification": 96.13, + "MTOPDomainClassification (en)": 98.86, + "MTOPIntentClassification (en)": 86.97, + "MassiveIntentClassification (en)": 81.08, + "MassiveScenarioClassification (en)": 87.95, + "ToxicConversationsClassification": 83.58, + "TweetSentimentExtractionClassification": 71.55 } ] }, "Clustering": { "v_measure": [ { - "Model": "m3e-large", - "CLSClusteringP2P": 38.6, - "CLSClusteringS2S": 38.02, - "ThuNewsClusteringP2P": 60.39, - "ThuNewsClusteringS2S": 58.51 + "Model": "voyage-large-2-instruct", + "ArxivClusteringP2P": 51.81, + "ArxivClusteringS2S": 44.73, + "BiorxivClusteringP2P": 46.07, + "BiorxivClusteringS2S": 40.64, + "MedrxivClusteringP2P": 42.94, + "MedrxivClusteringS2S": 41.44, + "RedditClustering": 68.5, + "RedditClusteringP2P": 64.86, + "StackExchangeClustering": 74.16, + "StackExchangeClusteringP2P": 45.1, + "TwentyNewsgroupsClustering": 66.62 } ] }, "PairClassification": { "ap": [ { - "Model": "m3e-large", - "Cmnli": 69.27, - "Ocnli": 59.33 + "Model": "voyage-large-2-instruct", + "SprintDuplicateQuestions": 94.5, + "TwitterSemEval2015": 86.32, + "TwitterURLCorpus": 86.9 } ] }, "Reranking": { "map": [ { - "Model": "m3e-large", - "CMedQAv1": 77.76, - "CMedQAv2": 78.27, - "MMarcoReranking": 16.46, - "T2Reranking": 66.13 + "Model": "voyage-large-2-instruct", + "AskUbuntuDupQuestions": 64.92, + "MindSmallReranking": 30.97, + "SciDocsRR": 89.34, + "StackOverflowDupQuestions": 55.11 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "m3e-large", - "CmedqaRetrieval": 30.73, - "CovidRetrieval": 61.33, - "DuRetrieval": 74.69, - "EcomRetrieval": 45.18, - "MMarcoRetrieval": 61.06, - "MedicalRetrieval": 48.66, - "T2Retrieval": 72.36, - "VideoRetrieval": 44.02 + "Model": "voyage-large-2-instruct", + "ArguAna": 64.06, + "BrightRetrieval (theoremqa_questions)": 26.06, + "BrightRetrieval (earth_science)": 25.09, + "BrightRetrieval (leetcode)": 30.6, + "BrightRetrieval (economics)": 19.85, + "BrightRetrieval (robotics)": 11.21, + "BrightRetrieval (psychology)": 24.79, + "BrightRetrieval (aops)": 7.45, + "BrightRetrieval (sustainable_living)": 15.58, + "BrightRetrieval (pony)": 1.48, + "BrightRetrieval (theoremqa_theorems)": 10.13, + "BrightRetrieval (biology)": 23.55, + "BrightRetrieval (stackoverflow)": 15.03, + "CQADupstackRetrieval": 46.6, + "ClimateFEVER": 32.65, + "DBPedia": 46.03, + "FEVER": 91.47, + "FiQA2018": 59.76, + "HotpotQA": 70.86, + "MSMARCO": 40.6, + "NFCorpus": 40.32, + "NQ": 65.92, + "QuoraRetrieval": 87.4, + "SCIDOCS": 24.32, + "SciFact": 79.99, + "TRECCOVID": 85.07, + "Touche2020": 39.16 } ] }, "STS": { "spearman": [ { - "Model": "m3e-large", - "AFQMC": 36.53, - "ATEC": 41.8, - "BQ": 65.2, - "LCQMC": 74.2, - "PAWSX": 15.95, - "QBQTC": 32.65, - "STS22 (zh)": 62.91, - "STSB": 74.16 - } - ] - }, - "Summarization": { - "spearman": [ + "Model": "voyage-large-2-instruct", + "BIOSSES": 89.24, + "SICK-R": 83.16, + "STS12": 73.34, + "STS13": 88.49, + "STS14": 86.49, + "STS15": 91.13, + "STS16": 85.68, + "STS17 (en-en)": 90.06, + "STS22 (en)": 66.32, + "STSBenchmark": 89.22 + } + ] + }, + "Summarization": { + "spearman": [ { - "Model": "m3e-large" + "Model": "voyage-large-2-instruct", + "SummEval": 30.84 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "voyage-large-2-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "m3e-large" + "Model": "voyage-large-2-instruct" } ] } }, - "contriever-base-msmarco": { + "voyage-code-2": { "BitextMining": { "f1": [ { - "Model": "contriever-base-msmarco" + "Model": "voyage-code-2" } ] }, "Classification": { "accuracy": [ { - "Model": "contriever-base-msmarco", - "AmazonCounterfactualClassification (en)": 72.19, - "AmazonPolarityClassification": 68.63, - "AmazonReviewsClassification (en)": 37.42, - "Banking77Classification": 80.02, - "EmotionClassification": 44.77, - "ImdbClassification": 67.04, - "MTOPDomainClassification (en)": 93.18, - "MTOPIntentClassification (en)": 69.31, - "MassiveIntentClassification (en)": 67.78, - "MassiveScenarioClassification (en)": 76.0, - "ToxicConversationsClassification": 67.77, - "TweetSentimentExtractionClassification": 56.1 + "Model": "voyage-code-2", + "AmazonReviewsClassification (fr)": 42.15, + "MTOPDomainClassification (fr)": 87.68, + "MTOPIntentClassification (fr)": 59.44, + "MasakhaNEWSClassification (fra)": 82.13, + "MassiveIntentClassification (fr)": 63.08, + "MassiveScenarioClassification (fr)": 70.15 } ] }, "Clustering": { "v_measure": [ { - "Model": "contriever-base-msmarco", - "ArxivClusteringP2P": 42.61, - "ArxivClusteringS2S": 32.32, - "BiorxivClusteringP2P": 34.97, - "BiorxivClusteringS2S": 29.08, - "MedrxivClusteringP2P": 31.19, - "MedrxivClusteringS2S": 27.27, - "RedditClustering": 54.89, - "RedditClusteringP2P": 57.58, - "StackExchangeClustering": 63.15, - "StackExchangeClusteringP2P": 32.25, - "TwentyNewsgroupsClustering": 46.82 + "Model": "voyage-code-2", + "AlloProfClusteringP2P": 61.63, + "AlloProfClusteringS2S": 50.67, + "HALClusteringS2S": 27.44, + "MLSUMClusteringP2P": 45.23, + "MLSUMClusteringS2S": 41.48, + "MasakhaNEWSClusteringP2P (fra)": 56.59, + "MasakhaNEWSClusteringS2S (fra)": 35.18 } ] }, "PairClassification": { "ap": [ { - "Model": "contriever-base-msmarco", - "SprintDuplicateQuestions": 95.55, - "TwitterSemEval2015": 66.85, - "TwitterURLCorpus": 85.21 + "Model": "voyage-code-2", + "OpusparcusPC (fr)": 92.87, + "PawsXPairClassification (fr)": 60.83 } ] }, "Reranking": { "map": [ { - "Model": "contriever-base-msmarco", - "AskUbuntuDupQuestions": 56.69, - "MindSmallReranking": 31.58, - "SciDocsRR": 76.51, - "StackOverflowDupQuestions": 47.78 + "Model": "voyage-code-2", + "AlloprofReranking": 70.79, + "SyntecReranking": 86.77 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "contriever-base-msmarco", - "ArguAna": 48.32, - "CQADupstackRetrieval": 33.67, - "ClimateFEVER": 24.79, - "DBPedia": 38.1, - "FEVER": 59.29, - "FiQA2018": 27.42, - "HotpotQA": 56.81, - "MSMARCO": 36.77, - "NFCorpus": 31.32, - "NQ": 41.83, - "QuoraRetrieval": 86.72, - "SCIDOCS": 17.12, - "SciFact": 65.51, - "TRECCOVID": 44.77, - "Touche2020": 15.79 + "Model": "voyage-code-2", + "AlloprofRetrieval": 52.61, + "BSARDRetrieval": 0.29, + "MintakaRetrieval (fr)": 19.05, + "SyntecRetrieval": 82.77, + "XPQARetrieval (fr)": 71.95 } ] }, "STS": { "spearman": [ { - "Model": "contriever-base-msmarco", - "BIOSSES": 83.32, - "SICK-R": 70.2, - "STS12": 64.34, - "STS13": 80.03, - "STS14": 74.51, - "STS15": 83.3, - "STS16": 79.67, - "STS17 (en-en)": 86.32, - "STS22 (en)": 64.64, - "STSBenchmark": 78.81 + "Model": "voyage-code-2", + "SICKFr": 73.56, + "STS22 (fr)": 79.99, + "STSBenchmarkMultilingualSTS (fr)": 79.02 } ] }, "Summarization": { "spearman": [ { - "Model": "contriever-base-msmarco", - "SummEval": 30.36 + "Model": "voyage-code-2", + "SummEvalFr": 28.34 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "voyage-code-2" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "contriever-base-msmarco", - "Core17InstructionRetrieval": -2.48, - "News21InstructionRetrieval": -2.83, - "Robust04InstructionRetrieval": -6.12 + "Model": "voyage-code-2" } ] } }, - "msmarco-bert-co-condensor": { + "e5-base": { "BitextMining": { "f1": [ { - "Model": "msmarco-bert-co-condensor" + "Model": "e5-base", + "BornholmBitextMining": 40.09 } ] }, "Classification": { "accuracy": [ { - "Model": "msmarco-bert-co-condensor", - "AmazonCounterfactualClassification (en)": 64.06, - "AmazonPolarityClassification": 66.88, - "AmazonReviewsClassification (en)": 34.85, - "Banking77Classification": 82.35, - "EmotionClassification": 41.91, - "ImdbClassification": 60.17, - "MTOPDomainClassification (en)": 91.34, - "MTOPIntentClassification (en)": 71.07, - "MassiveIntentClassification (en)": 70.4, - "MassiveScenarioClassification (en)": 73.73, - "ToxicConversationsClassification": 64.01, - "TweetSentimentExtractionClassification": 55.74 + "Model": "e5-base", + "AngryTweetsClassification": 45.06, + "DKHateClassification": 58.51, + "DanishPoliticalCommentsClassification": 28.43, + "LccSentimentClassification": 37.47, + "MassiveIntentClassification (da)": 44.25, + "MassiveIntentClassification (nb)": 41.57, + "MassiveIntentClassification (sv)": 41.34, + "MassiveScenarioClassification (da)": 52.99, + "MassiveScenarioClassification (nb)": 50.33, + "MassiveScenarioClassification (sv)": 50.0, + "NoRecClassification": 42.0, + "NordicLangClassification": 59.34, + "NorwegianParliament": 57.42, + "ScalaDaClassification": 50.08, + "ScalaNbClassification": 50.18 } ] }, "Clustering": { "v_measure": [ { - "Model": "msmarco-bert-co-condensor", - "ArxivClusteringP2P": 36.94, - "ArxivClusteringS2S": 29.03, - "BiorxivClusteringP2P": 32.35, - "BiorxivClusteringS2S": 28.16, - "MedrxivClusteringP2P": 30.23, - "MedrxivClusteringS2S": 27.01, - "RedditClustering": 48.04, - "RedditClusteringP2P": 53.53, - "StackExchangeClustering": 59.54, - "StackExchangeClusteringP2P": 30.48, - "TwentyNewsgroupsClustering": 38.68 + "Model": "e5-base" } ] }, "PairClassification": { "ap": [ { - "Model": "msmarco-bert-co-condensor", - "SprintDuplicateQuestions": 96.09, - "TwitterSemEval2015": 65.95, - "TwitterURLCorpus": 83.17 + "Model": "e5-base" } ] }, "Reranking": { "map": [ { - "Model": "msmarco-bert-co-condensor", - "AskUbuntuDupQuestions": 58.99, - "MindSmallReranking": 27.13, - "SciDocsRR": 72.78, - "StackOverflowDupQuestions": 48.48 + "Model": "e5-base" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "msmarco-bert-co-condensor", - "ArguAna": 45.15, - "CQADupstackRetrieval": 27.72, - "ClimateFEVER": 16.96, - "DBPedia": 27.86, - "FEVER": 45.68, - "FiQA2018": 15.62, - "HotpotQA": 35.61, - "MSMARCO": 29.57, - "NFCorpus": 22.29, - "NQ": 29.85, - "QuoraRetrieval": 86.51, - "SCIDOCS": 10.13, - "SciFact": 52.31, - "TRECCOVID": 40.54, - "Touche2020": 8.57 + "Model": "e5-base", + "LEMBNarrativeQARetrieval": 25.31, + "LEMBNeedleRetrieval": 28.5, + "LEMBPasskeyRetrieval": 33.25, + "LEMBQMSumRetrieval": 23.83, + "LEMBSummScreenFDRetrieval": 74.67, + "LEMBWikimQARetrieval": 55.85 } ] }, "STS": { "spearman": [ { - "Model": "msmarco-bert-co-condensor", - "BIOSSES": 77.32, - "SICK-R": 72.0, - "STS12": 68.19, - "STS13": 80.4, - "STS14": 74.02, - "STS15": 82.57, - "STS16": 79.78, - "STS17 (en-en)": 85.94, - "STS22 (en)": 67.54, - "STSBenchmark": 76.97 + "Model": "e5-base" } ] }, "Summarization": { "spearman": [ { - "Model": "msmarco-bert-co-condensor", - "SummEval": 29.5 + "Model": "e5-base" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "e5-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "msmarco-bert-co-condensor" + "Model": "e5-base" } ] } }, - "bge-large-zh-v1.5": { + "udever-bloom-1b1": { "BitextMining": { "f1": [ { - "Model": "bge-large-zh-v1.5" + "Model": "udever-bloom-1b1" } ] }, "Classification": { "accuracy": [ { - "Model": "bge-large-zh-v1.5", - "AmazonReviewsClassification (zh)": 41.38, - "IFlyTek": 48.74, - "JDReview": 85.14, - "MassiveIntentClassification (zh-CN)": 68.84, - "MassiveScenarioClassification (zh-CN)": 74.7, - "MultilingualSentiment": 72.97, - "OnlineShopping": 91.43, - "TNews": 52.1, - "Waimai": 86.9 + "Model": "udever-bloom-1b1", + "AmazonReviewsClassification (fr)": 35.12, + "MTOPDomainClassification (fr)": 69.24, + "MTOPIntentClassification (fr)": 51.25, + "MasakhaNEWSClassification (fra)": 80.83, + "MassiveIntentClassification (fr)": 43.21, + "MassiveScenarioClassification (fr)": 49.78 } ] }, "Clustering": { "v_measure": [ { - "Model": "bge-large-zh-v1.5", - "CLSClusteringP2P": 41.44, - "CLSClusteringS2S": 38.33, - "ThuNewsClusteringP2P": 59.61, - "ThuNewsClusteringS2S": 56.58 + "Model": "udever-bloom-1b1", + "AlloProfClusteringP2P": 62.22, + "AlloProfClusteringS2S": 27.06, + "HALClusteringS2S": 13.86, + "MLSUMClusteringP2P": 44.11, + "MLSUMClusteringS2S": 30.47, + "MasakhaNEWSClusteringP2P (fra)": 40.2, + "MasakhaNEWSClusteringS2S (fra)": 27.35 } ] }, "PairClassification": { "ap": [ { - "Model": "bge-large-zh-v1.5", - "Cmnli": 85.27, - "Ocnli": 77.94 + "Model": "udever-bloom-1b1", + "OpusparcusPC (fr)": 85.54, + "PawsXPairClassification (fr)": 61.99 } ] }, "Reranking": { "map": [ { - "Model": "bge-large-zh-v1.5", - "CMedQAv1": 83.45, - "CMedQAv2": 85.44, - "MMarcoReranking": 28.74, - "T2Reranking": 65.74 + "Model": "udever-bloom-1b1", + "AlloprofReranking": 39.13, + "SyntecReranking": 62.58 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-large-zh-v1.5", - "CmedqaRetrieval": 42.57, - "CovidRetrieval": 73.35, - "DuRetrieval": 86.32, - "EcomRetrieval": 65.33, - "MMarcoRetrieval": 79.23, - "MedicalRetrieval": 59.59, - "T2Retrieval": 83.99, - "VideoRetrieval": 73.32 + "Model": "udever-bloom-1b1", + "AlloprofRetrieval": 12.37, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 2.78, + "SyntecRetrieval": 40.57, + "XPQARetrieval (fr)": 33.82 } ] }, "STS": { "spearman": [ { - "Model": "bge-large-zh-v1.5", - "AFQMC": 44.36, - "ATEC": 49.54, - "BQ": 62.94, - "LCQMC": 74.33, - "PAWSX": 33.92, - "QBQTC": 37.29, - "STS22 (zh)": 68.94, - "STSB": 78.7 + "Model": "udever-bloom-1b1", + "SICKFr": 59.94, + "STS22 (fr)": 77.1, + "STSBenchmarkMultilingualSTS (fr)": 49.97 } ] }, "Summarization": { "spearman": [ { - "Model": "bge-large-zh-v1.5" + "Model": "udever-bloom-1b1", + "SummEvalFr": 29.48 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "udever-bloom-1b1" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bge-large-zh-v1.5" + "Model": "udever-bloom-1b1" } ] } }, - "universal-sentence-encoder-multilingual-large-3": { + "text2vec-base-multilingual": { "BitextMining": { "f1": [ { - "Model": "universal-sentence-encoder-multilingual-large-3" + "Model": "text2vec-base-multilingual" } ] }, "Classification": { "accuracy": [ { - "Model": "universal-sentence-encoder-multilingual-large-3", - "AmazonReviewsClassification (fr)": 35.09, - "MTOPDomainClassification (fr)": 88.19, - "MTOPIntentClassification (fr)": 63.64, - "MasakhaNEWSClassification (fra)": 72.04, - "MassiveIntentClassification (fr)": 65.8, - "MassiveScenarioClassification (fr)": 73.47 + "Model": "text2vec-base-multilingual", + "AmazonReviewsClassification (fr)": 34.25, + "MTOPDomainClassification (fr)": 71.83, + "MTOPIntentClassification (fr)": 44.53, + "MasakhaNEWSClassification (fra)": 73.84, + "MassiveIntentClassification (fr)": 51.93, + "MassiveScenarioClassification (fr)": 58.31 } ] }, "Clustering": { "v_measure": [ { - "Model": "universal-sentence-encoder-multilingual-large-3", - "AlloProfClusteringP2P": 54.21, - "AlloProfClusteringS2S": 37.95, - "HALClusteringS2S": 18.94, - "MLSUMClusteringP2P": 41.02, - "MLSUMClusteringS2S": 37.97, - "MasakhaNEWSClusteringP2P (fra)": 24.09, - "MasakhaNEWSClusteringS2S (fra)": 40.24 + "Model": "text2vec-base-multilingual", + "AlloProfClusteringP2P": 49.11, + "AlloProfClusteringS2S": 32.72, + "HALClusteringS2S": 16.19, + "MLSUMClusteringP2P": 36.19, + "MLSUMClusteringS2S": 30.39, + "MasakhaNEWSClusteringP2P (fra)": 38.51, + "MasakhaNEWSClusteringS2S (fra)": 32.51 } ] }, "PairClassification": { "ap": [ { - "Model": "universal-sentence-encoder-multilingual-large-3", - "OpusparcusPC (fr)": 93.38, - "PawsXPairClassification (fr)": 53.62 + "Model": "text2vec-base-multilingual", + "OpusparcusPC (fr)": 92.04, + "PawsXPairClassification (fr)": 65.57 } ] }, "Reranking": { "map": [ { - "Model": "universal-sentence-encoder-multilingual-large-3", - "AlloprofReranking": 55.39, - "SyntecReranking": 77.13 + "Model": "text2vec-base-multilingual", + "AlloprofReranking": 51.48, + "SyntecReranking": 70.28 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "universal-sentence-encoder-multilingual-large-3", - "AlloprofRetrieval": 33.78, + "Model": "text2vec-base-multilingual", + "AlloprofRetrieval": 18.9, "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 26.21, - "SyntecRetrieval": 63.69, - "XPQARetrieval (fr)": 65.21 + "MintakaRetrieval (fr)": 14.81, + "SyntecRetrieval": 49.69, + "XPQARetrieval (fr)": 40.4 } ] }, "STS": { "spearman": [ { - "Model": "universal-sentence-encoder-multilingual-large-3", - "SICKFr": 74.39, - "STS22 (fr)": 71.11, - "STSBenchmarkMultilingualSTS (fr)": 78.16 + "Model": "text2vec-base-multilingual", + "SICKFr": 77.25, + "STS22 (fr)": 74.1, + "STSBenchmarkMultilingualSTS (fr)": 83.48 } ] }, "Summarization": { "spearman": [ { - "Model": "universal-sentence-encoder-multilingual-large-3", - "SummEvalFr": 28.56 + "Model": "text2vec-base-multilingual", + "SummEvalFr": 29.33 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text2vec-base-multilingual" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "universal-sentence-encoder-multilingual-large-3" + "Model": "text2vec-base-multilingual" } ] } }, - "FollowIR-7B": { + "text-embedding-ada-002-instruct": { "BitextMining": { "f1": [ { - "Model": "FollowIR-7B" + "Model": "text-embedding-ada-002-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "FollowIR-7B" + "Model": "text-embedding-ada-002-instruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "FollowIR-7B" + "Model": "text-embedding-ada-002-instruct" } ] }, "PairClassification": { "ap": [ { - "Model": "FollowIR-7B" + "Model": "text-embedding-ada-002-instruct" } ] }, "Reranking": { "map": [ { - "Model": "FollowIR-7B" + "Model": "text-embedding-ada-002-instruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "FollowIR-7B" + "Model": "text-embedding-ada-002-instruct", + "ARCChallenge": 11.85, + "AlphaNLI": 10.62, + "HellaSwag": 24.8, + "PIQA": 23.87, + "Quail": 5.79, + "RARbCode": 82.36, + "RARbMath": 67.26, + "SIQA": 2.64, + "SpartQA": 4.75, + "TempReasonL1": 1.44, + "TempReasonL2Fact": 19.38, + "TempReasonL2Pure": 2.43, + "TempReasonL3Fact": 17.58, + "TempReasonL3Pure": 7.31, + "WinoGrande": 11.36 } ] }, "STS": { "spearman": [ { - "Model": "FollowIR-7B" + "Model": "text-embedding-ada-002-instruct" } ] }, "Summarization": { "spearman": [ { - "Model": "FollowIR-7B" + "Model": "text-embedding-ada-002-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-embedding-ada-002-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "FollowIR-7B", - "Core17InstructionRetrieval": 16.48, - "News21InstructionRetrieval": 6.26, - "Robust04InstructionRetrieval": 13.72 + "Model": "text-embedding-ada-002-instruct" } ] } }, - "contriever-instruct": { + "jina-embeddings-v2-base-en": { "BitextMining": { "f1": [ { - "Model": "contriever-instruct" + "Model": "jina-embeddings-v2-base-en" } ] }, "Classification": { "accuracy": [ { - "Model": "contriever-instruct" + "Model": "jina-embeddings-v2-base-en" } ] }, "Clustering": { "v_measure": [ { - "Model": "contriever-instruct" + "Model": "jina-embeddings-v2-base-en" } ] }, "PairClassification": { "ap": [ { - "Model": "contriever-instruct" + "Model": "jina-embeddings-v2-base-en" } ] }, "Reranking": { "map": [ { - "Model": "contriever-instruct" + "Model": "jina-embeddings-v2-base-en" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "contriever-instruct", - "ARCChallenge": 7.63, - "AlphaNLI": 27.09, - "PIQA": 21.73, - "Quail": 4.92, - "RARbCode": 7.12, - "RARbMath": 21.83, - "SIQA": 0.88, - "SpartQA": 10.56, - "TempReasonL1": 1.8, - "TempReasonL2Fact": 22.03, - "TempReasonL2Pure": 0.94, - "TempReasonL3Fact": 20.82, - "TempReasonL3Pure": 7.15, - "WinoGrande": 26.3 + "Model": "jina-embeddings-v2-base-en", + "LEMBNarrativeQARetrieval": 37.89, + "LEMBNeedleRetrieval": 54.25, + "LEMBPasskeyRetrieval": 50.25, + "LEMBQMSumRetrieval": 38.87, + "LEMBSummScreenFDRetrieval": 93.48, + "LEMBWikimQARetrieval": 73.99 } ] }, "STS": { "spearman": [ { - "Model": "contriever-instruct" + "Model": "jina-embeddings-v2-base-en" } ] }, "Summarization": { "spearman": [ { - "Model": "contriever-instruct" + "Model": "jina-embeddings-v2-base-en" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "jina-embeddings-v2-base-en" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "contriever-instruct" + "Model": "jina-embeddings-v2-base-en" } ] } }, - "sentence-t5-xxl": { + "titan-embed-text-v1": { "BitextMining": { "f1": [ { - "Model": "sentence-t5-xxl" + "Model": "titan-embed-text-v1" } ] }, "Classification": { "accuracy": [ { - "Model": "sentence-t5-xxl", - "AmazonCounterfactualClassification (en)": 77.07, - "AmazonPolarityClassification": 92.79, - "AmazonReviewsClassification (en)": 48.93, - "AmazonReviewsClassification (fr)": 46.09, - "Banking77Classification": 82.31, - "EmotionClassification": 48.57, - "ImdbClassification": 90.23, - "MTOPDomainClassification (en)": 92.49, - "MTOPDomainClassification (fr)": 86.2, - "MTOPIntentClassification (en)": 68.33, - "MTOPIntentClassification (fr)": 58.33, - "MasakhaNEWSClassification (fra)": 79.1, - "MassiveIntentClassification (en)": 73.44, - "MassiveIntentClassification (fr)": 65.91, - "MassiveScenarioClassification (en)": 74.82, - "MassiveScenarioClassification (fr)": 68.53, - "ToxicConversationsClassification": 70.04, - "TweetSentimentExtractionClassification": 62.01 + "Model": "titan-embed-text-v1", + "AmazonCounterfactualClassification (en)": 61.85, + "Banking77Classification": 83.21 } ] }, "Clustering": { "v_measure": [ { - "Model": "sentence-t5-xxl", - "AlloProfClusteringP2P": 60.98, - "AlloProfClusteringS2S": 43.5, - "ArxivClusteringP2P": 42.89, - "ArxivClusteringS2S": 33.47, - "BiorxivClusteringP2P": 36.53, - "BiorxivClusteringS2S": 28.66, - "BlurbsClusteringP2P": 39.91, - "BlurbsClusteringS2S": 15.94, - "HALClusteringS2S": 21.4, - "MLSUMClusteringP2P": 42.24, - "MLSUMClusteringS2S": 35.25, - "MasakhaNEWSClusteringP2P (fra)": 61.15, - "MasakhaNEWSClusteringS2S (fra)": 38.24, - "MedrxivClusteringP2P": 32.09, - "MedrxivClusteringS2S": 26.82, - "RedditClustering": 58.99, - "RedditClusteringP2P": 64.46, - "StackExchangeClustering": 70.78, - "StackExchangeClusteringP2P": 35.25, - "TenKGnadClusteringP2P": 43.43, - "TenKGnadClusteringS2S": 19.69, - "TwentyNewsgroupsClustering": 50.93 + "Model": "titan-embed-text-v1" } ] }, "PairClassification": { "ap": [ { - "Model": "sentence-t5-xxl", - "OpusparcusPC (fr)": 93.94, - "PawsXPairClassification (fr)": 63.98, - "SprintDuplicateQuestions": 88.89, - "TwitterSemEval2015": 80.28, - "TwitterURLCorpus": 86.01 + "Model": "titan-embed-text-v1" } ] }, "Reranking": { "map": [ { - "Model": "sentence-t5-xxl", - "AlloprofReranking": 68.36, - "AskUbuntuDupQuestions": 66.16, - "MindSmallReranking": 30.6, - "SciDocsRR": 76.09, - "StackOverflowDupQuestions": 52.85, - "SyntecReranking": 85.15 + "Model": "titan-embed-text-v1", + "SciDocsRR": 88.87 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "sentence-t5-xxl", - "AlloprofRetrieval": 45.75, - "ArguAna": 39.85, - "BSARDRetrieval": 3.33, - "CQADupstackRetrieval": 44.65, - "ClimateFEVER": 14.63, - "DBPedia": 39.19, - "FEVER": 51.2, - "FiQA2018": 46.68, - "HotpotQA": 42.14, - "MSMARCO": 27.67, - "MintakaRetrieval (fr)": 34.93, - "NFCorpus": 35.08, - "NQ": 52.87, - "QuoraRetrieval": 85.96, - "SCIDOCS": 17.17, - "SciFact": 55.38, - "SyntecRetrieval": 78.97, - "TRECCOVID": 59.48, - "Touche2020": 21.65, - "XPQARetrieval (fr)": 56.2 + "Model": "titan-embed-text-v1", + "ArguAna": 48.83, + "FiQA2018": 40.38, + "MSMARCO": 35.19, + "NQ": 51.08, + "SciFact": 73.5, + "TRECCOVID": 54.74 } ] }, "STS": { "spearman": [ { - "Model": "sentence-t5-xxl", - "BIOSSES": 80.43, - "SICK-R": 80.47, - "SICKFr": 77.07, - "STS12": 78.85, - "STS13": 88.94, - "STS14": 84.86, - "STS15": 89.32, - "STS16": 84.67, - "STS17 (en-en)": 89.46, - "STS22 (en)": 65.33, - "STS22 (fr)": 76.8, - "STSBenchmark": 84.01, - "STSBenchmarkMultilingualSTS (fr)": 81.24 + "Model": "titan-embed-text-v1", + "BIOSSES": 84.17, + "SICK-R": 73.05, + "STS12": 66.59, + "STS13": 83.24, + "STS14": 73.71, + "STS15": 82.4, + "STS16": NaN, + "STS17 (en-en)": 80.9, + "STSBenchmark": 74.85 } ] }, "Summarization": { "spearman": [ { - "Model": "sentence-t5-xxl", - "SummEval": 30.08, - "SummEvalFr": 30.39 + "Model": "titan-embed-text-v1" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "titan-embed-text-v1" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "sentence-t5-xxl" + "Model": "titan-embed-text-v1" } ] } }, - "bge-large-en-v1.5-instruct": { + "nomic-embed-text-v1.5-64": { "BitextMining": { "f1": [ { - "Model": "bge-large-en-v1.5-instruct" + "Model": "nomic-embed-text-v1.5-64" } ] }, "Classification": { "accuracy": [ { - "Model": "bge-large-en-v1.5-instruct" + "Model": "nomic-embed-text-v1.5-64", + "AmazonCounterfactualClassification (en)": 66.85, + "AmazonPolarityClassification": 85.92, + "AmazonReviewsClassification (en)": 41.02, + "Banking77Classification": 80.63, + "EmotionClassification": 40.55, + "ImdbClassification": 76.6, + "MTOPDomainClassification (en)": 86.31, + "MTOPIntentClassification (en)": 62.77, + "MassiveIntentClassification (en)": 64.95, + "MassiveScenarioClassification (en)": 70.38, + "ToxicConversationsClassification": 66.53, + "TweetSentimentExtractionClassification": 55.23 } ] }, "Clustering": { "v_measure": [ { - "Model": "bge-large-en-v1.5-instruct" + "Model": "nomic-embed-text-v1.5-64", + "ArxivClusteringP2P": 41.8, + "ArxivClusteringS2S": 32.41, + "BiorxivClusteringP2P": 34.81, + "BiorxivClusteringS2S": 28.59, + "MedrxivClusteringP2P": 32.73, + "MedrxivClusteringS2S": 29.91, + "RedditClustering": 50.31, + "RedditClusteringP2P": 56.57, + "StackExchangeClustering": 57.99, + "StackExchangeClusteringP2P": 33.64, + "TwentyNewsgroupsClustering": 44.61 } ] }, "PairClassification": { "ap": [ { - "Model": "bge-large-en-v1.5-instruct" + "Model": "nomic-embed-text-v1.5-64", + "SprintDuplicateQuestions": 90.06, + "TwitterSemEval2015": 71.68, + "TwitterURLCorpus": 85.03 } ] }, "Reranking": { "map": [ { - "Model": "bge-large-en-v1.5-instruct" + "Model": "nomic-embed-text-v1.5-64", + "AskUbuntuDupQuestions": 60.79, + "MindSmallReranking": 29.7, + "SciDocsRR": 75.79, + "StackOverflowDupQuestions": 47.42 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-large-en-v1.5-instruct", - "ARCChallenge": 8.86, - "AlphaNLI": 0.86, - "HellaSwag": 26.24, - "PIQA": 23.26, - "Quail": 2.72, - "RARbCode": 45.25, - "RARbMath": 49.82, - "SIQA": 0.59, - "SpartQA": 2.34, - "TempReasonL1": 1.17, - "TempReasonL2Fact": 21.19, - "TempReasonL2Pure": 2.1, - "TempReasonL3Fact": 17.59, - "TempReasonL3Pure": 5.99, - "WinoGrande": 10.31 + "Model": "nomic-embed-text-v1.5-64", + "ArguAna": 37.16, + "CQADupstackRetrieval": 28.72, + "ClimateFEVER": 31.48, + "DBPedia": 28.19, + "FEVER": 70.24, + "FiQA2018": 25.78, + "HotpotQA": 43.07, + "MSMARCO": 35.95, + "NFCorpus": 26.03, + "NQ": 45.54, + "QuoraRetrieval": 85.83, + "SCIDOCS": 12.09, + "SciFact": 52.71, + "TRECCOVID": 67.83, + "Touche2020": 23.13 } ] }, "STS": { "spearman": [ { - "Model": "bge-large-en-v1.5-instruct" + "Model": "nomic-embed-text-v1.5-64", + "BIOSSES": 77.18, + "SICK-R": 78.76, + "STS12": 77.3, + "STS13": 84.18, + "STS14": 79.37, + "STS15": 84.69, + "STS16": 83.36, + "STS17 (en-en)": 85.73, + "STS22 (en)": 63.83, + "STSBenchmark": 83.46 } ] }, "Summarization": { "spearman": [ { - "Model": "bge-large-en-v1.5-instruct" + "Model": "nomic-embed-text-v1.5-64", + "SummEval": 28.41 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "nomic-embed-text-v1.5-64" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bge-large-en-v1.5-instruct" + "Model": "nomic-embed-text-v1.5-64" } ] } }, - "voyage-code-2": { + "instructor-base": { "BitextMining": { "f1": [ { - "Model": "voyage-code-2" + "Model": "instructor-base" } ] }, "Classification": { "accuracy": [ { - "Model": "voyage-code-2", - "AmazonReviewsClassification (fr)": 42.15, - "MTOPDomainClassification (fr)": 87.68, - "MTOPIntentClassification (fr)": 59.44, - "MasakhaNEWSClassification (fra)": 82.13, - "MassiveIntentClassification (fr)": 63.08, - "MassiveScenarioClassification (fr)": 70.15 + "Model": "instructor-base" } ] }, "Clustering": { "v_measure": [ { - "Model": "voyage-code-2", - "AlloProfClusteringP2P": 61.63, - "AlloProfClusteringS2S": 50.67, - "HALClusteringS2S": 27.44, - "MLSUMClusteringP2P": 45.23, - "MLSUMClusteringS2S": 41.48, - "MasakhaNEWSClusteringP2P (fra)": 56.59, - "MasakhaNEWSClusteringS2S (fra)": 35.18 + "Model": "instructor-base" } ] }, "PairClassification": { "ap": [ { - "Model": "voyage-code-2", - "OpusparcusPC (fr)": 92.87, - "PawsXPairClassification (fr)": 60.83 + "Model": "instructor-base" } ] }, "Reranking": { "map": [ { - "Model": "voyage-code-2", - "AlloprofReranking": 70.79, - "SyntecReranking": 86.77 + "Model": "instructor-base" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "voyage-code-2", - "AlloprofRetrieval": 52.61, - "BSARDRetrieval": 0.29, - "MintakaRetrieval (fr)": 19.05, - "SyntecRetrieval": 82.77, - "XPQARetrieval (fr)": 71.95 + "Model": "instructor-base" } ] }, "STS": { "spearman": [ { - "Model": "voyage-code-2", - "SICKFr": 73.56, - "STS22 (fr)": 79.99, - "STSBenchmarkMultilingualSTS (fr)": 79.02 + "Model": "instructor-base" } ] }, "Summarization": { "spearman": [ { - "Model": "voyage-code-2", - "SummEvalFr": 28.34 + "Model": "instructor-base" } ] }, - "InstructionRetrieval": { - "p-MRR": [ + "MultilabelClassification": { + "accuracy": [ { - "Model": "voyage-code-2" + "Model": "instructor-base" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "instructor-base", + "Core17InstructionRetrieval": -1.09, + "News21InstructionRetrieval": -1.78, + "Robust04InstructionRetrieval": -10.42 } ] } }, - "gte-Qwen1.5-7B-instruct": { + "bge-small-en-v1.5-instruct": { "BitextMining": { "f1": [ { - "Model": "gte-Qwen1.5-7B-instruct" + "Model": "bge-small-en-v1.5-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "gte-Qwen1.5-7B-instruct", - "AmazonCounterfactualClassification (en)": 83.16, - "AmazonPolarityClassification": 96.7, - "AmazonReviewsClassification (en)": 62.17, - "AmazonReviewsClassification (zh)": 52.95, - "Banking77Classification": 81.68, - "EmotionClassification": 54.53, - "IFlyTek": 53.77, - "ImdbClassification": 95.58, - "JDReview": 88.2, - "MTOPDomainClassification (en)": 95.75, - "MTOPIntentClassification (en)": 84.26, - "MassiveIntentClassification (zh-CN)": 76.25, - "MassiveIntentClassification (en)": 78.47, - "MassiveScenarioClassification (en)": 78.19, - "MassiveScenarioClassification (zh-CN)": 77.26, - "MultilingualSentiment": 77.42, - "OnlineShopping": 94.48, - "TNews": 51.24, - "ToxicConversationsClassification": 78.75, - "TweetSentimentExtractionClassification": 66.0, - "Waimai": 88.63 + "Model": "bge-small-en-v1.5-instruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "gte-Qwen1.5-7B-instruct", - "ArxivClusteringP2P": 56.4, - "ArxivClusteringS2S": 51.45, - "BiorxivClusteringP2P": 49.01, - "BiorxivClusteringS2S": 45.06, - "CLSClusteringP2P": 47.21, - "CLSClusteringS2S": 45.79, - "MedrxivClusteringP2P": 44.37, - "MedrxivClusteringS2S": 42.0, - "RedditClustering": 73.37, - "RedditClusteringP2P": 72.51, - "StackExchangeClustering": 79.07, - "StackExchangeClusteringP2P": 49.57, - "ThuNewsClusteringP2P": 87.43, - "ThuNewsClusteringS2S": 87.9, - "TwentyNewsgroupsClustering": 51.31 + "Model": "bge-small-en-v1.5-instruct" } ] }, "PairClassification": { "ap": [ { - "Model": "gte-Qwen1.5-7B-instruct", - "Cmnli": 91.81, - "Ocnli": 85.22, - "SprintDuplicateQuestions": 95.99, - "TwitterSemEval2015": 79.36, - "TwitterURLCorpus": 86.79 + "Model": "bge-small-en-v1.5-instruct" } ] }, "Reranking": { "map": [ { - "Model": "gte-Qwen1.5-7B-instruct", - "AskUbuntuDupQuestions": 66.0, - "CMedQAv1": 86.37, - "CMedQAv2": 87.41, - "MindSmallReranking": 32.71, - "SciDocsRR": 87.89, - "StackOverflowDupQuestions": 53.93, - "T2Reranking": 68.11 + "Model": "bge-small-en-v1.5-instruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "gte-Qwen1.5-7B-instruct", - "ArguAna": 62.65, - "BrightRetrieval (stackoverflow)": 19.85, - "BrightRetrieval (earth_science)": 36.22, - "BrightRetrieval (leetcode)": 25.46, - "BrightRetrieval (theoremqa_questions)": 26.97, - "BrightRetrieval (economics)": 17.72, - "BrightRetrieval (robotics)": 13.47, - "BrightRetrieval (pony)": 9.79, - "BrightRetrieval (aops)": 14.36, - "BrightRetrieval (psychology)": 24.61, - "BrightRetrieval (theoremqa_theorems)": 26.66, - "BrightRetrieval (biology)": 30.92, - "BrightRetrieval (sustainable_living)": 14.93, - "CQADupstackRetrieval": 40.64, - "ClimateFEVER": 44.0, - "CmedqaRetrieval": 43.47, - "CovidRetrieval": 80.87, - "DBPedia": 48.04, - "DuRetrieval": 86.01, - "EcomRetrieval": 66.46, - "FEVER": 93.35, - "FiQA2018": 55.31, - "HotpotQA": 72.25, - "MMarcoRetrieval": 73.83, - "MSMARCO": 41.68, - "MedicalRetrieval": 61.33, - "NFCorpus": 38.25, - "NQ": 61.79, - "QuoraRetrieval": 89.61, - "SCIDOCS": 27.69, - "SciFact": 75.31, - "T2Retrieval": 83.58, - "TRECCOVID": 72.72, - "Touche2020": 20.3, - "VideoRetrieval": 69.41 + "Model": "bge-small-en-v1.5-instruct", + "ARCChallenge": 7.72, + "AlphaNLI": 1.26, + "HellaSwag": 23.41, + "PIQA": 20.79, + "Quail": 2.01, + "RARbCode": 41.52, + "RARbMath": 46.5, + "SIQA": 0.98, + "SpartQA": 2.86, + "TempReasonL1": 1.27, + "TempReasonL2Fact": 16.72, + "TempReasonL2Pure": 1.1, + "TempReasonL3Fact": 12.81, + "TempReasonL3Pure": 4.63, + "WinoGrande": 5.35 } ] }, "STS": { "spearman": [ { - "Model": "gte-Qwen1.5-7B-instruct", - "AFQMC": 58.47, - "ATEC": 55.46, - "BIOSSES": 81.12, - "BQ": 77.59, - "LCQMC": 76.29, - "PAWSX": 50.22, - "QBQTC": 31.82, - "SICK-R": 79.15, - "STS12": 76.52, - "STS13": 88.63, - "STS14": 83.32, - "STS15": 87.5, - "STS16": 86.39, - "STS17 (en-en)": 87.79, - "STS22 (en)": 66.4, - "STS22 (zh)": 67.36, - "STSB": 81.37, - "STSBenchmark": 87.35 + "Model": "bge-small-en-v1.5-instruct" } ] }, "Summarization": { "spearman": [ { - "Model": "gte-Qwen1.5-7B-instruct", - "SummEval": 31.46 + "Model": "bge-small-en-v1.5-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-small-en-v1.5-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "gte-Qwen1.5-7B-instruct" + "Model": "bge-small-en-v1.5-instruct" } ] } }, - "text-similarity-curie-001": { + "sentence-camembert-large": { "BitextMining": { "f1": [ { - "Model": "text-similarity-curie-001" + "Model": "sentence-camembert-large" } ] }, "Classification": { "accuracy": [ { - "Model": "text-similarity-curie-001" + "Model": "sentence-camembert-large", + "AmazonReviewsClassification (fr)": 37.97, + "MTOPDomainClassification (fr)": 85.74, + "MTOPIntentClassification (fr)": 58.62, + "MasakhaNEWSClassification (fra)": 80.62, + "MassiveIntentClassification (fr)": 62.65, + "MassiveScenarioClassification (fr)": 69.29 } ] }, "Clustering": { "v_measure": [ { - "Model": "text-similarity-curie-001", - "RedditClustering": 40.79, - "StackExchangeClustering": 55.14, - "TwentyNewsgroupsClustering": 37.64 + "Model": "sentence-camembert-large", + "AlloProfClusteringP2P": 62.69, + "AlloProfClusteringS2S": 42.06, + "HALClusteringS2S": 23.9, + "MLSUMClusteringP2P": 42.04, + "MLSUMClusteringS2S": 32.29, + "MasakhaNEWSClusteringP2P (fra)": 54.51, + "MasakhaNEWSClusteringS2S (fra)": 44.73 } ] }, "PairClassification": { "ap": [ { - "Model": "text-similarity-curie-001", - "SprintDuplicateQuestions": 79.85, - "TwitterSemEval2015": 69.45, - "TwitterURLCorpus": 84.06 + "Model": "sentence-camembert-large", + "OpusparcusPC (fr)": 94.63, + "PawsXPairClassification (fr)": 59.59 } ] }, "Reranking": { "map": [ { - "Model": "text-similarity-curie-001", - "AskUbuntuDupQuestions": 55.09, - "SciDocsRR": 70.93, - "StackOverflowDupQuestions": 42.42 + "Model": "sentence-camembert-large", + "AlloprofReranking": 57.62, + "SyntecReranking": 88.15 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-similarity-curie-001", - "FiQA2018": 5.14, - "NFCorpus": 19.96, - "QuoraRetrieval": 83.11, - "SciFact": 46.68, - "TRECCOVID": 7.61 + "Model": "sentence-camembert-large", + "AlloprofRetrieval": 31.62, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 21.87, + "SyntecRetrieval": 81.11, + "XPQARetrieval (fr)": 65.62 } ] }, "STS": { "spearman": [ { - "Model": "text-similarity-curie-001", - "BIOSSES": 77.46, - "SICK-R": 77.26, - "STSBenchmark": 83.02 + "Model": "sentence-camembert-large", + "SICKFr": 77.7, + "STS22 (fr)": 81.73, + "STSBenchmarkMultilingualSTS (fr)": 85.79 } ] }, "Summarization": { "spearman": [ { - "Model": "text-similarity-curie-001" + "Model": "sentence-camembert-large", + "SummEvalFr": 30.88 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "sentence-camembert-large" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text-similarity-curie-001" + "Model": "sentence-camembert-large" } ] } }, - "elser-v2": { + "dragon-plus": { "BitextMining": { "f1": [ { - "Model": "elser-v2" + "Model": "dragon-plus" } ] }, "Classification": { "accuracy": [ { - "Model": "elser-v2", - "AmazonCounterfactualClassification (en)": 74.16, - "AmazonPolarityClassification": 61.91, - "AmazonReviewsClassification (en)": 32.06, - "Banking77Classification": 82.05, - "EmotionClassification": 46.65, - "ImdbClassification": 65.02, - "MTOPDomainClassification (en)": 93.17, - "MTOPIntentClassification (en)": 71.1, - "MassiveIntentClassification (en)": 68.48, - "MassiveScenarioClassification (en)": 74.98, - "ToxicConversationsClassification": 68.15, - "TweetSentimentExtractionClassification": 53.57 + "Model": "dragon-plus" } ] }, "Clustering": { "v_measure": [ { - "Model": "elser-v2", - "ArxivClusteringP2P": 35.27, - "ArxivClusteringS2S": 23.18, - "BiorxivClusteringP2P": 31.13, - "BiorxivClusteringS2S": 26.78, - "MedrxivClusteringP2P": 24.65, - "MedrxivClusteringS2S": 24.21, - "RedditClustering": 38.74, - "RedditClusteringP2P": 51.92, - "StackExchangeClustering": 42.7, - "StackExchangeClusteringP2P": 28.7, - "TwentyNewsgroupsClustering": 27.82 + "Model": "dragon-plus" } ] }, "PairClassification": { "ap": [ { - "Model": "elser-v2", - "SprintDuplicateQuestions": 94.53, - "TwitterSemEval2015": 64.41, - "TwitterURLCorpus": 85.01 + "Model": "dragon-plus" } ] }, "Reranking": { "map": [ { - "Model": "elser-v2", - "AskUbuntuDupQuestions": 58.31, - "MindSmallReranking": 30.75, - "SciDocsRR": 75.62, - "StackOverflowDupQuestions": 48.4 + "Model": "dragon-plus" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "elser-v2", - "ArguAna": 55.98, - "CQADupstackRetrieval": 34.27, - "ClimateFEVER": 27.08, - "DBPedia": 42.7, - "FEVER": 78.55, - "FiQA2018": 41.57, - "HotpotQA": 67.01, - "MSMARCO": 38.9, - "NFCorpus": 36.66, - "NQ": 55.84, - "QuoraRetrieval": 84.69, - "SCIDOCS": 16.24, - "SciFact": 71.8, - "TRECCOVID": 72.72, - "Touche2020": 26.27 + "Model": "dragon-plus", + "ARCChallenge": 8.91, + "AlphaNLI": 32.1, + "HellaSwag": 27.69, + "PIQA": 28.01, + "Quail": 4.09, + "RARbCode": 17.58, + "RARbMath": 45.09, + "SIQA": 2.0, + "SpartQA": 10.34, + "TempReasonL1": 1.82, + "TempReasonL2Fact": 17.45, + "TempReasonL2Pure": 0.55, + "TempReasonL3Fact": 15.71, + "TempReasonL3Pure": 7.97, + "WinoGrande": 67.18 } ] }, "STS": { "spearman": [ { - "Model": "elser-v2", - "BIOSSES": 83.79, - "SICK-R": 68.78, - "STS12": 64.81, - "STS13": 80.1, - "STS14": 74.96, - "STS15": 83.7, - "STS16": 80.55, - "STS17 (en-en)": 85.74, - "STS22 (en)": 67.5, - "STSBenchmark": 79.54 + "Model": "dragon-plus" } ] }, "Summarization": { "spearman": [ { - "Model": "elser-v2", - "SummEval": 31.03 + "Model": "dragon-plus" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "dragon-plus" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "elser-v2" + "Model": "dragon-plus" } ] } }, - "flaubert_base_uncased": { + "flaubert_large_cased": { "BitextMining": { "f1": [ { - "Model": "flaubert_base_uncased" + "Model": "flaubert_large_cased" } ] }, "Classification": { "accuracy": [ { - "Model": "flaubert_base_uncased", - "AmazonReviewsClassification (fr)": 23.52, - "MTOPDomainClassification (fr)": 27.74, - "MTOPIntentClassification (fr)": 8.61, - "MasakhaNEWSClassification (fra)": 62.61, - "MassiveIntentClassification (fr)": 6.24, - "MassiveScenarioClassification (fr)": 10.98 + "Model": "flaubert_large_cased", + "AmazonReviewsClassification (fr)": 22.45, + "MTOPDomainClassification (fr)": 24.27, + "MTOPIntentClassification (fr)": 9.79, + "MasakhaNEWSClassification (fra)": 55.64, + "MassiveIntentClassification (fr)": 16.41, + "MassiveScenarioClassification (fr)": 22.72 } ] }, "Clustering": { "v_measure": [ { - "Model": "flaubert_base_uncased", - "AlloProfClusteringP2P": 43.2, - "AlloProfClusteringS2S": 12.94, - "HALClusteringS2S": 1.8, - "MLSUMClusteringP2P": 33.22, - "MLSUMClusteringS2S": 14.9, - "MasakhaNEWSClusteringP2P (fra)": 28.49, - "MasakhaNEWSClusteringS2S (fra)": 22.58 + "Model": "flaubert_large_cased", + "AlloProfClusteringP2P": 40.85, + "AlloProfClusteringS2S": 21.76, + "HALClusteringS2S": 5.26, + "MLSUMClusteringP2P": 38.09, + "MLSUMClusteringS2S": 18.71, + "MasakhaNEWSClusteringP2P (fra)": 26.43, + "MasakhaNEWSClusteringS2S (fra)": 24.68 } ] }, "PairClassification": { "ap": [ { - "Model": "flaubert_base_uncased", - "OpusparcusPC (fr)": 82.0, - "PawsXPairClassification (fr)": 52.78 + "Model": "flaubert_large_cased", + "OpusparcusPC (fr)": 74.78, + "PawsXPairClassification (fr)": 54.14 } ] }, "Reranking": { "map": [ { - "Model": "flaubert_base_uncased", - "AlloprofReranking": 34.55, - "SyntecReranking": 57.18 + "Model": "flaubert_large_cased", + "AlloprofReranking": 26.29, + "SyntecReranking": 42.8 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "flaubert_base_uncased", - "AlloprofRetrieval": 1.72, + "Model": "flaubert_large_cased", + "AlloprofRetrieval": 0.58, "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 0.51, - "SyntecRetrieval": 22.33, - "XPQARetrieval (fr)": 9.09 + "MintakaRetrieval (fr)": 0.26, + "SyntecRetrieval": 1.58, + "XPQARetrieval (fr)": 3.69 } ] }, "STS": { "spearman": [ { - "Model": "flaubert_base_uncased", - "SICKFr": 41.9, - "STS22 (fr)": 55.15, - "STSBenchmarkMultilingualSTS (fr)": 33.41 + "Model": "flaubert_large_cased", + "SICKFr": 34.6, + "STS22 (fr)": 48.52, + "STSBenchmarkMultilingualSTS (fr)": 15.66 } ] }, "Summarization": { "spearman": [ { - "Model": "flaubert_base_uncased", - "SummEvalFr": 29.43 + "Model": "flaubert_large_cased", + "SummEvalFr": 29.25 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "flaubert_large_cased" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "flaubert_base_uncased" + "Model": "flaubert_large_cased" } ] } }, - "multilingual-e5-base": { + "gte-Qwen2-7B-instruct": { "BitextMining": { "f1": [ { - "Model": "multilingual-e5-base", - "BornholmBitextMining (dan-Latn)": 33.22, - "BornholmBitextMining": 46.4, - "Tatoeba (kzj-Latn_eng-Latn)": 6.26, - "Tatoeba (ina-Latn_eng-Latn)": 86.11, - "Tatoeba (bre-Latn_eng-Latn)": 5.44, - "Tatoeba (kab-Latn_eng-Latn)": 21.77, - "Tatoeba (ind-Latn_eng-Latn)": 90.26, - "Tatoeba (mkd-Cyrl_eng-Latn)": 73.76, - "Tatoeba (yue-Hant_eng-Latn)": 80.66, - "Tatoeba (amh-Ethi_eng-Latn)": 74.93, - "Tatoeba (ceb-Latn_eng-Latn)": 45.46, - "Tatoeba (lit-Latn_eng-Latn)": 75.53, - "Tatoeba (nds-Latn_eng-Latn)": 53.86, - "Tatoeba (kur-Latn_eng-Latn)": 52.96, - "Tatoeba (bel-Cyrl_eng-Latn)": 86.7, - "Tatoeba (ile-Latn_eng-Latn)": 72.56, - "Tatoeba (oci-Latn_eng-Latn)": 35.79, - "Tatoeba (heb-Hebr_eng-Latn)": 74.26, - "Tatoeba (mhr-Cyrl_eng-Latn)": 5.52, - "Tatoeba (afr-Latn_eng-Latn)": 87.04, - "Tatoeba (uig-Arab_eng-Latn)": 62.97, - "Tatoeba (mar-Deva_eng-Latn)": 86.62, - "Tatoeba (fry-Latn_eng-Latn)": 50.82, - "Tatoeba (tat-Cyrl_eng-Latn)": 66.92, - "Tatoeba (khm-Khmr_eng-Latn)": 47.27, - "Tatoeba (dtp-Latn_eng-Latn)": 5.13, - "Tatoeba (ben-Beng_eng-Latn)": 81.05, - "Tatoeba (ido-Latn_eng-Latn)": 74.41, - "Tatoeba (cha-Latn_eng-Latn)": 16.95, - "Tatoeba (zsm-Latn_eng-Latn)": 92.45, - "Tatoeba (pes-Arab_eng-Latn)": 87.18, - "Tatoeba (hye-Armn_eng-Latn)": 85.85, - "Tatoeba (cat-Latn_eng-Latn)": 84.09, - "Tatoeba (cym-Latn_eng-Latn)": 65.69, - "Tatoeba (aze-Latn_eng-Latn)": 84.71, - "Tatoeba (yid-Hebr_eng-Latn)": 63.2, - "Tatoeba (swg-Latn_eng-Latn)": 42.33, - "Tatoeba (war-Latn_eng-Latn)": 47.18, - "Tatoeba (swe-Latn_eng-Latn)": 91.33, - "Tatoeba (slk-Latn_eng-Latn)": 86.42, - "Tatoeba (gla-Latn_eng-Latn)": 43.08, - "Tatoeba (xho-Latn_eng-Latn)": 73.24, - "Tatoeba (dan-Latn_eng-Latn)": 91.23, - "Tatoeba (ara-Arab_eng-Latn)": 82.86, - "Tatoeba (ast-Latn_eng-Latn)": 74.36, - "Tatoeba (hrv-Latn_eng-Latn)": 92.5, - "Tatoeba (nob-Latn_eng-Latn)": 95.9, - "Tatoeba (eus-Latn_eng-Latn)": 56.26, - "Tatoeba (kaz-Cyrl_eng-Latn)": 75.56, - "Tatoeba (tuk-Latn_eng-Latn)": 19.67, - "Tatoeba (pam-Latn_eng-Latn)": 6.92, - "Tatoeba (gsw-Latn_eng-Latn)": 43.53, - "Tatoeba (slv-Latn_eng-Latn)": 81.93, - "Tatoeba (dsb-Latn_eng-Latn)": 34.36, - "Tatoeba (cor-Latn_eng-Latn)": 4.38, - "Tatoeba (ces-Latn_eng-Latn)": 88.75, - "Tatoeba (tam-Taml_eng-Latn)": 85.12, - "Tatoeba (glg-Latn_eng-Latn)": 82.69, - "Tatoeba (bul-Cyrl_eng-Latn)": 88.95, - "Tatoeba (deu-Latn_eng-Latn)": 97.07, - "Tatoeba (fin-Latn_eng-Latn)": 86.15, - "Tatoeba (csb-Latn_eng-Latn)": 24.29, - "Tatoeba (urd-Arab_eng-Latn)": 86.2, - "Tatoeba (est-Latn_eng-Latn)": 70.64, - "Tatoeba (wuu-Hans_eng-Latn)": 78.65, - "Tatoeba (tha-Thai_eng-Latn)": 94.22, - "Tatoeba (spa-Latn_eng-Latn)": 96.97, - "Tatoeba (ukr-Cyrl_eng-Latn)": 88.29, - "Tatoeba (awa-Deva_eng-Latn)": 68.39, - "Tatoeba (mal-Mlym_eng-Latn)": 96.72, - "Tatoeba (cbk-Latn_eng-Latn)": 60.66, - "Tatoeba (hsb-Latn_eng-Latn)": 40.36, - "Tatoeba (tzl-Latn_eng-Latn)": 34.44, - "Tatoeba (gle-Latn_eng-Latn)": 58.62, - "Tatoeba (orv-Cyrl_eng-Latn)": 16.0, - "Tatoeba (isl-Latn_eng-Latn)": 76.9, - "Tatoeba (jav-Latn_eng-Latn)": 61.25, - "Tatoeba (fao-Latn_eng-Latn)": 64.72, - "Tatoeba (pol-Latn_eng-Latn)": 94.57, - "Tatoeba (max-Deva_eng-Latn)": 52.4, - "Tatoeba (bos-Latn_eng-Latn)": 88.86, - "Tatoeba (hun-Latn_eng-Latn)": 84.41, - "Tatoeba (rus-Cyrl_eng-Latn)": 91.78, - "Tatoeba (arq-Arab_eng-Latn)": 26.61, - "Tatoeba (kor-Hang_eng-Latn)": 83.37, - "Tatoeba (uzb-Latn_eng-Latn)": 62.63, - "Tatoeba (pms-Latn_eng-Latn)": 44.61, - "Tatoeba (ell-Grek_eng-Latn)": 89.96, - "Tatoeba (swh-Latn_eng-Latn)": 66.81, - "Tatoeba (epo-Latn_eng-Latn)": 92.07, - "Tatoeba (jpn-Jpan_eng-Latn)": 90.3, - "Tatoeba (tel-Telu_eng-Latn)": 88.49, - "Tatoeba (srp-Cyrl_eng-Latn)": 89.08, - "Tatoeba (nov-Latn_eng-Latn)": 66.96, - "Tatoeba (cmn-Hans_eng-Latn)": 93.35, - "Tatoeba (tgl-Latn_eng-Latn)": 83.78, - "Tatoeba (ber-Tfng_eng-Latn)": 23.59, - "Tatoeba (sqi-Latn_eng-Latn)": 90.06, - "Tatoeba (ang-Latn_eng-Latn)": 29.87, - "Tatoeba (ita-Latn_eng-Latn)": 90.61, - "Tatoeba (por-Latn_eng-Latn)": 92.74, - "Tatoeba (mon-Cyrl_eng-Latn)": 78.37, - "Tatoeba (fra-Latn_eng-Latn)": 92.76, - "Tatoeba (lat-Latn_eng-Latn)": 39.62, - "Tatoeba (nno-Latn_eng-Latn)": 82.67, - "Tatoeba (arz-Arab_eng-Latn)": 66.79, - "Tatoeba (hin-Deva_eng-Latn)": 93.13, - "Tatoeba (nld-Latn_eng-Latn)": 93.2, - "Tatoeba (kat-Geor_eng-Latn)": 77.83, - "Tatoeba (lfn-Latn_eng-Latn)": 52.85, - "Tatoeba (lvs-Latn_eng-Latn)": 76.76, - "Tatoeba (tur-Latn_eng-Latn)": 92.54, - "Tatoeba (ron-Latn_eng-Latn)": 91.27, - "Tatoeba (vie-Latn_eng-Latn)": 94.55 + "Model": "gte-Qwen2-7B-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "multilingual-e5-base", - "AllegroReviews (pol-Latn)": 40.78, - "AllegroReviews": 40.85, - "AmazonCounterfactualClassification (en-ext)": 76.91, - "AmazonCounterfactualClassification (en)": 77.36, - "AmazonCounterfactualClassification (deu-Latn)": 70.81, - "AmazonCounterfactualClassification (jpn-Jpan)": 72.02, - "AmazonPolarityClassification": 91.76, - "AmazonReviewsClassification (en)": 47.54, - "AmazonReviewsClassification (deu-Latn)": 44.37, - "AmazonReviewsClassification (spa-Latn)": 43.38, - "AmazonReviewsClassification (fra-Latn)": 41.55, - "AmazonReviewsClassification (jpn-Jpan)": 39.57, - "AmazonReviewsClassification (cmn-Hans)": 38.34, - "AmazonReviewsClassification (fr)": 40.94, - "AngryTweetsClassification (dan-Latn)": 56.28, - "AngryTweetsClassification": 54.65, - "Banking77Classification": 73.53, - "CBD (pol-Latn)": 62.6, - "CBD": 62.66, - "DKHateClassification": 63.53, - "DanishPoliticalCommentsClassification (dan-Latn)": 36.41, - "DanishPoliticalCommentsClassification": 36.69, - "EmotionClassification": 45.68, - "GeoreviewClassification (rus-Cyrl)": 46.05, - "HeadlineClassification (rus-Cyrl)": 75.64, - "IFlyTek (cmn-Hans)": 40.81, - "IFlyTek": 44.93, - "ImdbClassification": 84.29, - "InappropriatenessClassification (rus-Cyrl)": 58.78, - "JDReview (cmn-Hans)": 75.72, - "JDReview": 76.21, - "KinopoiskClassification (rus-Cyrl)": 50.89, - "LccSentimentClassification (dan-Latn)": 60.13, - "LccSentimentClassification": 59.67, - "MTOPDomainClassification (en)": 90.9, - "MTOPDomainClassification (deu-Latn)": 87.94, - "MTOPDomainClassification (spa-Latn)": 85.96, - "MTOPDomainClassification (fra-Latn)": 82.88, - "MTOPDomainClassification (hin-Deva)": 83.92, - "MTOPDomainClassification (tha-Thai)": 83.94, - "MTOPDomainClassification (fr)": 84.79, - "MTOPIntentClassification (en)": 61.6, - "MTOPIntentClassification (deu-Latn)": 61.05, - "MTOPIntentClassification (spa-Latn)": 55.36, - "MTOPIntentClassification (fra-Latn)": 52.23, - "MTOPIntentClassification (hin-Deva)": 53.93, - "MTOPIntentClassification (tha-Thai)": 58.69, - "MTOPIntentClassification (fr)": 55.51, - "MasakhaNEWSClassification (amh-Ethi)": 83.8, - "MasakhaNEWSClassification (eng)": 76.49, - "MasakhaNEWSClassification (fra-Latn)": 76.35, - "MasakhaNEWSClassification (hau-Latn)": 74.63, - "MasakhaNEWSClassification (ibo-Latn)": 64.59, - "MasakhaNEWSClassification (lin-Latn)": 70.57, - "MasakhaNEWSClassification (lug-Latn)": 68.12, - "MasakhaNEWSClassification (orm-Ethi)": 71.75, - "MasakhaNEWSClassification (pcm-Latn)": 91.05, - "MasakhaNEWSClassification (run-Latn)": 73.35, - "MasakhaNEWSClassification (sna-Latn)": 84.17, - "MasakhaNEWSClassification (som-Latn)": 60.1, - "MasakhaNEWSClassification (swa-Latn)": 70.74, - "MasakhaNEWSClassification (tir-Ethi)": 67.1, - "MasakhaNEWSClassification (xho-Latn)": 76.03, - "MasakhaNEWSClassification (yor-Latn)": 72.75, - "MasakhaNEWSClassification (fra)": 79.69, - "MassiveIntentClassification (tha-Thai)": 59.63, - "MassiveIntentClassification (tam-Taml)": 48.93, - "MassiveIntentClassification (fin-Latn)": 58.91, - "MassiveIntentClassification (rus-Cyrl)": 62.78, - "MassiveIntentClassification (afr-Latn)": 49.82, - "MassiveIntentClassification (heb-Hebr)": 55.3, - "MassiveIntentClassification (sqi-Latn)": 51.07, - "MassiveIntentClassification (por-Latn)": 62.12, - "MassiveIntentClassification (hye-Armn)": 48.77, - "MassiveIntentClassification (cym-Latn)": 37.05, - "MassiveIntentClassification (deu-Latn)": 59.82, - "MassiveIntentClassification (fas-Arab)": 59.51, - "MassiveIntentClassification (hun-Latn)": 57.69, - "MassiveIntentClassification (urd-Arab)": 51.3, - "MassiveIntentClassification (cmo-Hant)": 56.4, - "MassiveIntentClassification (khm-Khmr)": 32.14, - "MassiveIntentClassification (tel-Telu)": 50.09, - "MassiveIntentClassification (vie-Latn)": 59.61, - "MassiveIntentClassification (kan-Knda)": 48.63, - "MassiveIntentClassification (ara-Arab)": 50.2, - "MassiveIntentClassification (mya-Mymr)": 46.67, - "MassiveIntentClassification (slv-Latn)": 53.84, - "MassiveIntentClassification (jpn-Jpan)": 62.3, - "MassiveIntentClassification (mon-Cyrl)": 46.8, - "MassiveIntentClassification (jav-Latn)": 43.23, - "MassiveIntentClassification (lav-Latn)": 51.17, - "MassiveIntentClassification (ron-Latn)": 56.83, - "MassiveIntentClassification (dan-Latn)": 60.69, - "MassiveIntentClassification (nob-Latn)": 60.06, - "MassiveIntentClassification (tgl-Latn)": 48.99, - "MassiveIntentClassification (aze-Latn)": 51.36, - "MassiveIntentClassification (ind-Latn)": 58.7, - "MassiveIntentClassification (amh-Ethi)": 42.4, - "MassiveIntentClassification (ben-Beng)": 51.69, - "MassiveIntentClassification (ell-Grek)": 58.07, - "MassiveIntentClassification (hin-Deva)": 56.75, - "MassiveIntentClassification (nld-Latn)": 61.23, - "MassiveIntentClassification (pol-Latn)": 60.98, - "MassiveIntentClassification (swe-Latn)": 62.43, - "MassiveIntentClassification (isl-Latn)": 44.52, - "MassiveIntentClassification (mal-Mlym)": 53.75, - "MassiveIntentClassification (msa-Latn)": 52.84, - "MassiveIntentClassification (kat-Geor)": 37.56, - "MassiveIntentClassification (tur-Latn)": 60.69, - "MassiveIntentClassification (kor-Kore)": 59.97, - "MassiveIntentClassification (ita-Latn)": 61.29, - "MassiveIntentClassification (cmo-Hans)": 63.22, - "MassiveIntentClassification (en)": 65.71, - "MassiveIntentClassification (fra-Latn)": 61.32, - "MassiveIntentClassification (swa-Latn)": 45.24, - "MassiveIntentClassification (spa-Latn)": 61.13, - "MassiveIntentClassification (da)": 60.16, - "MassiveIntentClassification (nb)": 59.83, - "MassiveIntentClassification (sv)": 61.78, - "MassiveIntentClassification (pl)": 61.04, - "MassiveScenarioClassification (ind-Latn)": 63.6, - "MassiveScenarioClassification (tha-Thai)": 67.37, - "MassiveScenarioClassification (cmo-Hans)": 70.24, - "MassiveScenarioClassification (ben-Beng)": 57.0, - "MassiveScenarioClassification (kan-Knda)": 53.49, - "MassiveScenarioClassification (tel-Telu)": 54.24, - "MassiveScenarioClassification (aze-Latn)": 55.15, - "MassiveScenarioClassification (ell-Grek)": 65.38, - "MassiveScenarioClassification (swa-Latn)": 52.64, - "MassiveScenarioClassification (hin-Deva)": 62.91, - "MassiveScenarioClassification (tur-Latn)": 65.18, - "MassiveScenarioClassification (dan-Latn)": 67.97, - "MassiveScenarioClassification (msa-Latn)": 58.35, - "MassiveScenarioClassification (mya-Mymr)": 50.77, - "MassiveScenarioClassification (mon-Cyrl)": 51.87, - "MassiveScenarioClassification (tgl-Latn)": 54.36, - "MassiveScenarioClassification (cmo-Hant)": 63.73, - "MassiveScenarioClassification (ara-Arab)": 58.0, - "MassiveScenarioClassification (slv-Latn)": 58.3, - "MassiveScenarioClassification (spa-Latn)": 66.47, - "MassiveScenarioClassification (urd-Arab)": 56.74, - "MassiveScenarioClassification (fin-Latn)": 64.94, - "MassiveScenarioClassification (tam-Taml)": 53.86, - "MassiveScenarioClassification (ron-Latn)": 63.5, - "MassiveScenarioClassification (hye-Armn)": 53.63, - "MassiveScenarioClassification (vie-Latn)": 66.35, - "MassiveScenarioClassification (deu-Latn)": 68.4, - "MassiveScenarioClassification (afr-Latn)": 58.95, - "MassiveScenarioClassification (en)": 71.57, - "MassiveScenarioClassification (fra-Latn)": 67.37, - "MassiveScenarioClassification (jpn-Jpan)": 69.89, - "MassiveScenarioClassification (nld-Latn)": 68.62, - "MassiveScenarioClassification (cym-Latn)": 43.84, - "MassiveScenarioClassification (heb-Hebr)": 62.53, - "MassiveScenarioClassification (pol-Latn)": 66.12, - "MassiveScenarioClassification (fas-Arab)": 63.92, - "MassiveScenarioClassification (lav-Latn)": 56.42, - "MassiveScenarioClassification (por-Latn)": 65.49, - "MassiveScenarioClassification (rus-Cyrl)": 68.21, - "MassiveScenarioClassification (mal-Mlym)": 59.89, - "MassiveScenarioClassification (hun-Latn)": 65.75, - "MassiveScenarioClassification (nob-Latn)": 66.57, - "MassiveScenarioClassification (kor-Kore)": 67.9, - "MassiveScenarioClassification (isl-Latn)": 53.28, - "MassiveScenarioClassification (khm-Khmr)": 38.45, - "MassiveScenarioClassification (sqi-Latn)": 57.92, - "MassiveScenarioClassification (jav-Latn)": 51.94, - "MassiveScenarioClassification (amh-Ethi)": 50.33, - "MassiveScenarioClassification (ita-Latn)": 66.17, - "MassiveScenarioClassification (kat-Geor)": 43.38, - "MassiveScenarioClassification (swe-Latn)": 69.35, - "MassiveScenarioClassification (da)": 67.46, - "MassiveScenarioClassification (nb)": 66.18, - "MassiveScenarioClassification (sv)": 69.15, - "MassiveScenarioClassification (pl)": 66.11, - "MultilingualSentiment (cmn-Hans)": 67.56, - "MultilingualSentiment": 65.28, - "NoRecClassification (nob-Latn)": 53.74, - "NoRecClassification": 57.58, - "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 75.85, - "NordicLangClassification": 75.94, - "NorwegianParliament": 59.94, - "OnlineShopping (cmn-Hans)": 88.66, - "OnlineShopping": 88.4, - "PAC (pol-Latn)": 70.87, - "PAC": 70.87, - "PolEmo2.0-IN (pol-Latn)": 67.59, - "PolEmo2.0-IN": 67.66, - "PolEmo2.0-OUT (pol-Latn)": 43.93, - "PolEmo2.0-OUT": 43.91, - "RuReviewsClassification (rus-Cyrl)": 62.99, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.28, - "RuSciBenchOECDClassification (rus-Cyrl)": 42.69, - "ScalaDaClassification": 50.79, - "ScalaNbClassification": 50.32, - "TNews (cmn-Hans)": 47.52, - "TNews": 47.06, - "ToxicConversationsClassification": 64.33, - "TweetSentimentExtractionClassification": 62.8, - "Waimai (cmn-Hans)": 85.98, - "Waimai": 84.42 + "Model": "gte-Qwen2-7B-instruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "multilingual-e5-base", - "8TagsClustering": 24.97, - "AlloProfClusteringP2P": 62.09, - "AlloProfClusteringS2S": 32.98, - "ArxivClusteringP2P": 43.35, - "ArxivClusteringS2S": 36.0, - "BiorxivClusteringP2P": 37.55, - "BiorxivClusteringS2S": 30.33, - "CLSClusteringP2P": 32.41, - "CLSClusteringS2S": 36.99, - "GeoreviewClusteringP2P (rus-Cyrl)": 54.46, - "HALClusteringS2S": 22.48, - "MLSUMClusteringP2P (rus-Cyrl)": 43.47, - "MLSUMClusteringP2P": 43.48, - "MLSUMClusteringS2S (rus-Cyrl)": 40.87, - "MLSUMClusteringS2S": 38.53, - "MasakhaNEWSClusteringP2P (amh-Ethi)": 58.05, - "MasakhaNEWSClusteringP2P (eng)": 43.8, - "MasakhaNEWSClusteringP2P (fra-Latn)": 58.28, - "MasakhaNEWSClusteringP2P (hau-Latn)": 44.78, - "MasakhaNEWSClusteringP2P (ibo-Latn)": 44.97, - "MasakhaNEWSClusteringP2P (lin-Latn)": 48.08, - "MasakhaNEWSClusteringP2P (lug-Latn)": 50.15, - "MasakhaNEWSClusteringP2P (orm-Ethi)": 38.02, - "MasakhaNEWSClusteringP2P (pcm-Latn)": 71.03, - "MasakhaNEWSClusteringP2P (run-Latn)": 58.28, - "MasakhaNEWSClusteringP2P (sna-Latn)": 59.25, - "MasakhaNEWSClusteringP2P (som-Latn)": 37.27, - "MasakhaNEWSClusteringP2P (swa-Latn)": 34.54, - "MasakhaNEWSClusteringP2P (tir-Ethi)": 53.44, - "MasakhaNEWSClusteringP2P (xho-Latn)": 40.32, - "MasakhaNEWSClusteringP2P (yor-Latn)": 37.97, - "MasakhaNEWSClusteringP2P (fra)": 47.91, - "MasakhaNEWSClusteringS2S (amh-Ethi)": 49.38, - "MasakhaNEWSClusteringS2S (eng)": 45.76, - "MasakhaNEWSClusteringS2S (fra-Latn)": 55.43, - "MasakhaNEWSClusteringS2S (hau-Latn)": 16.11, - "MasakhaNEWSClusteringS2S (ibo-Latn)": 24.38, - "MasakhaNEWSClusteringS2S (lin-Latn)": 44.8, - "MasakhaNEWSClusteringS2S (lug-Latn)": 45.67, - "MasakhaNEWSClusteringS2S (orm-Ethi)": 26.41, - "MasakhaNEWSClusteringS2S (pcm-Latn)": 83.26, - "MasakhaNEWSClusteringS2S (run-Latn)": 48.77, - "MasakhaNEWSClusteringS2S (sna-Latn)": 43.9, - "MasakhaNEWSClusteringS2S (som-Latn)": 25.43, - "MasakhaNEWSClusteringS2S (swa-Latn)": 9.87, - "MasakhaNEWSClusteringS2S (tir-Ethi)": 51.66, - "MasakhaNEWSClusteringS2S (xho-Latn)": 29.65, - "MasakhaNEWSClusteringS2S (yor-Latn)": 30.12, - "MasakhaNEWSClusteringS2S (fra)": 51.16, - "MedrxivClusteringP2P": 30.6, - "MedrxivClusteringS2S": 28.73, - "RedditClustering": 43.15, - "RedditClusteringP2P": 61.69, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 51.56, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.78, - "StackExchangeClustering": 55.31, - "StackExchangeClusteringP2P": 33.51, - "ThuNewsClusteringP2P": 40.98, - "ThuNewsClusteringS2S": 52.36, - "TwentyNewsgroupsClustering": 35.55 + "Model": "gte-Qwen2-7B-instruct" } ] }, "PairClassification": { "ap": [ { - "Model": "multilingual-e5-base", - "CDSC-E (pol-Latn)": 72.7, - "CDSC-E": 72.67, - "Cmnli": 74.51, - "Ocnli": 59.63, - "OpusparcusPC (deu-Latn)": 95.83, - "OpusparcusPC (en)": 98.71, - "OpusparcusPC (fin-Latn)": 90.3, - "OpusparcusPC (fra-Latn)": 92.12, - "OpusparcusPC (rus-Cyrl)": 86.82, - "OpusparcusPC (swe-Latn)": 93.05, - "OpusparcusPC (fr)": 92.72, - "PPC": 88.01, - "PSC (pol-Latn)": 99.14, - "PSC": 99.14, - "PawsXPairClassification (deu-Latn)": 54.11, - "PawsXPairClassification (en)": 55.79, - "PawsXPairClassification (spa-Latn)": 54.13, - "PawsXPairClassification (fra-Latn)": 56.01, - "PawsXPairClassification (jpn-Hira)": 49.02, - "PawsXPairClassification (kor-Hang)": 51.01, - "PawsXPairClassification (cmn-Hans)": 55.13, - "PawsXPairClassification (fr)": 56.93, - "SICK-E-PL (pol-Latn)": 68.76, - "SICK-E-PL": 68.77, - "SprintDuplicateQuestions": 93.02, - "TERRa (rus-Cyrl)": 54.96, - "TwitterSemEval2015": 72.21, - "TwitterURLCorpus": 85.48 + "Model": "gte-Qwen2-7B-instruct" } ] }, "Reranking": { "map": [ { - "Model": "multilingual-e5-base", - "AlloprofReranking (fra-Latn)": 65.9, - "AlloprofReranking": 58.1, - "AskUbuntuDupQuestions": 59.28, - "CMedQAv1": 65.21, - "CMedQAv2": 66.06, - "MMarcoReranking (cmn-Hans)": 30.52, - "MMarcoReranking": 21.76, - "MindSmallReranking": 29.28, - "RuBQReranking (rus-Cyrl)": 72.01, - "SciDocsRR": 81.81, - "StackOverflowDupQuestions": 49.75, - "SyntecReranking (fra-Latn)": 85.31, - "SyntecReranking": 85.43, - "T2Reranking (cmn-Hans)": 64.86, - "T2Reranking": 64.39 + "Model": "gte-Qwen2-7B-instruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "multilingual-e5-base", - "AILACasedocs": 26.05, - "AILAStatutes": 20.37, - "ARCChallenge": 9.61, - "AlloprofRetrieval (fra-Latn)": 34.45, - "AlloprofRetrieval": 36.21, - "AlphaNLI": 16.44, - "ArguAna": 44.21, - "ArguAna-PL (pol-Latn)": 42.86, - "ArguAna-PL": 42.81, - "BSARDRetrieval (fra-Latn)": 18.83, - "BSARDRetrieval": 0.0, - "CmedqaRetrieval (cmn-Hans)": 27.2, - "CmedqaRetrieval": 27.2, - "CovidRetrieval (cmn-Hans)": 73.48, - "CovidRetrieval": 73.45, - "DBPedia-PL": 30.23, - "DuRetrieval (cmn-Hans)": 81.66, - "DuRetrieval": 81.64, - "EcomRetrieval (cmn-Hans)": 54.01, - "EcomRetrieval": 54.17, - "FiQA-PL (pol-Latn)": 25.59, - "FiQA-PL": 25.52, - "FiQA2018": 38.15, - "GerDaLIRSmall (deu-Latn)": 15.3, - "HellaSwag": 24.79, - "HotpotQA-PL": 63.52, - "LEMBNarrativeQARetrieval": 23.6, - "LEMBNeedleRetrieval": 32.0, - "LEMBPasskeyRetrieval": 38.25, - "LEMBQMSumRetrieval": 25.16, - "LEMBSummScreenFDRetrieval": 68.21, - "LEMBWikimQARetrieval": 56.04, - "LeCaRDv2 (zho-Hans)": 59.0, - "LegalBenchConsumerContractsQA": 69.02, - "LegalBenchCorporateLobbying": 88.97, - "LegalQuAD (deu-Latn)": 47.85, - "LegalSummarization": 61.69, - "MMarcoRetrieval (cmn-Hans)": 76.01, - "MMarcoRetrieval": 76.04, - "MSMARCO-PL": 29.52, - "MedicalRetrieval (cmn-Hans)": 48.33, - "MedicalRetrieval": 48.35, - "MintakaRetrieval (ara-Arab)": 23.06, - "MintakaRetrieval (deu-Latn)": 29.8, - "MintakaRetrieval (spa-Latn)": 29.88, - "MintakaRetrieval (fra-Latn)": 30.96, - "MintakaRetrieval (hin-Deva)": 22.68, - "MintakaRetrieval (ita-Latn)": 29.77, - "MintakaRetrieval (jpn-Hira)": 22.98, - "MintakaRetrieval (por-Latn)": 30.62, - "MintakaRetrieval (fr)": 23.46, - "NFCorpus": 32.49, - "NFCorpus-PL (pol-Latn)": 25.99, - "NFCorpus-PL": 25.98, - "NQ-PL": 44.8, - "PIQA": 25.09, - "Quail": 3.52, - "Quora-PL": 81.22, - "RARbCode": 52.16, - "RARbMath": 65.35, - "RiaNewsRetrieval (rus-Cyrl)": 70.24, - "RuBQRetrieval (rus-Cyrl)": 69.58, - "SCIDOCS": 17.17, - "SCIDOCS-PL (pol-Latn)": 12.36, - "SCIDOCS-PL": 12.35, - "SIQA": 3.72, - "SciFact": 69.39, - "SciFact-PL (pol-Latn)": 62.26, - "SciFact-PL": 62.11, - "SpartQA": 7.91, - "SyntecRetrieval (fra-Latn)": 82.86, - "SyntecRetrieval": 80.49, - "T2Retrieval (cmn-Hans)": 70.77, - "T2Retrieval": 70.86, - "TRECCOVID": 69.5, - "TRECCOVID-PL (pol-Latn)": 65.94, - "TRECCOVID-PL": 66.06, - "TempReasonL1": 0.72, - "TempReasonL2Fact": 38.76, - "TempReasonL2Pure": 1.63, - "TempReasonL3Fact": 35.85, - "TempReasonL3Pure": 7.11, - "Touche2020": 21.5, - "VideoRetrieval (cmn-Hans)": 61.26, - "VideoRetrieval": 61.3, - "WinoGrande": 56.18, - "XPQARetrieval (ara-Arab_ara-Arab)": 39.97, - "XPQARetrieval (eng-Latn_ara-Arab)": 17.23, - "XPQARetrieval (ara-Arab_eng-Latn)": 34.35, - "XPQARetrieval (deu-Latn_deu-Latn)": 72.11, - "XPQARetrieval (eng-Latn_deu-Latn)": 28.91, - "XPQARetrieval (deu-Latn_eng-Latn)": 61.46, - "XPQARetrieval (spa-Latn_spa-Latn)": 58.35, - "XPQARetrieval (eng-Latn_spa-Latn)": 25.27, - "XPQARetrieval (spa-Latn_eng-Latn)": 51.07, - "XPQARetrieval (fra-Latn_fra-Latn)": 59.56, - "XPQARetrieval (eng-Latn_fra-Latn)": 23.69, - "XPQARetrieval (fra-Latn_eng-Latn)": 53.9, - "XPQARetrieval (hin-Deva_hin-Deva)": 70.56, - "XPQARetrieval (eng-Latn_hin-Deva)": 27.57, - "XPQARetrieval (hin-Deva_eng-Latn)": 63.68, - "XPQARetrieval (ita-Latn_ita-Latn)": 70.38, - "XPQARetrieval (eng-Latn_ita-Latn)": 26.06, - "XPQARetrieval (ita-Latn_eng-Latn)": 56.2, - "XPQARetrieval (jpn-Hira_jpn-Hira)": 71.97, - "XPQARetrieval (eng-Latn_jpn-Hira)": 17.63, - "XPQARetrieval (jpn-Hira_eng-Latn)": 61.03, - "XPQARetrieval (kor-Hang_kor-Hang)": 36.12, - "XPQARetrieval (eng-Latn_kor-Hang)": 20.27, - "XPQARetrieval (kor-Hang_eng-Latn)": 29.26, - "XPQARetrieval (pol-Latn_pol-Latn)": 48.1, - "XPQARetrieval (eng-Latn_pol-Latn)": 19.48, - "XPQARetrieval (pol-Latn_eng-Latn)": 40.18, - "XPQARetrieval (por-Latn_por-Latn)": 44.76, - "XPQARetrieval (eng-Latn_por-Latn)": 17.66, - "XPQARetrieval (por-Latn_eng-Latn)": 40.52, - "XPQARetrieval (tam-Taml_tam-Taml)": 35.25, - "XPQARetrieval (eng-Latn_tam-Taml)": 12.64, - "XPQARetrieval (tam-Taml_eng-Latn)": 26.73, - "XPQARetrieval (cmn-Hans_cmn-Hans)": 67.06, - "XPQARetrieval (eng-Latn_cmn-Hans)": 12.72, - "XPQARetrieval (cmn-Hans_eng-Latn)": 53.53, - "XPQARetrieval (fr)": 65.81 + "Model": "gte-Qwen2-7B-instruct", + "BrightRetrieval (earth_science)": 40.66, + "BrightRetrieval (sustainable_living)": 20.82, + "BrightRetrieval (theoremqa_theorems)": 28.15, + "BrightRetrieval (aops)": 15.1, + "BrightRetrieval (economics)": 16.18, + "BrightRetrieval (pony)": 1.25, + "BrightRetrieval (stackoverflow)": 13.95, + "BrightRetrieval (leetcode)": 31.07, + "BrightRetrieval (biology)": 32.09, + "BrightRetrieval (theoremqa_questions)": 29.9, + "BrightRetrieval (robotics)": 12.82, + "BrightRetrieval (psychology)": 26.58 } ] }, "STS": { "spearman": [ { - "Model": "multilingual-e5-base", - "AFQMC (cmn-Hans)": 29.66, - "AFQMC": 29.67, - "ATEC (cmn-Hans)": 37.01, - "ATEC": 37.01, - "BIOSSES": 85.05, - "BQ (cmn-Hans)": 45.45, - "BQ": 45.45, - "CDSC-R (pol-Latn)": 90.09, - "CDSC-R": 90.08, - "LCQMC (cmn-Hans)": 74.15, - "LCQMC": 74.15, - "PAWSX (cmn-Hans)": 12.13, - "PAWSX": 12.14, - "QBQTC": 28.81, - "RUParaPhraserSTS (rus-Cyrl)": 70.17, - "RuSTSBenchmarkSTS (rus-Cyrl)": 79.64, - "SICK-R": 78.51, - "SICK-R-PL (pol-Latn)": 71.23, - "SICK-R-PL": 71.23, - "SICKFr (fra-Latn)": 75.76, - "SICKFr": 76.23, - "STS12": 76.7, - "STS13": 78.02, - "STS14": 76.6, - "STS15": 88.16, - "STS16": 84.28, - "STS17 (fra-Latn_eng-Latn)": 80.18, - "STS17 (ita-Latn_eng-Latn)": 80.16, - "STS17 (eng-Latn_ara-Arab)": 71.27, - "STS17 (kor-Hang)": 79.95, - "STS17 (eng-Latn_tur-Latn)": 63.3, - "STS17 (spa-Latn_eng-Latn)": 76.56, - "STS17 (spa-Latn)": 86.74, - "STS17 (en-en)": 87.84, - "STS17 (ara-Arab)": 74.48, - "STS17 (nld-Latn_eng-Latn)": 79.29, - "STS17 (eng-Latn_deu-Latn)": 82.08, - "STS22 (fra-Latn)": 75.04, - "STS22 (ara-Arab)": 57.82, - "STS22 (en)": 62.26, - "STS22 (spa-Latn)": 66.67, - "STS22 (fra-Latn_pol-Latn)": 73.25, - "STS22 (ita-Latn)": 77.76, - "STS22 (pol-Latn_eng-Latn)": 70.37, - "STS22 (tur-Latn)": 63.71, - "STS22 (rus-Cyrl)": 60.67, - "STS22 (deu-Latn)": 55.95, - "STS22 (deu-Latn_fra-Latn)": 59.68, - "STS22 (spa-Latn_eng-Latn)": 74.0, - "STS22 (cmn-Hans_eng-Latn)": 69.8, - "STS22 (pol-Latn)": 34.08, - "STS22 (spa-Latn_ita-Latn)": 66.43, - "STS22 (cmn-Hans)": 65.63, - "STS22 (deu-Latn_pol-Latn)": 39.35, - "STS22 (deu-Latn_eng-Latn)": 54.89, - "STS22 (zh)": 65.64, - "STS22 (pl)": 34.07, - "STSB (cmn-Hans)": 79.04, - "STSB": 79.05, - "STSBenchmark": 85.64, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.33, - "STSBenchmarkMultilingualSTS (pol-Latn)": 74.93, - "STSBenchmarkMultilingualSTS (spa-Latn)": 81.75, - "STSBenchmarkMultilingualSTS (en)": 85.64, - "STSBenchmarkMultilingualSTS (cmn-Hans)": 79.87, - "STSBenchmarkMultilingualSTS (fra-Latn)": 80.85, - "STSBenchmarkMultilingualSTS (deu-Latn)": 79.68, - "STSBenchmarkMultilingualSTS (nld-Latn)": 75.96, - "STSBenchmarkMultilingualSTS (por-Latn)": 67.16, - "STSBenchmarkMultilingualSTS (ita-Latn)": 78.09, - "STSBenchmarkMultilingualSTS (fr)": 80.62 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "multilingual-e5-base", - "SummEval": 30.23, - "SummEvalFr (fra-Latn)": 32.96, - "SummEvalFr": 30.76 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "multilingual-e5-base" - } - ] - } - }, - "nomic-embed-text-v1.5-128": { - "BitextMining": { - "f1": [ - { - "Model": "nomic-embed-text-v1.5-128" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "nomic-embed-text-v1.5-128", - "AmazonCounterfactualClassification (en)": 69.78, - "AmazonPolarityClassification": 88.74, - "AmazonReviewsClassification (en)": 43.11, - "Banking77Classification": 82.78, - "EmotionClassification": 42.92, - "ImdbClassification": 80.87, - "MTOPDomainClassification (en)": 89.61, - "MTOPIntentClassification (en)": 68.9, - "MassiveIntentClassification (en)": 69.34, - "MassiveScenarioClassification (en)": 74.21, - "ToxicConversationsClassification": 68.16, - "TweetSentimentExtractionClassification": 57.99 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "nomic-embed-text-v1.5-128", - "ArxivClusteringP2P": 43.87, - "ArxivClusteringS2S": 34.57, - "BiorxivClusteringP2P": 36.79, - "BiorxivClusteringS2S": 30.68, - "MedrxivClusteringP2P": 34.09, - "MedrxivClusteringS2S": 31.3, - "RedditClustering": 53.31, - "RedditClusteringP2P": 58.96, - "StackExchangeClustering": 59.92, - "StackExchangeClusteringP2P": 33.88, - "TwentyNewsgroupsClustering": 47.29 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "nomic-embed-text-v1.5-128", - "SprintDuplicateQuestions": 91.45, - "TwitterSemEval2015": 73.23, - "TwitterURLCorpus": 85.93 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "nomic-embed-text-v1.5-128", - "AskUbuntuDupQuestions": 61.16, - "MindSmallReranking": 30.02, - "SciDocsRR": 78.05, - "StackOverflowDupQuestions": 49.0 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "nomic-embed-text-v1.5-128", - "ArguAna": 43.4, - "CQADupstackRetrieval": 34.67, - "ClimateFEVER": 36.52, - "DBPedia": 36.22, - "FEVER": 80.48, - "FiQA2018": 32.08, - "HotpotQA": 60.09, - "MSMARCO": 39.99, - "NFCorpus": 30.72, - "NQ": 53.62, - "QuoraRetrieval": 87.07, - "SCIDOCS": 15.56, - "SciFact": 64.28, - "TRECCOVID": 74.58, - "Touche2020": 26.99 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "nomic-embed-text-v1.5-128", - "BIOSSES": 80.19, - "SICK-R": 79.09, - "STS12": 77.49, - "STS13": 85.62, - "STS14": 80.5, - "STS15": 85.84, - "STS16": 83.9, - "STS17 (en-en)": 86.27, - "STS22 (en)": 64.24, - "STSBenchmark": 84.28 + "Model": "gte-Qwen2-7B-instruct" } ] }, "Summarization": { "spearman": [ { - "Model": "nomic-embed-text-v1.5-128", - "SummEval": 29.59 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "nomic-embed-text-v1.5-128" - } - ] - } - }, - "SFR-Embedding-Mistral": { - "BitextMining": { - "f1": [ - { - "Model": "SFR-Embedding-Mistral" + "Model": "gte-Qwen2-7B-instruct" } ] }, - "Classification": { + "MultilabelClassification": { "accuracy": [ { - "Model": "SFR-Embedding-Mistral" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "SFR-Embedding-Mistral" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "SFR-Embedding-Mistral" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "SFR-Embedding-Mistral" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "SFR-Embedding-Mistral", - "BrightRetrieval (sustainable_living)": 19.79, - "BrightRetrieval (economics)": 17.84, - "BrightRetrieval (theoremqa_theorems)": 24.05, - "BrightRetrieval (aops)": 7.43, - "BrightRetrieval (theoremqa_questions)": 23.05, - "BrightRetrieval (psychology)": 18.97, - "BrightRetrieval (stackoverflow)": 12.72, - "BrightRetrieval (pony)": 1.97, - "BrightRetrieval (leetcode)": 27.35, - "BrightRetrieval (biology)": 19.49, - "BrightRetrieval (earth_science)": 26.63, - "BrightRetrieval (robotics)": 16.7 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "SFR-Embedding-Mistral" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "SFR-Embedding-Mistral" + "Model": "gte-Qwen2-7B-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "SFR-Embedding-Mistral" + "Model": "gte-Qwen2-7B-instruct" } ] } }, - "glove.6B.300d": { - "BitextMining": { - "f1": [ - { - "Model": "glove.6B.300d", - "BUCC (de-en)": 0.18, - "BUCC (fr-en)": 0.19, - "BUCC (ru-en)": 0.1, - "BUCC (zh-en)": 0.0 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "glove.6B.300d", - "AmazonCounterfactualClassification (en)": 56.91, - "AmazonPolarityClassification": 60.32, - "AmazonReviewsClassification (en)": 29.67, - "Banking77Classification": 67.69, - "EmotionClassification": 36.93, - "ImdbClassification": 62.57, - "MTOPDomainClassification (en)": 79.11, - "MTOPIntentClassification (en)": 55.85, - "MassiveIntentClassification (en)": 56.19, - "MassiveScenarioClassification (en)": 66.03, - "ToxicConversationsClassification": 65.4, - "TweetSentimentExtractionClassification": 50.8 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "glove.6B.300d", - "ArxivClusteringP2P": 32.56, - "ArxivClusteringS2S": 23.14, - "BiorxivClusteringP2P": 29.27, - "BiorxivClusteringS2S": 19.18, - "MedrxivClusteringP2P": 26.12, - "MedrxivClusteringS2S": 20.38, - "RedditClustering": 28.46, - "RedditClusteringP2P": 35.82, - "StackExchangeClustering": 35.8, - "StackExchangeClusteringP2P": 28.51, - "TwentyNewsgroupsClustering": 25.83 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "glove.6B.300d", - "SprintDuplicateQuestions": 86.96, - "TwitterSemEval2015": 48.45, - "TwitterURLCorpus": 77.35 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "glove.6B.300d", - "AskUbuntuDupQuestions": 49.57, - "MindSmallReranking": 27.01, - "SciDocsRR": 62.56, - "StackOverflowDupQuestions": 34.03 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "glove.6B.300d", - "ArguAna": 36.3, - "CQADupstackRetrieval": 15.47, - "ClimateFEVER": 14.44, - "DBPedia": 18.28, - "FEVER": 14.99, - "FiQA2018": 10.09, - "HotpotQA": 19.18, - "MSMARCO": 9.6, - "NFCorpus": 13.87, - "NQ": 12.87, - "QuoraRetrieval": 71.32, - "SCIDOCS": 8.04, - "SciFact": 29.58, - "TRECCOVID": 36.22, - "Touche2020": 13.99 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "glove.6B.300d", - "BIOSSES": 44.93, - "SICK-R": 55.43, - "STS12": 54.64, - "STS13": 69.16, - "STS14": 60.81, - "STS15": 72.31, - "STS16": 65.34, - "STS17 (en-en)": 77.95, - "STS22 (en)": 56.35, - "STSBenchmark": 61.54 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "glove.6B.300d", - "SummEval": 28.87 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "glove.6B.300d" - } - ] - } - }, - "multi-qa-MiniLM-L6-cos-v1": { - "BitextMining": { - "f1": [ - { - "Model": "multi-qa-MiniLM-L6-cos-v1" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "AmazonReviewsClassification (fr)": 27.05, - "MTOPDomainClassification (fr)": 72.97, - "MTOPIntentClassification (fr)": 37.18, - "MasakhaNEWSClassification (fra)": 75.62, - "MassiveIntentClassification (fr)": 42.64, - "MassiveScenarioClassification (fr)": 49.92 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "AlloProfClusteringP2P": 49.13, - "AlloProfClusteringS2S": 26.16, - "HALClusteringS2S": 12.49, - "MLSUMClusteringP2P": 35.15, - "MLSUMClusteringS2S": 25.95, - "MasakhaNEWSClusteringP2P (fra)": 53.73, - "MasakhaNEWSClusteringS2S (fra)": 27.27 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "OpusparcusPC (fr)": 88.07, - "PawsXPairClassification (fr)": 57.36 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "AlloprofReranking": 40.28, - "SyntecReranking": 65.08 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "AlloprofRetrieval": 30.23, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 16.31, - "SyntecRetrieval": 58.07, - "XPQARetrieval (fr)": 48.83 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "SICKFr": 62.11, - "STS22 (fr)": 74.62, - "STSBenchmarkMultilingualSTS (fr)": 63.85 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "multi-qa-MiniLM-L6-cos-v1", - "SummEvalFr": 27.59 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "multi-qa-MiniLM-L6-cos-v1" - } - ] - } - }, - "paraphrase-multilingual-MiniLM-L12-v2": { + "paraphrase-multilingual-MiniLM-L12-v2": { "BitextMining": { "f1": [ { @@ -3745,24 +2452,24 @@ "STS17 (it-en)": 82.35, "STS17 (ko-ko)": 77.03, "STS17 (nl-en)": 81.71, - "STS22 (ara-Arab)": 46.2, - "STS22 (spa-Latn_eng-Latn)": 67.33, - "STS22 (cmn-Hans)": 58.75, - "STS22 (fra-Latn)": 70.55, - "STS22 (en)": 62.07, - "STS22 (deu-Latn)": 44.64, "STS22 (pol-Latn)": 33.74, - "STS22 (rus-Cyrl)": 57.08, + "STS22 (spa-Latn)": 56.56, + "STS22 (en)": 62.07, + "STS22 (fra-Latn)": 70.55, + "STS22 (spa-Latn_eng-Latn)": 67.33, + "STS22 (fra-Latn_pol-Latn)": 50.71, "STS22 (pol-Latn_eng-Latn)": 69.02, - "STS22 (deu-Latn_eng-Latn)": 52.65, + "STS22 (deu-Latn_fra-Latn)": 51.73, + "STS22 (deu-Latn)": 44.64, + "STS22 (ara-Arab)": 46.2, + "STS22 (deu-Latn_pol-Latn)": 44.22, "STS22 (cmn-Hans_eng-Latn)": 65.71, + "STS22 (ita-Latn)": 55.22, "STS22 (tur-Latn)": 53.39, - "STS22 (spa-Latn)": 56.56, - "STS22 (deu-Latn_pol-Latn)": 44.22, + "STS22 (rus-Cyrl)": 57.08, + "STS22 (cmn-Hans)": 58.75, "STS22 (spa-Latn_ita-Latn)": 47.67, - "STS22 (deu-Latn_fra-Latn)": 51.73, - "STS22 (fra-Latn_pol-Latn)": 50.71, - "STS22 (ita-Latn)": 55.22, + "STS22 (deu-Latn_eng-Latn)": 52.65, "STS22 (pl)": 33.73, "STS22 (fr)": 70.55, "STSB (cmn-Hans)": 78.91, @@ -3791,6 +2498,15 @@ } ] }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "paraphrase-multilingual-MiniLM-L12-v2", + "CEDRClassification (rus-Cyrl)": 37.76, + "SensitiveTopicsClassification (rus-Cyrl)": 24.84 + } + ] + }, "InstructionRetrieval": { "p-MRR": [ { @@ -3799,162 +2515,299 @@ ] } }, - "bge-m3-instruct": { + "text-search-babbage-001": { "BitextMining": { "f1": [ { - "Model": "bge-m3-instruct" + "Model": "text-search-babbage-001" } ] }, "Classification": { "accuracy": [ { - "Model": "bge-m3-instruct" + "Model": "text-search-babbage-001" } ] }, "Clustering": { "v_measure": [ { - "Model": "bge-m3-instruct" + "Model": "text-search-babbage-001" } ] }, "PairClassification": { "ap": [ { - "Model": "bge-m3-instruct" + "Model": "text-search-babbage-001" } ] }, "Reranking": { "map": [ { - "Model": "bge-m3-instruct" + "Model": "text-search-babbage-001" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-m3-instruct", - "ARCChallenge": 9.03, - "AlphaNLI": 24.69, - "HellaSwag": 25.55, - "PIQA": 19.03, - "Quail": 7.08, - "RARbCode": 39.58, - "RARbMath": 64.51, - "SIQA": 4.77, - "SpartQA": 7.0, - "TempReasonL1": 0.8, - "TempReasonL2Fact": 34.99, - "TempReasonL2Pure": 0.62, - "TempReasonL3Fact": 32.47, - "TempReasonL3Pure": 7.01, - "WinoGrande": 35.33 + "Model": "text-search-babbage-001", + "ArguAna": 49.2, + "ClimateFEVER": 19.9, + "FEVER": 77.0, + "FiQA2018": 42.2, + "HotpotQA": 63.1, + "NFCorpus": 36.7, + "QuoraRetrieval": 69.7, + "SciFact": 70.4, + "TRECCOVID": 58.5, + "Touche2020": 29.7 } ] }, "STS": { "spearman": [ { - "Model": "bge-m3-instruct" + "Model": "text-search-babbage-001" } ] }, "Summarization": { "spearman": [ { - "Model": "bge-m3-instruct" + "Model": "text-search-babbage-001" } ] }, - "InstructionRetrieval": { - "p-MRR": [ + "MultilabelClassification": { + "accuracy": [ { - "Model": "bge-m3-instruct" + "Model": "text-search-babbage-001" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "text-search-babbage-001" } ] } }, - "text-embedding-ada-002-instruct": { + "text-embedding-3-large-instruct": { "BitextMining": { "f1": [ { - "Model": "text-embedding-ada-002-instruct" + "Model": "text-embedding-3-large-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "text-embedding-ada-002-instruct" + "Model": "text-embedding-3-large-instruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "text-embedding-ada-002-instruct" + "Model": "text-embedding-3-large-instruct" } ] }, "PairClassification": { "ap": [ { - "Model": "text-embedding-ada-002-instruct" + "Model": "text-embedding-3-large-instruct" } ] }, "Reranking": { "map": [ { - "Model": "text-embedding-ada-002-instruct" + "Model": "text-embedding-3-large-instruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-embedding-ada-002-instruct", - "ARCChallenge": 11.85, - "AlphaNLI": 10.62, - "HellaSwag": 24.8, - "PIQA": 23.87, - "Quail": 5.79, - "RARbCode": 82.36, - "RARbMath": 67.26, - "SIQA": 2.64, - "SpartQA": 4.75, - "TempReasonL1": 1.44, - "TempReasonL2Fact": 19.38, - "TempReasonL2Pure": 2.43, - "TempReasonL3Fact": 17.58, - "TempReasonL3Pure": 7.31, - "WinoGrande": 11.36 + "Model": "text-embedding-3-large-instruct", + "ARCChallenge": 21.22, + "AlphaNLI": 34.23, + "HellaSwag": 31.4, + "PIQA": 37.52, + "Quail": 13.6, + "RARbCode": 89.41, + "RARbMath": 87.73, + "SIQA": 4.99, + "SpartQA": 7.45, + "TempReasonL1": 2.07, + "TempReasonL2Fact": 39.77, + "TempReasonL2Pure": 11.04, + "TempReasonL3Fact": 37.04, + "TempReasonL3Pure": 15.51, + "WinoGrande": 33.92 } ] }, "STS": { "spearman": [ { - "Model": "text-embedding-ada-002-instruct" + "Model": "text-embedding-3-large-instruct" } ] }, "Summarization": { "spearman": [ { - "Model": "text-embedding-ada-002-instruct" + "Model": "text-embedding-3-large-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-embedding-3-large-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text-embedding-ada-002-instruct" + "Model": "text-embedding-3-large-instruct" + } + ] + } + }, + "LLM2Vec-Sheared-Llama-unsupervised": { + "BitextMining": { + "f1": [ + { + "Model": "LLM2Vec-Sheared-Llama-unsupervised" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "LLM2Vec-Sheared-Llama-unsupervised", + "AmazonCounterfactualClassification (en)": 72.93, + "AmazonPolarityClassification": 74.28, + "AmazonReviewsClassification (en)": 36.14, + "Banking77Classification": 79.0, + "EmotionClassification": 42.85, + "ImdbClassification": 71.92, + "MTOPDomainClassification (en)": 91.24, + "MTOPIntentClassification (en)": 74.08, + "MassiveIntentClassification (en)": 69.99, + "MassiveScenarioClassification (en)": 75.15, + "ToxicConversationsClassification": 68.4, + "TweetSentimentExtractionClassification": 56.08 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "LLM2Vec-Sheared-Llama-unsupervised", + "ArxivClusteringP2P": 42.92, + "ArxivClusteringS2S": 35.2, + "BiorxivClusteringP2P": 35.02, + "BiorxivClusteringS2S": 27.21, + "MedrxivClusteringP2P": 30.15, + "MedrxivClusteringS2S": 26.96, + "RedditClustering": 38.67, + "RedditClusteringP2P": 53.42, + "StackExchangeClustering": 59.35, + "StackExchangeClusteringP2P": 31.47, + "TwentyNewsgroupsClustering": 31.54 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "LLM2Vec-Sheared-Llama-unsupervised", + "SprintDuplicateQuestions": 77.36, + "TwitterSemEval2015": 61.54, + "TwitterURLCorpus": 77.73 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "LLM2Vec-Sheared-Llama-unsupervised", + "AskUbuntuDupQuestions": 52.7, + "MindSmallReranking": 29.52, + "SciDocsRR": 67.76, + "StackOverflowDupQuestions": 40.82 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "LLM2Vec-Sheared-Llama-unsupervised", + "ArguAna": 43.64, + "CQADupstackRetrieval": 18.5, + "ClimateFEVER": 18.95, + "DBPedia": 13.21, + "FEVER": 16.96, + "FiQA2018": 16.99, + "HotpotQA": 22.64, + "MSMARCO": 7.03, + "NFCorpus": 15.73, + "NQ": 17.96, + "QuoraRetrieval": 78.23, + "SCIDOCS": 5.53, + "SciFact": 38.31, + "TRECCOVID": 56.04, + "Touche2020": 19.17 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "LLM2Vec-Sheared-Llama-unsupervised", + "BIOSSES": 75.12, + "SICK-R": 69.34, + "STS12": 60.09, + "STS13": 72.52, + "STS14": 66.7, + "STS15": 77.69, + "STS16": 75.94, + "STS17 (en-en)": 81.67, + "STS22 (en)": 63.7, + "STSBenchmark": 73.36 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "LLM2Vec-Sheared-Llama-unsupervised", + "SummEval": 31.23 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LLM2Vec-Sheared-Llama-unsupervised" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "LLM2Vec-Sheared-Llama-unsupervised" } ] } @@ -4042,6 +2895,13 @@ } ] }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "silver-retriever-base-v1" + } + ] + }, "InstructionRetrieval": { "p-MRR": [ { @@ -4050,12351 +2910,2361 @@ ] } }, - "unsup-simcse-bert-base-uncased": { + "google-gecko.text-embedding-preview-0409": { "BitextMining": { "f1": [ { - "Model": "unsup-simcse-bert-base-uncased" + "Model": "google-gecko.text-embedding-preview-0409" } ] }, "Classification": { "accuracy": [ { - "Model": "unsup-simcse-bert-base-uncased", - "AmazonCounterfactualClassification (en)": 67.09, - "AmazonPolarityClassification": 74.48, - "AmazonReviewsClassification (en)": 33.85, - "Banking77Classification": 73.55, - "EmotionClassification": 42.22, - "ImdbClassification": 69.63, - "MTOPDomainClassification (en)": 81.71, - "MTOPIntentClassification (en)": 59.23, - "MassiveIntentClassification (en)": 59.84, - "MassiveScenarioClassification (en)": 66.25, - "ToxicConversationsClassification": 68.82, - "TweetSentimentExtractionClassification": 53.36 + "Model": "google-gecko.text-embedding-preview-0409", + "AmazonCounterfactualClassification (en)": 75.34, + "AmazonPolarityClassification": 97.34, + "AmazonReviewsClassification (en)": 51.17, + "Banking77Classification": 88.62, + "EmotionClassification": 52.51, + "ImdbClassification": 95.65, + "MTOPDomainClassification (en)": 98.35, + "MTOPIntentClassification (en)": 83.43, + "MassiveIntentClassification (en)": 80.22, + "MassiveScenarioClassification (en)": 87.19, + "ToxicConversationsClassification": 89.67, + "TweetSentimentExtractionClassification": 74.52 } ] }, "Clustering": { "v_measure": [ { - "Model": "unsup-simcse-bert-base-uncased", - "ArxivClusteringP2P": 32.61, - "ArxivClusteringS2S": 24.68, - "BiorxivClusteringP2P": 24.9, - "BiorxivClusteringS2S": 19.55, - "MedrxivClusteringP2P": 23.6, - "MedrxivClusteringS2S": 21.97, - "RedditClustering": 32.18, - "RedditClusteringP2P": 45.14, - "StackExchangeClustering": 43.07, - "StackExchangeClusteringP2P": 28.5, - "TwentyNewsgroupsClustering": 23.21 + "Model": "google-gecko.text-embedding-preview-0409", + "ArxivClusteringP2P": 46.27, + "ArxivClusteringS2S": 38.36, + "BiorxivClusteringP2P": 37.87, + "BiorxivClusteringS2S": 35.67, + "MedrxivClusteringP2P": 33.11, + "MedrxivClusteringS2S": 31.54, + "RedditClustering": 65.81, + "RedditClusteringP2P": 66.62, + "StackExchangeClustering": 74.52, + "StackExchangeClusteringP2P": 37.63, + "TwentyNewsgroupsClustering": 54.87 } ] }, "PairClassification": { "ap": [ { - "Model": "unsup-simcse-bert-base-uncased", - "SprintDuplicateQuestions": 69.41, - "TwitterSemEval2015": 60.21, - "TwitterURLCorpus": 81.37 - } + "Model": "google-gecko.text-embedding-preview-0409", + "SprintDuplicateQuestions": 96.26, + "TwitterSemEval2015": 79.04, + "TwitterURLCorpus": 87.53 + } ] }, "Reranking": { "map": [ { - "Model": "unsup-simcse-bert-base-uncased", - "AskUbuntuDupQuestions": 51.57, - "MindSmallReranking": 28.62, - "SciDocsRR": 66.33, - "StackOverflowDupQuestions": 39.35 + "Model": "google-gecko.text-embedding-preview-0409", + "AskUbuntuDupQuestions": 64.4, + "MindSmallReranking": 33.07, + "SciDocsRR": 83.59, + "StackOverflowDupQuestions": 54.56 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "unsup-simcse-bert-base-uncased", - "ArguAna": 38.34, - "CQADupstackRetrieval": 13.22, - "ClimateFEVER": 11.8, - "DBPedia": 15.04, - "FEVER": 21.06, - "FiQA2018": 9.84, - "HotpotQA": 19.75, - "MSMARCO": 9.35, - "NFCorpus": 9.88, - "NQ": 11.69, - "QuoraRetrieval": 78.03, - "SCIDOCS": 5.5, - "SciFact": 25.72, - "TRECCOVID": 26.2, - "Touche2020": 8.9 + "Model": "google-gecko.text-embedding-preview-0409", + "ArguAna": 62.18, + "BrightRetrieval (earth_science)": 34.38, + "BrightRetrieval (leetcode)": 29.64, + "BrightRetrieval (theoremqa_questions)": 21.51, + "BrightRetrieval (aops)": 9.33, + "BrightRetrieval (sustainable_living)": 17.25, + "BrightRetrieval (pony)": 3.59, + "BrightRetrieval (theoremqa_theorems)": 16.77, + "BrightRetrieval (stackoverflow)": 17.93, + "BrightRetrieval (biology)": 22.98, + "BrightRetrieval (robotics)": 15.98, + "BrightRetrieval (economics)": 19.5, + "BrightRetrieval (psychology)": 27.86, + "CQADupstackRetrieval": 48.89, + "ClimateFEVER": 33.21, + "DBPedia": 47.12, + "FEVER": 86.96, + "FiQA2018": 59.24, + "HotpotQA": 71.33, + "MSMARCO": 32.58, + "NFCorpus": 40.33, + "NQ": 61.28, + "QuoraRetrieval": 88.18, + "SCIDOCS": 20.34, + "SciFact": 75.42, + "TRECCOVID": 82.62, + "Touche2020": 25.86 } ] }, "STS": { "spearman": [ { - "Model": "unsup-simcse-bert-base-uncased", - "BIOSSES": 72.31, - "SICK-R": 72.24, - "STS12": 66.05, - "STS13": 81.49, - "STS14": 73.61, - "STS15": 79.72, - "STS16": 78.12, - "STS17 (en-en)": 83.58, - "STS22 (en)": 59.65, - "STSBenchmark": 76.52 + "Model": "google-gecko.text-embedding-preview-0409", + "BIOSSES": 89.46, + "SICK-R": 81.93, + "STS12": 77.59, + "STS13": 90.36, + "STS14": 85.25, + "STS15": 89.66, + "STS16": 87.34, + "STS17 (en-en)": 92.06, + "STS22 (en)": 68.02, + "STSBenchmark": 88.99 } ] }, "Summarization": { "spearman": [ { - "Model": "unsup-simcse-bert-base-uncased", - "SummEval": 31.15 + "Model": "google-gecko.text-embedding-preview-0409", + "SummEval": 32.63 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "google-gecko.text-embedding-preview-0409" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "unsup-simcse-bert-base-uncased" + "Model": "google-gecko.text-embedding-preview-0409", + "Core17InstructionRetrieval": 5.44, + "News21InstructionRetrieval": 3.94, + "Robust04InstructionRetrieval": -2.4 } ] } }, - "voyage-large-2-instruct": { + "sup-simcse-bert-base-uncased": { "BitextMining": { "f1": [ { - "Model": "voyage-large-2-instruct" + "Model": "sup-simcse-bert-base-uncased" } ] }, "Classification": { "accuracy": [ { - "Model": "voyage-large-2-instruct", - "AmazonCounterfactualClassification (en)": 77.6, - "AmazonPolarityClassification": 96.58, - "AmazonReviewsClassification (en)": 50.77, - "Banking77Classification": 86.96, - "EmotionClassification": 59.81, - "ImdbClassification": 96.13, - "MTOPDomainClassification (en)": 98.86, - "MTOPIntentClassification (en)": 86.97, - "MassiveIntentClassification (en)": 81.08, - "MassiveScenarioClassification (en)": 87.95, - "ToxicConversationsClassification": 83.58, - "TweetSentimentExtractionClassification": 71.55 + "Model": "sup-simcse-bert-base-uncased", + "AmazonCounterfactualClassification (en)": 75.75, + "AmazonPolarityClassification": 82.47, + "AmazonReviewsClassification (en)": 39.6, + "Banking77Classification": 75.76, + "EmotionClassification": 44.81, + "ImdbClassification": 73.53, + "MTOPDomainClassification (en)": 84.29, + "MTOPIntentClassification (en)": 63.14, + "MassiveIntentClassification (en)": 65.95, + "MassiveScenarioClassification (en)": 70.78, + "ToxicConversationsClassification": 72.04, + "TweetSentimentExtractionClassification": 59.73 } ] }, "Clustering": { "v_measure": [ { - "Model": "voyage-large-2-instruct", - "ArxivClusteringP2P": 51.81, - "ArxivClusteringS2S": 44.73, - "BiorxivClusteringP2P": 46.07, - "BiorxivClusteringS2S": 40.64, - "MedrxivClusteringP2P": 42.94, - "MedrxivClusteringS2S": 41.44, - "RedditClustering": 68.5, - "RedditClusteringP2P": 64.86, - "StackExchangeClustering": 74.16, - "StackExchangeClusteringP2P": 45.1, - "TwentyNewsgroupsClustering": 66.62 + "Model": "sup-simcse-bert-base-uncased", + "ArxivClusteringP2P": 35.18, + "ArxivClusteringS2S": 27.54, + "BiorxivClusteringP2P": 30.15, + "BiorxivClusteringS2S": 24.67, + "MedrxivClusteringP2P": 26.25, + "MedrxivClusteringS2S": 24.12, + "RedditClustering": 40.23, + "RedditClusteringP2P": 47.74, + "StackExchangeClustering": 47.55, + "StackExchangeClusteringP2P": 29.45, + "TwentyNewsgroupsClustering": 34.86 } ] }, "PairClassification": { "ap": [ { - "Model": "voyage-large-2-instruct", - "SprintDuplicateQuestions": 94.5, - "TwitterSemEval2015": 86.32, - "TwitterURLCorpus": 86.9 + "Model": "sup-simcse-bert-base-uncased", + "SprintDuplicateQuestions": 69.39, + "TwitterSemEval2015": 67.75, + "TwitterURLCorpus": 83.89 } ] }, "Reranking": { "map": [ { - "Model": "voyage-large-2-instruct", - "AskUbuntuDupQuestions": 64.92, - "MindSmallReranking": 30.97, - "SciDocsRR": 89.34, - "StackOverflowDupQuestions": 55.11 + "Model": "sup-simcse-bert-base-uncased", + "AskUbuntuDupQuestions": 51.8, + "MindSmallReranking": 29.3, + "SciDocsRR": 70.14, + "StackOverflowDupQuestions": 38.9 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "voyage-large-2-instruct", - "ArguAna": 64.06, - "BrightRetrieval (theoremqa_questions)": 26.06, - "BrightRetrieval (earth_science)": 25.09, - "BrightRetrieval (leetcode)": 30.6, - "BrightRetrieval (economics)": 19.85, - "BrightRetrieval (robotics)": 11.21, - "BrightRetrieval (psychology)": 24.79, - "BrightRetrieval (aops)": 7.45, - "BrightRetrieval (sustainable_living)": 15.58, - "BrightRetrieval (pony)": 1.48, - "BrightRetrieval (theoremqa_theorems)": 10.13, - "BrightRetrieval (biology)": 23.55, - "BrightRetrieval (stackoverflow)": 15.03, - "CQADupstackRetrieval": 46.6, - "ClimateFEVER": 32.65, - "DBPedia": 46.03, - "FEVER": 91.47, - "FiQA2018": 59.76, - "HotpotQA": 70.86, - "MSMARCO": 40.6, - "NFCorpus": 40.32, - "NQ": 65.92, - "QuoraRetrieval": 87.4, - "SCIDOCS": 24.32, - "SciFact": 79.99, - "TRECCOVID": 85.07, - "Touche2020": 39.16 + "Model": "sup-simcse-bert-base-uncased", + "ArguAna": 38.33, + "CQADupstackRetrieval": 14.5, + "ClimateFEVER": 11.98, + "DBPedia": 19.73, + "FEVER": 20.41, + "FiQA2018": 10.41, + "HotpotQA": 22.9, + "MSMARCO": 11.0, + "NFCorpus": 12.42, + "NQ": 16.08, + "QuoraRetrieval": 79.62, + "SCIDOCS": 7.53, + "SciFact": 29.59, + "TRECCOVID": 22.93, + "Touche2020": 9.9 } ] }, "STS": { "spearman": [ { - "Model": "voyage-large-2-instruct", - "BIOSSES": 89.24, - "SICK-R": 83.16, - "STS12": 73.34, - "STS13": 88.49, - "STS14": 86.49, - "STS15": 91.13, - "STS16": 85.68, - "STS17 (en-en)": 90.06, - "STS22 (en)": 66.32, - "STSBenchmark": 89.22 + "Model": "sup-simcse-bert-base-uncased", + "BIOSSES": 68.38, + "SICK-R": 80.77, + "STS12": 75.3, + "STS13": 84.67, + "STS14": 80.19, + "STS15": 85.4, + "STS16": 80.82, + "STS17 (en-en)": 89.44, + "STS22 (en)": 61.96, + "STSBenchmark": 84.25 } ] }, "Summarization": { "spearman": [ { - "Model": "voyage-large-2-instruct", - "SummEval": 30.84 + "Model": "sup-simcse-bert-base-uncased", + "SummEval": 31.17 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "sup-simcse-bert-base-uncased" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "voyage-large-2-instruct" + "Model": "sup-simcse-bert-base-uncased" } ] } }, - "rubert-base-cased": { + "gtr-t5-base": { "BitextMining": { "f1": [ { - "Model": "rubert-base-cased", - "Tatoeba (rus-Cyrl_eng-Latn)": 16.76 + "Model": "gtr-t5-base" } ] }, "Classification": { "accuracy": [ { - "Model": "rubert-base-cased", - "GeoreviewClassification (rus-Cyrl)": 37.22, - "HeadlineClassification (rus-Cyrl)": 75.23, - "InappropriatenessClassification (rus-Cyrl)": 57.34, - "KinopoiskClassification (rus-Cyrl)": 49.91, - "MassiveIntentClassification (rus-Cyrl)": 53.02, - "MassiveScenarioClassification (rus-Cyrl)": 56.79, - "RuReviewsClassification (rus-Cyrl)": 50.74, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 48.03, - "RuSciBenchOECDClassification (rus-Cyrl)": 36.13 + "Model": "gtr-t5-base", + "AmazonCounterfactualClassification (en)": 69.33, + "AmazonPolarityClassification": 67.82, + "AmazonReviewsClassification (en)": 38.48, + "Banking77Classification": 79.26, + "EmotionClassification": 42.2, + "ImdbClassification": 65.99, + "MTOPDomainClassification (en)": 92.42, + "MTOPIntentClassification (en)": 62.44, + "MassiveIntentClassification (en)": 67.05, + "MassiveScenarioClassification (en)": 75.4, + "ToxicConversationsClassification": 66.6, + "TweetSentimentExtractionClassification": 56.02 } ] }, "Clustering": { "v_measure": [ { - "Model": "rubert-base-cased", - "GeoreviewClusteringP2P (rus-Cyrl)": 28.77, - "MLSUMClusteringP2P (rus-Cyrl)": 41.42, - "MLSUMClusteringS2S (rus-Cyrl)": 40.52, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 28.29, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 26.67 + "Model": "gtr-t5-base", + "ArxivClusteringP2P": 35.49, + "ArxivClusteringS2S": 27.18, + "BiorxivClusteringP2P": 27.66, + "BiorxivClusteringS2S": 23.25, + "MedrxivClusteringP2P": 27.57, + "MedrxivClusteringS2S": 25.13, + "RedditClustering": 56.13, + "RedditClusteringP2P": 58.53, + "StackExchangeClustering": 64.21, + "StackExchangeClusteringP2P": 33.01, + "TwentyNewsgroupsClustering": 46.72 } ] }, "PairClassification": { "ap": [ { - "Model": "rubert-base-cased", - "OpusparcusPC (rus-Cyrl)": 81.65, - "TERRa (rus-Cyrl)": 52.12 + "Model": "gtr-t5-base", + "SprintDuplicateQuestions": 94.55, + "TwitterSemEval2015": 72.23, + "TwitterURLCorpus": 84.77 } ] }, "Reranking": { "map": [ { - "Model": "rubert-base-cased", - "RuBQReranking (rus-Cyrl)": 41.65 + "Model": "gtr-t5-base", + "AskUbuntuDupQuestions": 60.86, + "MindSmallReranking": 31.33, + "SciDocsRR": 73.71, + "StackOverflowDupQuestions": 51.01 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "rubert-base-cased", - "RiaNewsRetrieval (rus-Cyrl)": 5.58, - "RuBQRetrieval (rus-Cyrl)": 9.52 + "Model": "gtr-t5-base", + "ArguAna": 50.83, + "CQADupstackRetrieval": 34.55, + "ClimateFEVER": 24.88, + "DBPedia": 35.24, + "FEVER": 68.93, + "FiQA2018": 35.15, + "HotpotQA": 54.93, + "MSMARCO": 41.16, + "NFCorpus": 30.22, + "NQ": 50.47, + "QuoraRetrieval": 87.98, + "SCIDOCS": 14.0, + "SciFact": 59.74, + "TRECCOVID": 56.05, + "Touche2020": 25.89 } ] }, "STS": { "spearman": [ { - "Model": "rubert-base-cased", - "RUParaPhraserSTS (rus-Cyrl)": 49.72, - "RuSTSBenchmarkSTS (rus-Cyrl)": 53.95, - "STS22 (rus-Cyrl)": 34.98, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 53.76 + "Model": "gtr-t5-base", + "BIOSSES": 79.0, + "SICK-R": 71.45, + "STS12": 68.59, + "STS13": 79.09, + "STS14": 74.64, + "STS15": 84.85, + "STS16": 81.57, + "STS17 (en-en)": 85.8, + "STS22 (en)": 66.17, + "STSBenchmark": 79.58 } ] }, "Summarization": { "spearman": [ { - "Model": "rubert-base-cased" + "Model": "gtr-t5-base", + "SummEval": 29.67 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "gtr-t5-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "rubert-base-cased" + "Model": "gtr-t5-base" } ] } }, - "text-embedding-3-small-instruct": { + "flan-t5-large": { "BitextMining": { "f1": [ { - "Model": "text-embedding-3-small-instruct" + "Model": "flan-t5-large" } ] }, "Classification": { "accuracy": [ { - "Model": "text-embedding-3-small-instruct" + "Model": "flan-t5-large" } ] }, "Clustering": { "v_measure": [ { - "Model": "text-embedding-3-small-instruct" + "Model": "flan-t5-large" } ] }, "PairClassification": { "ap": [ { - "Model": "text-embedding-3-small-instruct" + "Model": "flan-t5-large" } ] }, "Reranking": { "map": [ { - "Model": "text-embedding-3-small-instruct" + "Model": "flan-t5-large" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-embedding-3-small-instruct", - "ARCChallenge": 13.76, - "AlphaNLI": 21.14, - "HellaSwag": 27.2, - "PIQA": 29.59, - "Quail": 6.64, - "RARbCode": 72.14, - "RARbMath": 64.31, - "SIQA": 2.98, - "SpartQA": 3.58, - "TempReasonL1": 2.29, - "TempReasonL2Fact": 26.34, - "TempReasonL2Pure": 3.17, - "TempReasonL3Fact": 22.72, - "TempReasonL3Pure": 9.98, - "WinoGrande": 25.49 + "Model": "flan-t5-large" } ] }, "STS": { "spearman": [ { - "Model": "text-embedding-3-small-instruct" + "Model": "flan-t5-large" } ] }, "Summarization": { "spearman": [ { - "Model": "text-embedding-3-small-instruct" + "Model": "flan-t5-large" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "flan-t5-large" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text-embedding-3-small-instruct" + "Model": "flan-t5-large", + "Core17InstructionRetrieval": 1.32, + "News21InstructionRetrieval": 8.95, + "Robust04InstructionRetrieval": 3.9 } ] } }, - "deberta-v1-base": { + "bge-m3-instruct": { "BitextMining": { "f1": [ { - "Model": "deberta-v1-base", - "Tatoeba (rus-Cyrl_eng-Latn)": 13.21 + "Model": "bge-m3-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "deberta-v1-base", - "GeoreviewClassification (rus-Cyrl)": 40.19, - "HeadlineClassification (rus-Cyrl)": 78.75, - "InappropriatenessClassification (rus-Cyrl)": 61.33, - "KinopoiskClassification (rus-Cyrl)": 48.78, - "MassiveIntentClassification (rus-Cyrl)": 61.32, - "MassiveScenarioClassification (rus-Cyrl)": 64.71, - "RuReviewsClassification (rus-Cyrl)": 55.66, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.53, - "RuSciBenchOECDClassification (rus-Cyrl)": 41.34 + "Model": "bge-m3-instruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "deberta-v1-base", - "GeoreviewClusteringP2P (rus-Cyrl)": 58.79, - "MLSUMClusteringP2P (rus-Cyrl)": 47.33, - "MLSUMClusteringS2S (rus-Cyrl)": 44.6, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 36.66, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 33.31 + "Model": "bge-m3-instruct" } ] }, "PairClassification": { "ap": [ { - "Model": "deberta-v1-base", - "OpusparcusPC (rus-Cyrl)": 83.31, - "TERRa (rus-Cyrl)": 53.78 + "Model": "bge-m3-instruct" } ] }, "Reranking": { "map": [ { - "Model": "deberta-v1-base", - "RuBQReranking (rus-Cyrl)": 34.01 + "Model": "bge-m3-instruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "deberta-v1-base", - "RiaNewsRetrieval (rus-Cyrl)": 4.84, - "RuBQRetrieval (rus-Cyrl)": 10.15 + "Model": "bge-m3-instruct", + "ARCChallenge": 9.03, + "AlphaNLI": 24.69, + "HellaSwag": 25.55, + "PIQA": 19.03, + "Quail": 7.08, + "RARbCode": 39.58, + "RARbMath": 64.51, + "SIQA": 4.77, + "SpartQA": 7.0, + "TempReasonL1": 0.8, + "TempReasonL2Fact": 34.99, + "TempReasonL2Pure": 0.62, + "TempReasonL3Fact": 32.47, + "TempReasonL3Pure": 7.01, + "WinoGrande": 35.33 } ] }, "STS": { "spearman": [ { - "Model": "deberta-v1-base", - "RUParaPhraserSTS (rus-Cyrl)": 54.03, - "RuSTSBenchmarkSTS (rus-Cyrl)": 58.47, - "STS22 (rus-Cyrl)": 47.67, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 58.45 + "Model": "bge-m3-instruct" } ] }, "Summarization": { "spearman": [ { - "Model": "deberta-v1-base" + "Model": "bge-m3-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-m3-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "deberta-v1-base" + "Model": "bge-m3-instruct" } ] } }, - "text-search-ada-doc-001": { + "contriever-base-msmarco": { "BitextMining": { "f1": [ { - "Model": "text-search-ada-doc-001" + "Model": "contriever-base-msmarco" } ] }, "Classification": { "accuracy": [ { - "Model": "text-search-ada-doc-001" + "Model": "contriever-base-msmarco", + "AmazonCounterfactualClassification (en)": 72.19, + "AmazonPolarityClassification": 68.63, + "AmazonReviewsClassification (en)": 37.42, + "Banking77Classification": 80.02, + "EmotionClassification": 44.77, + "ImdbClassification": 67.04, + "MTOPDomainClassification (en)": 93.18, + "MTOPIntentClassification (en)": 69.31, + "MassiveIntentClassification (en)": 67.78, + "MassiveScenarioClassification (en)": 76.0, + "ToxicConversationsClassification": 67.77, + "TweetSentimentExtractionClassification": 56.1 } ] }, "Clustering": { "v_measure": [ { - "Model": "text-search-ada-doc-001", - "TwentyNewsgroupsClustering": 32.92 + "Model": "contriever-base-msmarco", + "ArxivClusteringP2P": 42.61, + "ArxivClusteringS2S": 32.32, + "BiorxivClusteringP2P": 34.97, + "BiorxivClusteringS2S": 29.08, + "MedrxivClusteringP2P": 31.19, + "MedrxivClusteringS2S": 27.27, + "RedditClustering": 54.89, + "RedditClusteringP2P": 57.58, + "StackExchangeClustering": 63.15, + "StackExchangeClusteringP2P": 32.25, + "TwentyNewsgroupsClustering": 46.82 } ] }, "PairClassification": { "ap": [ { - "Model": "text-search-ada-doc-001" + "Model": "contriever-base-msmarco", + "SprintDuplicateQuestions": 95.55, + "TwitterSemEval2015": 66.85, + "TwitterURLCorpus": 85.21 } ] }, "Reranking": { "map": [ { - "Model": "text-search-ada-doc-001" + "Model": "contriever-base-msmarco", + "AskUbuntuDupQuestions": 56.69, + "MindSmallReranking": 31.58, + "SciDocsRR": 76.51, + "StackOverflowDupQuestions": 47.78 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-search-ada-doc-001" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "text-search-ada-doc-001" + "Model": "contriever-base-msmarco", + "ArguAna": 48.32, + "CQADupstackRetrieval": 33.67, + "ClimateFEVER": 24.79, + "DBPedia": 38.1, + "FEVER": 59.29, + "FiQA2018": 27.42, + "HotpotQA": 56.81, + "MSMARCO": 36.77, + "NFCorpus": 31.32, + "NQ": 41.83, + "QuoraRetrieval": 86.72, + "SCIDOCS": 17.12, + "SciFact": 65.51, + "TRECCOVID": 44.77, + "Touche2020": 15.79 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "contriever-base-msmarco", + "BIOSSES": 83.32, + "SICK-R": 70.2, + "STS12": 64.34, + "STS13": 80.03, + "STS14": 74.51, + "STS15": 83.3, + "STS16": 79.67, + "STS17 (en-en)": 86.32, + "STS22 (en)": 64.64, + "STSBenchmark": 78.81 } ] }, "Summarization": { "spearman": [ { - "Model": "text-search-ada-doc-001" + "Model": "contriever-base-msmarco", + "SummEval": 30.36 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "contriever-base-msmarco" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text-search-ada-doc-001" + "Model": "contriever-base-msmarco", + "Core17InstructionRetrieval": -2.48, + "News21InstructionRetrieval": -2.83, + "Robust04InstructionRetrieval": -6.12 } ] } }, - "all-MiniLM-L12-v2": { + "tart-dual-contriever-msmarco": { "BitextMining": { "f1": [ { - "Model": "all-MiniLM-L12-v2", - "BornholmBitextMining (dan-Latn)": 35.25, - "Tatoeba (spa-Latn_eng-Latn)": 11.26, - "Tatoeba (bos-Latn_eng-Latn)": 7.05, - "Tatoeba (xho-Latn_eng-Latn)": 3.66, - "Tatoeba (fry-Latn_eng-Latn)": 14.53, - "Tatoeba (tur-Latn_eng-Latn)": 3.69, - "Tatoeba (fao-Latn_eng-Latn)": 5.92, - "Tatoeba (vie-Latn_eng-Latn)": 5.06, - "Tatoeba (ind-Latn_eng-Latn)": 5.3, - "Tatoeba (pol-Latn_eng-Latn)": 4.29, - "Tatoeba (swe-Latn_eng-Latn)": 7.31, - "Tatoeba (ita-Latn_eng-Latn)": 12.57, - "Tatoeba (dtp-Latn_eng-Latn)": 3.31, - "Tatoeba (ron-Latn_eng-Latn)": 8.77, - "Tatoeba (isl-Latn_eng-Latn)": 3.44, - "Tatoeba (hrv-Latn_eng-Latn)": 5.68, - "Tatoeba (cha-Latn_eng-Latn)": 13.07, - "Tatoeba (cor-Latn_eng-Latn)": 2.47, - "Tatoeba (cym-Latn_eng-Latn)": 5.13, - "Tatoeba (jpn-Jpan_eng-Latn)": 2.18, - "Tatoeba (lfn-Latn_eng-Latn)": 7.52, - "Tatoeba (hun-Latn_eng-Latn)": 3.93, - "Tatoeba (lat-Latn_eng-Latn)": 7.14, - "Tatoeba (tgl-Latn_eng-Latn)": 3.34, - "Tatoeba (kur-Latn_eng-Latn)": 7.3, - "Tatoeba (war-Latn_eng-Latn)": 6.18, - "Tatoeba (kab-Latn_eng-Latn)": 0.91, - "Tatoeba (kaz-Cyrl_eng-Latn)": 0.82, - "Tatoeba (slv-Latn_eng-Latn)": 4.52, - "Tatoeba (nds-Latn_eng-Latn)": 11.35, - "Tatoeba (pam-Latn_eng-Latn)": 4.73, - "Tatoeba (bul-Cyrl_eng-Latn)": 0.23, - "Tatoeba (ces-Latn_eng-Latn)": 4.2, - "Tatoeba (nno-Latn_eng-Latn)": 7.45, - "Tatoeba (ben-Beng_eng-Latn)": 0.02, - "Tatoeba (amh-Ethi_eng-Latn)": 0.01, - "Tatoeba (lit-Latn_eng-Latn)": 1.56, - "Tatoeba (pes-Arab_eng-Latn)": 0.3, - "Tatoeba (jav-Latn_eng-Latn)": 3.5, - "Tatoeba (mal-Mlym_eng-Latn)": 0.24, - "Tatoeba (lvs-Latn_eng-Latn)": 3.45, - "Tatoeba (gsw-Latn_eng-Latn)": 9.9, - "Tatoeba (fra-Latn_eng-Latn)": 17.53, - "Tatoeba (orv-Cyrl_eng-Latn)": 0.15, - "Tatoeba (kat-Geor_eng-Latn)": 0.45, - "Tatoeba (awa-Deva_eng-Latn)": 0.44, - "Tatoeba (epo-Latn_eng-Latn)": 8.5, - "Tatoeba (mhr-Cyrl_eng-Latn)": 0.0, - "Tatoeba (dan-Latn_eng-Latn)": 10.21, - "Tatoeba (bel-Cyrl_eng-Latn)": 0.85, - "Tatoeba (nld-Latn_eng-Latn)": 12.56, - "Tatoeba (mkd-Cyrl_eng-Latn)": 0.01, - "Tatoeba (mon-Cyrl_eng-Latn)": 0.06, - "Tatoeba (ast-Latn_eng-Latn)": 9.99, - "Tatoeba (cat-Latn_eng-Latn)": 11.79, - "Tatoeba (oci-Latn_eng-Latn)": 8.72, - "Tatoeba (khm-Khmr_eng-Latn)": 0.42, - "Tatoeba (urd-Arab_eng-Latn)": 0.0, - "Tatoeba (tzl-Latn_eng-Latn)": 6.87, - "Tatoeba (arq-Arab_eng-Latn)": 0.28, - "Tatoeba (uig-Arab_eng-Latn)": 0.4, - "Tatoeba (dsb-Latn_eng-Latn)": 3.06, - "Tatoeba (hsb-Latn_eng-Latn)": 2.89, - "Tatoeba (kzj-Latn_eng-Latn)": 3.64, - "Tatoeba (cbk-Latn_eng-Latn)": 9.76, - "Tatoeba (afr-Latn_eng-Latn)": 7.59, - "Tatoeba (gle-Latn_eng-Latn)": 3.08, - "Tatoeba (csb-Latn_eng-Latn)": 5.21, - "Tatoeba (mar-Deva_eng-Latn)": 0.04, - "Tatoeba (arz-Arab_eng-Latn)": 0.0, - "Tatoeba (tat-Cyrl_eng-Latn)": 0.75, - "Tatoeba (hin-Deva_eng-Latn)": 0.0, - "Tatoeba (ang-Latn_eng-Latn)": 14.63, - "Tatoeba (heb-Hebr_eng-Latn)": 0.3, - "Tatoeba (tuk-Latn_eng-Latn)": 2.66, - "Tatoeba (ile-Latn_eng-Latn)": 17.43, - "Tatoeba (zsm-Latn_eng-Latn)": 5.99, - "Tatoeba (kor-Hang_eng-Latn)": 0.9, - "Tatoeba (uzb-Latn_eng-Latn)": 2.2, - "Tatoeba (fin-Latn_eng-Latn)": 3.65, - "Tatoeba (hye-Armn_eng-Latn)": 0.5, - "Tatoeba (ukr-Cyrl_eng-Latn)": 0.57, - "Tatoeba (swh-Latn_eng-Latn)": 5.82, - "Tatoeba (gla-Latn_eng-Latn)": 2.58, - "Tatoeba (aze-Latn_eng-Latn)": 1.47, - "Tatoeba (ara-Arab_eng-Latn)": 0.43, - "Tatoeba (eus-Latn_eng-Latn)": 6.58, - "Tatoeba (deu-Latn_eng-Latn)": 13.89, - "Tatoeba (por-Latn_eng-Latn)": 11.36, - "Tatoeba (ber-Tfng_eng-Latn)": 4.72, - "Tatoeba (sqi-Latn_eng-Latn)": 5.86, - "Tatoeba (pms-Latn_eng-Latn)": 8.94, - "Tatoeba (ina-Latn_eng-Latn)": 25.36, - "Tatoeba (ido-Latn_eng-Latn)": 11.08, - "Tatoeba (slk-Latn_eng-Latn)": 4.2, - "Tatoeba (glg-Latn_eng-Latn)": 12.6, - "Tatoeba (nov-Latn_eng-Latn)": 19.45, - "Tatoeba (tel-Telu_eng-Latn)": 0.67, - "Tatoeba (tam-Taml_eng-Latn)": 0.33, - "Tatoeba (bre-Latn_eng-Latn)": 3.68, - "Tatoeba (tha-Thai_eng-Latn)": 0.67, - "Tatoeba (nob-Latn_eng-Latn)": 8.02, - "Tatoeba (est-Latn_eng-Latn)": 2.6, - "Tatoeba (wuu-Hans_eng-Latn)": 1.89, - "Tatoeba (swg-Latn_eng-Latn)": 11.9, - "Tatoeba (max-Deva_eng-Latn)": 8.4, - "Tatoeba (srp-Cyrl_eng-Latn)": 2.22, - "Tatoeba (yue-Hant_eng-Latn)": 1.89, - "Tatoeba (rus-Cyrl_eng-Latn)": 0.07, - "Tatoeba (ell-Grek_eng-Latn)": 0.2, - "Tatoeba (ceb-Latn_eng-Latn)": 3.95, - "Tatoeba (yid-Hebr_eng-Latn)": 0.19, - "Tatoeba (cmn-Hans_eng-Latn)": 2.45 + "Model": "tart-dual-contriever-msmarco" } ] }, "Classification": { "accuracy": [ { - "Model": "all-MiniLM-L12-v2", - "AllegroReviews (pol-Latn)": 23.85, - "AmazonCounterfactualClassification (en-ext)": 67.24, - "AmazonCounterfactualClassification (en)": 65.28, - "AmazonCounterfactualClassification (deu-Latn)": 57.13, - "AmazonCounterfactualClassification (jpn-Jpan)": 59.94, - "AmazonCounterfactualClassification (de)": 57.1, - "AmazonCounterfactualClassification (ja)": 59.91, - "AmazonPolarityClassification": 62.98, - "AmazonReviewsClassification (en)": 30.79, - "AmazonReviewsClassification (deu-Latn)": 25.92, - "AmazonReviewsClassification (spa-Latn)": 27.64, - "AmazonReviewsClassification (fra-Latn)": 27.53, - "AmazonReviewsClassification (jpn-Jpan)": 23.57, - "AmazonReviewsClassification (cmn-Hans)": 22.99, - "AmazonReviewsClassification (de)": 25.91, - "AmazonReviewsClassification (es)": 27.63, - "AmazonReviewsClassification (fr)": 27.54, - "AmazonReviewsClassification (ja)": 23.57, - "AmazonReviewsClassification (zh)": 22.99, - "AngryTweetsClassification (dan-Latn)": 42.87, - "Banking77Classification": 80.4, - "CBD (pol-Latn)": 48.46, - "DanishPoliticalCommentsClassification (dan-Latn)": 27.07, - "EmotionClassification": 41.17, - "GeoreviewClassification (rus-Cyrl)": 23.49, - "HeadlineClassification (rus-Cyrl)": 28.49, - "IFlyTek (cmn-Hans)": 15.31, - "ImdbClassification": 59.76, - "InappropriatenessClassification (rus-Cyrl)": 50.85, - "JDReview (cmn-Hans)": 59.57, - "KinopoiskClassification (rus-Cyrl)": 34.17, - "LccSentimentClassification (dan-Latn)": 41.93, - "MTOPDomainClassification (en)": 91.9, - "MTOPDomainClassification (deu-Latn)": 72.04, - "MTOPDomainClassification (spa-Latn)": 72.99, - "MTOPDomainClassification (fra-Latn)": 75.57, - "MTOPDomainClassification (hin-Deva)": 40.4, - "MTOPDomainClassification (tha-Thai)": 16.36, - "MTOPDomainClassification (de)": 72.04, - "MTOPDomainClassification (es)": 72.99, - "MTOPDomainClassification (fr)": 75.59, - "MTOPDomainClassification (hi)": 40.36, - "MTOPDomainClassification (th)": 17.1, - "MTOPIntentClassification (en)": 62.84, - "MTOPIntentClassification (deu-Latn)": 43.42, - "MTOPIntentClassification (spa-Latn)": 41.91, - "MTOPIntentClassification (fra-Latn)": 38.96, - "MTOPIntentClassification (hin-Deva)": 17.76, - "MTOPIntentClassification (tha-Thai)": 6.13, - "MTOPIntentClassification (de)": 43.41, - "MTOPIntentClassification (es)": 41.88, - "MTOPIntentClassification (fr)": 38.94, - "MTOPIntentClassification (hi)": 17.75, - "MTOPIntentClassification (th)": 5.63, - "MasakhaNEWSClassification (amh-Ethi)": 30.64, - "MasakhaNEWSClassification (eng)": 76.62, - "MasakhaNEWSClassification (fra-Latn)": 67.18, - "MasakhaNEWSClassification (hau-Latn)": 52.59, - "MasakhaNEWSClassification (ibo-Latn)": 54.26, - "MasakhaNEWSClassification (lin-Latn)": 62.23, - "MasakhaNEWSClassification (lug-Latn)": 47.62, - "MasakhaNEWSClassification (orm-Ethi)": 47.17, - "MasakhaNEWSClassification (pcm-Latn)": 91.77, - "MasakhaNEWSClassification (run-Latn)": 54.47, - "MasakhaNEWSClassification (sna-Latn)": 66.53, - "MasakhaNEWSClassification (som-Latn)": 40.27, - "MasakhaNEWSClassification (swa-Latn)": 47.77, - "MasakhaNEWSClassification (tir-Ethi)": 21.18, - "MasakhaNEWSClassification (xho-Latn)": 54.34, - "MasakhaNEWSClassification (yor-Latn)": 58.61, - "MasakhaNEWSClassification (fra)": 72.2, - "MassiveIntentClassification (jpn-Jpan)": 30.89, - "MassiveIntentClassification (khm-Khmr)": 4.99, - "MassiveIntentClassification (slv-Latn)": 38.48, - "MassiveIntentClassification (hye-Armn)": 8.69, - "MassiveIntentClassification (ita-Latn)": 43.16, - "MassiveIntentClassification (fin-Latn)": 39.19, - "MassiveIntentClassification (afr-Latn)": 38.84, - "MassiveIntentClassification (kor-Kore)": 19.97, - "MassiveIntentClassification (ben-Beng)": 13.7, - "MassiveIntentClassification (heb-Hebr)": 23.71, - "MassiveIntentClassification (dan-Latn)": 44.35, - "MassiveIntentClassification (fra-Latn)": 44.75, - "MassiveIntentClassification (pol-Latn)": 37.59, - "MassiveIntentClassification (por-Latn)": 45.08, - "MassiveIntentClassification (tha-Thai)": 10.46, - "MassiveIntentClassification (nob-Latn)": 41.79, - "MassiveIntentClassification (kat-Geor)": 9.17, - "MassiveIntentClassification (tgl-Latn)": 38.63, - "MassiveIntentClassification (swe-Latn)": 40.33, - "MassiveIntentClassification (hun-Latn)": 37.95, - "MassiveIntentClassification (cmo-Hant)": 22.38, - "MassiveIntentClassification (hin-Deva)": 18.0, - "MassiveIntentClassification (tur-Latn)": 35.93, - "MassiveIntentClassification (vie-Latn)": 37.35, - "MassiveIntentClassification (mal-Mlym)": 2.83, - "MassiveIntentClassification (aze-Latn)": 34.3, - "MassiveIntentClassification (amh-Ethi)": 2.45, - "MassiveIntentClassification (kan-Knda)": 3.07, - "MassiveIntentClassification (deu-Latn)": 44.12, - "MassiveIntentClassification (rus-Cyrl)": 26.29, - "MassiveIntentClassification (ara-Arab)": 21.02, - "MassiveIntentClassification (msa-Latn)": 36.16, - "MassiveIntentClassification (nld-Latn)": 41.77, - "MassiveIntentClassification (fas-Arab)": 23.56, - "MassiveIntentClassification (isl-Latn)": 35.17, - "MassiveIntentClassification (cym-Latn)": 35.65, - "MassiveIntentClassification (cmo-Hans)": 23.74, - "MassiveIntentClassification (ell-Grek)": 28.68, - "MassiveIntentClassification (spa-Latn)": 40.82, - "MassiveIntentClassification (ind-Latn)": 39.65, - "MassiveIntentClassification (jav-Latn)": 36.67, - "MassiveIntentClassification (mon-Cyrl)": 23.27, - "MassiveIntentClassification (mya-Mymr)": 4.36, - "MassiveIntentClassification (sqi-Latn)": 41.47, - "MassiveIntentClassification (tel-Telu)": 2.54, - "MassiveIntentClassification (en)": 67.15, - "MassiveIntentClassification (ron-Latn)": 41.64, - "MassiveIntentClassification (tam-Taml)": 13.12, - "MassiveIntentClassification (swa-Latn)": 35.26, - "MassiveIntentClassification (urd-Arab)": 16.26, - "MassiveIntentClassification (lav-Latn)": 38.54, - "MassiveIntentClassification (af)": 38.94, - "MassiveIntentClassification (am)": 2.45, - "MassiveIntentClassification (ar)": 20.94, - "MassiveIntentClassification (az)": 34.25, - "MassiveIntentClassification (bn)": 13.67, - "MassiveIntentClassification (cy)": 35.71, - "MassiveIntentClassification (da)": 44.43, - "MassiveIntentClassification (de)": 44.17, - "MassiveIntentClassification (el)": 28.7, - "MassiveIntentClassification (es)": 40.91, - "MassiveIntentClassification (fa)": 23.52, - "MassiveIntentClassification (fi)": 39.27, - "MassiveIntentClassification (fr)": 44.82, - "MassiveIntentClassification (he)": 23.65, - "MassiveIntentClassification (hi)": 17.98, - "MassiveIntentClassification (hu)": 38.0, - "MassiveIntentClassification (hy)": 8.69, - "MassiveIntentClassification (id)": 39.66, - "MassiveIntentClassification (is)": 35.14, - "MassiveIntentClassification (it)": 43.17, - "MassiveIntentClassification (ja)": 30.94, - "MassiveIntentClassification (jv)": 36.69, - "MassiveIntentClassification (ka)": 9.17, - "MassiveIntentClassification (km)": 4.99, - "MassiveIntentClassification (kn)": 3.08, - "MassiveIntentClassification (ko)": 19.97, - "MassiveIntentClassification (lv)": 38.61, - "MassiveIntentClassification (ml)": 2.85, - "MassiveIntentClassification (mn)": 23.25, - "MassiveIntentClassification (ms)": 36.21, - "MassiveIntentClassification (my)": 4.38, - "MassiveIntentClassification (nb)": 41.91, - "MassiveIntentClassification (nl)": 41.85, - "MassiveIntentClassification (pl)": 37.63, - "MassiveIntentClassification (pt)": 45.12, - "MassiveIntentClassification (ro)": 41.71, - "MassiveIntentClassification (ru)": 26.33, - "MassiveIntentClassification (sl)": 38.52, - "MassiveIntentClassification (sq)": 41.62, - "MassiveIntentClassification (sv)": 40.42, - "MassiveIntentClassification (sw)": 35.28, - "MassiveIntentClassification (ta)": 13.1, - "MassiveIntentClassification (te)": 2.56, - "MassiveIntentClassification (th)": 10.54, - "MassiveIntentClassification (tl)": 38.56, - "MassiveIntentClassification (tr)": 35.9, - "MassiveIntentClassification (ur)": 16.18, - "MassiveIntentClassification (vi)": 37.38, - "MassiveIntentClassification (zh-CN)": 23.74, - "MassiveIntentClassification (zh-TW)": 22.39, - "MassiveScenarioClassification (jav-Latn)": 44.54, - "MassiveScenarioClassification (aze-Latn)": 39.62, - "MassiveScenarioClassification (cmo-Hans)": 33.19, - "MassiveScenarioClassification (swa-Latn)": 43.18, - "MassiveScenarioClassification (fra-Latn)": 53.77, - "MassiveScenarioClassification (mon-Cyrl)": 29.01, - "MassiveScenarioClassification (kat-Geor)": 14.85, - "MassiveScenarioClassification (ben-Beng)": 18.98, - "MassiveScenarioClassification (ind-Latn)": 44.37, - "MassiveScenarioClassification (kor-Kore)": 25.72, - "MassiveScenarioClassification (lav-Latn)": 42.75, - "MassiveScenarioClassification (deu-Latn)": 52.08, - "MassiveScenarioClassification (hun-Latn)": 44.1, - "MassiveScenarioClassification (tam-Taml)": 19.4, - "MassiveScenarioClassification (afr-Latn)": 45.72, - "MassiveScenarioClassification (nob-Latn)": 47.35, - "MassiveScenarioClassification (urd-Arab)": 24.45, - "MassiveScenarioClassification (tha-Thai)": 18.32, - "MassiveScenarioClassification (ita-Latn)": 51.7, - "MassiveScenarioClassification (en)": 74.58, - "MassiveScenarioClassification (sqi-Latn)": 49.12, - "MassiveScenarioClassification (mya-Mymr)": 10.06, - "MassiveScenarioClassification (ara-Arab)": 27.66, - "MassiveScenarioClassification (tur-Latn)": 41.8, - "MassiveScenarioClassification (khm-Khmr)": 9.75, - "MassiveScenarioClassification (cym-Latn)": 41.43, - "MassiveScenarioClassification (cmo-Hant)": 31.14, - "MassiveScenarioClassification (hye-Armn)": 14.87, - "MassiveScenarioClassification (ell-Grek)": 35.55, - "MassiveScenarioClassification (ron-Latn)": 49.94, - "MassiveScenarioClassification (kan-Knda)": 8.32, - "MassiveScenarioClassification (jpn-Jpan)": 36.77, - "MassiveScenarioClassification (fin-Latn)": 45.8, - "MassiveScenarioClassification (swe-Latn)": 46.81, - "MassiveScenarioClassification (dan-Latn)": 49.5, - "MassiveScenarioClassification (msa-Latn)": 44.67, - "MassiveScenarioClassification (hin-Deva)": 23.03, - "MassiveScenarioClassification (tgl-Latn)": 48.29, - "MassiveScenarioClassification (pol-Latn)": 44.74, - "MassiveScenarioClassification (isl-Latn)": 43.11, - "MassiveScenarioClassification (por-Latn)": 53.0, - "MassiveScenarioClassification (slv-Latn)": 42.24, - "MassiveScenarioClassification (rus-Cyrl)": 28.77, - "MassiveScenarioClassification (tel-Telu)": 7.74, - "MassiveScenarioClassification (heb-Hebr)": 25.73, - "MassiveScenarioClassification (fas-Arab)": 29.0, - "MassiveScenarioClassification (vie-Latn)": 40.97, - "MassiveScenarioClassification (nld-Latn)": 49.14, - "MassiveScenarioClassification (spa-Latn)": 50.73, - "MassiveScenarioClassification (mal-Mlym)": 7.25, - "MassiveScenarioClassification (amh-Ethi)": 7.41, - "MassiveScenarioClassification (af)": 45.71, - "MassiveScenarioClassification (am)": 7.41, - "MassiveScenarioClassification (ar)": 27.62, - "MassiveScenarioClassification (az)": 39.58, - "MassiveScenarioClassification (bn)": 18.98, - "MassiveScenarioClassification (cy)": 41.4, - "MassiveScenarioClassification (da)": 49.47, - "MassiveScenarioClassification (de)": 52.07, - "MassiveScenarioClassification (el)": 35.51, - "MassiveScenarioClassification (es)": 50.74, - "MassiveScenarioClassification (fa)": 29.0, - "MassiveScenarioClassification (fi)": 45.8, - "MassiveScenarioClassification (fr)": 53.76, - "MassiveScenarioClassification (he)": 25.68, - "MassiveScenarioClassification (hi)": 23.02, - "MassiveScenarioClassification (hu)": 44.09, - "MassiveScenarioClassification (hy)": 14.83, - "MassiveScenarioClassification (id)": 44.35, - "MassiveScenarioClassification (is)": 43.08, - "MassiveScenarioClassification (it)": 51.71, - "MassiveScenarioClassification (ja)": 36.75, - "MassiveScenarioClassification (jv)": 44.57, - "MassiveScenarioClassification (ka)": 14.84, - "MassiveScenarioClassification (km)": 9.75, - "MassiveScenarioClassification (kn)": 8.32, - "MassiveScenarioClassification (ko)": 25.72, - "MassiveScenarioClassification (lv)": 42.75, - "MassiveScenarioClassification (ml)": 7.25, - "MassiveScenarioClassification (mn)": 29.03, - "MassiveScenarioClassification (ms)": 44.65, - "MassiveScenarioClassification (my)": 10.07, - "MassiveScenarioClassification (nb)": 47.36, - "MassiveScenarioClassification (nl)": 49.15, - "MassiveScenarioClassification (pl)": 44.72, - "MassiveScenarioClassification (pt)": 53.0, - "MassiveScenarioClassification (ro)": 49.97, - "MassiveScenarioClassification (ru)": 28.75, - "MassiveScenarioClassification (sl)": 42.26, - "MassiveScenarioClassification (sq)": 49.14, - "MassiveScenarioClassification (sv)": 46.83, - "MassiveScenarioClassification (sw)": 43.18, - "MassiveScenarioClassification (ta)": 19.38, - "MassiveScenarioClassification (te)": 7.74, - "MassiveScenarioClassification (th)": 18.32, - "MassiveScenarioClassification (tl)": 48.31, - "MassiveScenarioClassification (tr)": 41.79, - "MassiveScenarioClassification (ur)": 24.46, - "MassiveScenarioClassification (vi)": 40.94, - "MassiveScenarioClassification (zh-CN)": 33.18, - "MassiveScenarioClassification (zh-TW)": 31.16, - "MultilingualSentiment (cmn-Hans)": 40.52, - "NoRecClassification (nob-Latn)": 37.73, - "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 54.17, - "OnlineShopping (cmn-Hans)": 58.65, - "PAC (pol-Latn)": 59.53, - "PolEmo2.0-IN (pol-Latn)": 38.32, - "PolEmo2.0-OUT (pol-Latn)": 22.98, - "RuReviewsClassification (rus-Cyrl)": 42.49, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 10.49, - "RuSciBenchOECDClassification (rus-Cyrl)": 8.31, - "TNews (cmn-Hans)": 20.37, - "ToxicConversationsClassification": 67.47, - "TweetSentimentExtractionClassification": 54.25, - "Waimai (cmn-Hans)": 63.48 + "Model": "tart-dual-contriever-msmarco" } ] }, "Clustering": { "v_measure": [ { - "Model": "all-MiniLM-L12-v2", - "AlloProfClusteringP2P": 46.03, - "AlloProfClusteringS2S": 31.83, - "ArxivClusteringP2P": 46.07, - "ArxivClusteringS2S": 37.5, - "BiorxivClusteringP2P": 36.99, - "BiorxivClusteringS2S": 33.21, - "GeoreviewClusteringP2P (rus-Cyrl)": 20.76, - "HALClusteringS2S": 19.58, - "MLSUMClusteringP2P": 34.35, - "MLSUMClusteringS2S": 29.3, - "MasakhaNEWSClusteringP2P (amh-Ethi)": 40.5, - "MasakhaNEWSClusteringP2P (eng)": 55.86, - "MasakhaNEWSClusteringP2P (fra-Latn)": 42.72, - "MasakhaNEWSClusteringP2P (hau-Latn)": 26.61, - "MasakhaNEWSClusteringP2P (ibo-Latn)": 44.26, - "MasakhaNEWSClusteringP2P (lin-Latn)": 54.52, - "MasakhaNEWSClusteringP2P (lug-Latn)": 43.87, - "MasakhaNEWSClusteringP2P (orm-Ethi)": 24.87, - "MasakhaNEWSClusteringP2P (pcm-Latn)": 74.42, - "MasakhaNEWSClusteringP2P (run-Latn)": 51.73, - "MasakhaNEWSClusteringP2P (sna-Latn)": 46.89, - "MasakhaNEWSClusteringP2P (som-Latn)": 31.17, - "MasakhaNEWSClusteringP2P (swa-Latn)": 23.72, - "MasakhaNEWSClusteringP2P (tir-Ethi)": 44.08, - "MasakhaNEWSClusteringP2P (xho-Latn)": 26.97, - "MasakhaNEWSClusteringP2P (yor-Latn)": 32.51, - "MasakhaNEWSClusteringP2P (fra)": 42.72, - "MasakhaNEWSClusteringS2S (amh-Ethi)": 44.11, - "MasakhaNEWSClusteringS2S (eng)": 40.71, - "MasakhaNEWSClusteringS2S (fra-Latn)": 32.47, - "MasakhaNEWSClusteringS2S (hau-Latn)": 20.63, - "MasakhaNEWSClusteringS2S (ibo-Latn)": 35.33, - "MasakhaNEWSClusteringS2S (lin-Latn)": 54.52, - "MasakhaNEWSClusteringS2S (lug-Latn)": 51.42, - "MasakhaNEWSClusteringS2S (orm-Ethi)": 24.84, - "MasakhaNEWSClusteringS2S (pcm-Latn)": 70.72, - "MasakhaNEWSClusteringS2S (run-Latn)": 50.88, - "MasakhaNEWSClusteringS2S (sna-Latn)": 46.6, - "MasakhaNEWSClusteringS2S (som-Latn)": 29.87, - "MasakhaNEWSClusteringS2S (swa-Latn)": 10.82, - "MasakhaNEWSClusteringS2S (tir-Ethi)": 43.63, - "MasakhaNEWSClusteringS2S (xho-Latn)": 24.55, - "MasakhaNEWSClusteringS2S (yor-Latn)": 32.85, - "MasakhaNEWSClusteringS2S (fra)": 32.47, - "MedrxivClusteringP2P": 34.25, - "MedrxivClusteringS2S": 32.24, - "RedditClustering": 51.18, - "RedditClusteringP2P": 54.8, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 10.65, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 10.19, - "StackExchangeClustering": 53.05, - "StackExchangeClusteringP2P": 33.13, - "TwentyNewsgroupsClustering": 47.47 + "Model": "tart-dual-contriever-msmarco" } ] }, "PairClassification": { "ap": [ { - "Model": "all-MiniLM-L12-v2", - "CDSC-E (pol-Latn)": 49.04, - "OpusparcusPC (deu-Latn)": 91.2, - "OpusparcusPC (en)": 97.41, - "OpusparcusPC (fin-Latn)": 85.99, - "OpusparcusPC (fra-Latn)": 87.35, - "OpusparcusPC (rus-Cyrl)": 79.23, - "OpusparcusPC (swe-Latn)": 84.87, - "PSC (pol-Latn)": 87.92, - "PawsXPairClassification (deu-Latn)": 50.83, - "PawsXPairClassification (en)": 58.62, - "PawsXPairClassification (spa-Latn)": 52.08, - "PawsXPairClassification (fra-Latn)": 55.54, - "PawsXPairClassification (jpn-Hira)": 47.75, - "PawsXPairClassification (kor-Hang)": 49.59, - "PawsXPairClassification (cmn-Hans)": 52.8, - "SICK-E-PL (pol-Latn)": 49.63, - "SprintDuplicateQuestions": 92.45, - "TERRa (rus-Cyrl)": 46.4, - "TwitterSemEval2015": 70.02, - "TwitterURLCorpus": 84.77 + "Model": "tart-dual-contriever-msmarco" } ] }, "Reranking": { "map": [ { - "Model": "all-MiniLM-L12-v2", - "AlloprofReranking (fra-Latn)": 67.01, - "AskUbuntuDupQuestions": 64.06, - "MMarcoReranking (cmn-Hans)": 5.27, - "MindSmallReranking": 31.02, - "RuBQReranking (rus-Cyrl)": 38.51, - "SciDocsRR": 87.2, - "StackOverflowDupQuestions": 51.47, - "SyntecReranking (fra-Latn)": 69.17, - "T2Reranking (cmn-Hans)": 60.32 + "Model": "tart-dual-contriever-msmarco" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "all-MiniLM-L12-v2", - "AILACasedocs": 16.8, - "AILAStatutes": 20.71, - "ARCChallenge": 10.23, - "AlloprofRetrieval (fra-Latn)": 33.2, - "AlloprofRetrieval": 33.2, - "AlphaNLI": 25.35, - "ArguAna": 47.13, - "ArguAna-PL (pol-Latn)": 13.4, - "BSARDRetrieval (fra-Latn)": 6.24, - "CQADupstackRetrieval": 42.53, - "ClimateFEVER": 21.57, - "CmedqaRetrieval (cmn-Hans)": 2.58, - "CovidRetrieval (cmn-Hans)": 10.79, - "DBPedia": 33.35, - "DuRetrieval (cmn-Hans)": 6.62, - "EcomRetrieval (cmn-Hans)": 4.01, - "FEVER": 55.9, - "FiQA-PL (pol-Latn)": 5.82, - "FiQA2018": 37.27, - "GerDaLIRSmall (deu-Latn)": 1.35, - "HellaSwag": 24.08, - "HotpotQA": 44.59, - "LEMBNarrativeQARetrieval": 19.64, - "LEMBNeedleRetrieval": 12.25, - "LEMBPasskeyRetrieval": 14.75, - "LEMBQMSumRetrieval": 13.08, - "LEMBSummScreenFDRetrieval": 46.98, - "LEMBWikimQARetrieval": 44.88, - "LeCaRDv2 (zho-Hans)": 18.77, - "LegalBenchConsumerContractsQA": 60.21, - "LegalBenchCorporateLobbying": 88.69, - "LegalQuAD (deu-Latn)": 7.44, - "LegalSummarization": 57.43, - "MMarcoRetrieval (cmn-Hans)": 7.46, - "MSMARCO": 39.03, - "MedicalRetrieval (cmn-Hans)": 2.3, - "MintakaRetrieval (ara-Arab)": 2.74, - "MintakaRetrieval (deu-Latn)": 20.04, - "MintakaRetrieval (spa-Latn)": 11.76, - "MintakaRetrieval (fra-Latn)": 16.08, - "MintakaRetrieval (hin-Deva)": 3.04, - "MintakaRetrieval (ita-Latn)": 11.83, - "MintakaRetrieval (jpn-Hira)": 7.31, - "MintakaRetrieval (por-Latn)": 13.66, - "NFCorpus": 32.25, - "NFCorpus-PL (pol-Latn)": 15.43, - "NQ": 46.47, - "PIQA": 26.44, - "Quail": 3.08, - "QuoraRetrieval": 87.75, - "RARbCode": 42.44, - "RARbMath": 66.36, - "RuBQRetrieval (rus-Cyrl)": 8.84, - "SCIDOCS": 21.82, - "SCIDOCS-PL (pol-Latn)": 5.34, - "SIQA": 2.09, - "SciFact": 62.64, - "SciFact-PL (pol-Latn)": 22.48, - "SpartQA": 2.67, - "SyntecRetrieval (fra-Latn)": 60.8, - "T2Retrieval (cmn-Hans)": 4.82, - "TRECCOVID": 50.82, - "TRECCOVID-PL (pol-Latn)": 16.52, - "TempReasonL1": 1.66, - "TempReasonL2Fact": 10.31, - "TempReasonL2Pure": 0.63, - "TempReasonL3Fact": 11.11, - "TempReasonL3Pure": 6.63, - "Touche2020": 17.22, - "VideoRetrieval (cmn-Hans)": 9.38, - "WinoGrande": 27.2, - "XPQARetrieval (ara-Arab_ara-Arab)": 7.83, - "XPQARetrieval (eng-Latn_ara-Arab)": 2.52, - "XPQARetrieval (ara-Arab_eng-Latn)": 8.88, - "XPQARetrieval (deu-Latn_deu-Latn)": 56.77, - "XPQARetrieval (eng-Latn_deu-Latn)": 18.2, - "XPQARetrieval (deu-Latn_eng-Latn)": 30.06, - "XPQARetrieval (spa-Latn_spa-Latn)": 42.22, - "XPQARetrieval (eng-Latn_spa-Latn)": 7.53, - "XPQARetrieval (spa-Latn_eng-Latn)": 26.27, - "XPQARetrieval (fra-Latn_fra-Latn)": 55.9, - "XPQARetrieval (eng-Latn_fra-Latn)": 14.89, - "XPQARetrieval (fra-Latn_eng-Latn)": 34.2, - "XPQARetrieval (hin-Deva_hin-Deva)": 33.26, - "XPQARetrieval (eng-Latn_hin-Deva)": 6.44, - "XPQARetrieval (hin-Deva_eng-Latn)": 6.98, - "XPQARetrieval (ita-Latn_ita-Latn)": 58.68, - "XPQARetrieval (eng-Latn_ita-Latn)": 8.56, - "XPQARetrieval (ita-Latn_eng-Latn)": 28.71, - "XPQARetrieval (jpn-Hira_jpn-Hira)": 39.53, - "XPQARetrieval (eng-Latn_jpn-Hira)": 5.7, - "XPQARetrieval (jpn-Hira_eng-Latn)": 13.75, - "XPQARetrieval (kor-Hang_kor-Hang)": 13.48, - "XPQARetrieval (eng-Latn_kor-Hang)": 7.43, - "XPQARetrieval (kor-Hang_eng-Latn)": 7.34, - "XPQARetrieval (pol-Latn_pol-Latn)": 28.07, - "XPQARetrieval (eng-Latn_pol-Latn)": 10.03, - "XPQARetrieval (pol-Latn_eng-Latn)": 16.58, - "XPQARetrieval (por-Latn_por-Latn)": 34.09, - "XPQARetrieval (eng-Latn_por-Latn)": 7.38, - "XPQARetrieval (por-Latn_eng-Latn)": 22.59, - "XPQARetrieval (tam-Taml_tam-Taml)": 9.13, - "XPQARetrieval (eng-Latn_tam-Taml)": 4.15, - "XPQARetrieval (tam-Taml_eng-Latn)": 3.76, - "XPQARetrieval (cmn-Hans_cmn-Hans)": 21.09, - "XPQARetrieval (eng-Latn_cmn-Hans)": 6.58, - "XPQARetrieval (cmn-Hans_eng-Latn)": 9.39, - "XPQARetrieval (fr)": 55.9 + "Model": "tart-dual-contriever-msmarco" } ] }, "STS": { "spearman": [ { - "Model": "all-MiniLM-L12-v2", - "AFQMC (cmn-Hans)": 7.94, - "ATEC (cmn-Hans)": 12.97, - "BIOSSES": 83.57, - "BQ (cmn-Hans)": 23.31, - "CDSC-R (pol-Latn)": 82.5, - "LCQMC (cmn-Hans)": 21.04, - "PAWSX (cmn-Hans)": 7.31, - "RUParaPhraserSTS (rus-Cyrl)": 45.47, - "RuSTSBenchmarkSTS (rus-Cyrl)": 56.33, - "SICK-R": 79.32, - "SICK-R-PL (pol-Latn)": 54.26, - "SICKFr (fra-Latn)": 63.16, - "STS12": 73.08, - "STS13": 82.13, - "STS14": 76.73, - "STS15": 85.58, - "STS16": 80.23, - "STS17 (nld-Latn_eng-Latn)": 24.51, - "STS17 (eng-Latn_ara-Arab)": 0.54, - "STS17 (ara-Arab)": 58.71, - "STS17 (kor-Hang)": 43.37, - "STS17 (eng-Latn_tur-Latn)": 0.43, - "STS17 (ita-Latn_eng-Latn)": 24.28, - "STS17 (eng-Latn_deu-Latn)": 27.54, - "STS17 (fra-Latn_eng-Latn)": 30.7, - "STS17 (spa-Latn)": 78.37, - "STS17 (en-en)": 88.63, - "STS17 (spa-Latn_eng-Latn)": 22.01, - "STS17 (ar-ar)": 58.71, - "STS17 (en-ar)": 0.54, - "STS17 (en-de)": 27.54, - "STS17 (en-tr)": 0.43, - "STS17 (es-en)": 22.01, - "STS17 (es-es)": 78.37, - "STS17 (fr-en)": 30.7, - "STS17 (it-en)": 24.28, - "STS17 (ko-ko)": 43.37, - "STS17 (nl-en)": 24.51, - "STS22 (ara-Arab)": 17.54, - "STS22 (cmn-Hans)": 33.15, - "STS22 (fra-Latn)": 69.51, - "STS22 (deu-Latn_eng-Latn)": 42.86, - "STS22 (pol-Latn)": 19.22, - "STS22 (spa-Latn_eng-Latn)": 53.99, - "STS22 (pol-Latn_eng-Latn)": 42.67, - "STS22 (tur-Latn)": 21.6, - "STS22 (deu-Latn_fra-Latn)": 43.52, - "STS22 (fra-Latn_pol-Latn)": 16.9, - "STS22 (deu-Latn)": 22.53, - "STS22 (deu-Latn_pol-Latn)": 1.63, - "STS22 (en)": 65.67, - "STS22 (spa-Latn)": 43.98, - "STS22 (cmn-Hans_eng-Latn)": 44.39, - "STS22 (spa-Latn_ita-Latn)": 40.71, - "STS22 (ita-Latn)": 47.48, - "STS22 (rus-Cyrl)": 11.19, - "STS22 (ar)": 17.54, - "STS22 (de)": 22.53, - "STS22 (de-en)": 42.86, - "STS22 (de-fr)": 43.52, - "STS22 (de-pl)": 1.63, - "STS22 (es)": 43.98, - "STS22 (es-en)": 53.99, - "STS22 (es-it)": 40.71, - "STS22 (fr)": 69.51, - "STS22 (fr-pl)": 16.9, - "STS22 (it)": 47.48, - "STS22 (pl)": 19.22, - "STS22 (pl-en)": 42.67, - "STS22 (ru)": 11.19, - "STS22 (tr)": 21.6, - "STS22 (zh)": 33.15, - "STS22 (zh-en)": 44.39, - "STSB (cmn-Hans)": 36.66, - "STSBenchmark": 83.09, - "STSBenchmarkMultilingualSTS (nld-Latn)": 60.03, - "STSBenchmarkMultilingualSTS (spa-Latn)": 65.33, - "STSBenchmarkMultilingualSTS (ita-Latn)": 60.71, - "STSBenchmarkMultilingualSTS (cmn-Hans)": 38.93, - "STSBenchmarkMultilingualSTS (en)": 83.09, - "STSBenchmarkMultilingualSTS (por-Latn)": 63.85, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 56.09, - "STSBenchmarkMultilingualSTS (fra-Latn)": 66.68, - "STSBenchmarkMultilingualSTS (pol-Latn)": 60.2, - "STSBenchmarkMultilingualSTS (deu-Latn)": 63.28 + "Model": "tart-dual-contriever-msmarco" } ] }, "Summarization": { "spearman": [ { - "Model": "all-MiniLM-L12-v2", - "SummEval": 27.9, - "SummEvalFr (fra-Latn)": 26.63 + "Model": "tart-dual-contriever-msmarco" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "tart-dual-contriever-msmarco" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "all-MiniLM-L12-v2" + "Model": "tart-dual-contriever-msmarco", + "Core17InstructionRetrieval": -3.04, + "News21InstructionRetrieval": -2.98, + "Robust04InstructionRetrieval": -8.98 } ] } }, - "Cohere-embed-english-v3.0-instruct": { + "voyage-law-2": { "BitextMining": { "f1": [ { - "Model": "Cohere-embed-english-v3.0-instruct" + "Model": "voyage-law-2" } ] }, "Classification": { "accuracy": [ { - "Model": "Cohere-embed-english-v3.0-instruct" + "Model": "voyage-law-2", + "AmazonReviewsClassification (fr)": 41.98, + "MTOPDomainClassification (fr)": 90.12, + "MTOPIntentClassification (fr)": 62.44, + "MasakhaNEWSClassification (fra)": 76.42, + "MassiveIntentClassification (fr)": 66.94, + "MassiveScenarioClassification (fr)": 72.78 } ] }, "Clustering": { "v_measure": [ { - "Model": "Cohere-embed-english-v3.0-instruct" - } - ] + "Model": "voyage-law-2", + "AlloProfClusteringP2P": 62.5, + "AlloProfClusteringS2S": 44.28, + "HALClusteringS2S": 26.36, + "MLSUMClusteringP2P (fr)": 44.03, + "MLSUMClusteringS2S (fr)": 42.95, + "MasakhaNEWSClusteringP2P (fra)": 50.68, + "MasakhaNEWSClusteringS2S (fra)": 38.79 + } + ] }, "PairClassification": { "ap": [ { - "Model": "Cohere-embed-english-v3.0-instruct" + "Model": "voyage-law-2", + "OpusparcusPC (fr)": 93.06, + "PawsXPairClassification (fr)": 61.54 } ] }, "Reranking": { "map": [ { - "Model": "Cohere-embed-english-v3.0-instruct" + "Model": "voyage-law-2", + "AlloprofReranking": 72.92, + "SyntecReranking": 91.2 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "Cohere-embed-english-v3.0-instruct", - "ARCChallenge": 10.1, - "AlphaNLI": 18.75, - "HellaSwag": 29.02, - "PIQA": 27.89, - "Quail": 7.77, - "RARbCode": 56.56, - "RARbMath": 72.05, - "SIQA": 5.03, - "SpartQA": 3.33, - "TempReasonL1": 1.43, - "TempReasonL2Fact": 40.46, - "TempReasonL2Pure": 2.39, - "TempReasonL3Fact": 33.87, - "TempReasonL3Pure": 7.52, - "WinoGrande": 65.02 + "Model": "voyage-law-2", + "AILACasedocs": 44.56, + "AILAStatutes": 45.51, + "AlloprofRetrieval": 57.28, + "BSARDRetrieval": 11.83, + "GerDaLIRSmall": 44.91, + "LEMBNarrativeQARetrieval": 55.78, + "LEMBNeedleRetrieval": 80.5, + "LEMBPasskeyRetrieval": 93.75, + "LEMBQMSumRetrieval": 57.26, + "LEMBSummScreenFDRetrieval": 98.72, + "LEMBWikimQARetrieval": 87.08, + "LeCaRDv2": 72.75, + "LegalBenchConsumerContractsQA": 83.27, + "LegalBenchCorporateLobbying": 95.66, + "LegalQuAD": 67.47, + "LegalSummarization": 68.96, + "MintakaRetrieval (fr)": 34.92, + "SyntecRetrieval": 87.33, + "XPQARetrieval (fr)": 73.56 } ] }, "STS": { "spearman": [ { - "Model": "Cohere-embed-english-v3.0-instruct" + "Model": "voyage-law-2", + "SICKFr": 74.09, + "STS22 (fr)": 83.75, + "STSBenchmarkMultilingualSTS (fr)": 83.02 } ] }, "Summarization": { "spearman": [ { - "Model": "Cohere-embed-english-v3.0-instruct" + "Model": "voyage-law-2", + "SummEvalFr": 30.34 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "voyage-law-2" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "Cohere-embed-english-v3.0-instruct" + "Model": "voyage-law-2" } ] } }, - "Baichuan-text-embedding": { + "sentence-t5-base": { "BitextMining": { "f1": [ { - "Model": "Baichuan-text-embedding" + "Model": "sentence-t5-base" } ] }, "Classification": { "accuracy": [ { - "Model": "Baichuan-text-embedding", - "AmazonReviewsClassification (zh)": 48.3, - "IFlyTek": 50.75, - "JDReview": 87.69, - "MassiveIntentClassification (zh-CN)": 74.91, - "MassiveScenarioClassification (zh-CN)": 81.28, - "MultilingualSentiment": 76.83, - "OnlineShopping": 94.42, - "TNews": 52.62, - "Waimai": 88.77 + "Model": "sentence-t5-base", + "AmazonCounterfactualClassification (de)": 69.98, + "AmazonCounterfactualClassification (en)": 75.82, + "AmazonCounterfactualClassification (en-ext)": 76.81, + "AmazonCounterfactualClassification (ja)": 46.05, + "AmazonPolarityClassification": 85.12, + "AmazonReviewsClassification (de)": 37.9, + "AmazonReviewsClassification (en)": 44.94, + "AmazonReviewsClassification (es)": 37.33, + "AmazonReviewsClassification (fr)": 37.35, + "AmazonReviewsClassification (ja)": 22.29, + "AmazonReviewsClassification (zh)": 21.53, + "Banking77Classification": 76.48, + "EmotionClassification": 51.35, + "ImdbClassification": 77.34, + "MTOPDomainClassification (de)": 76.98, + "MTOPDomainClassification (en)": 90.34, + "MTOPDomainClassification (es)": 73.61, + "MTOPDomainClassification (fr)": 75.03, + "MTOPDomainClassification (hi)": 21.4, + "MTOPDomainClassification (th)": 16.21, + "MTOPIntentClassification (de)": 44.43, + "MTOPIntentClassification (en)": 63.32, + "MTOPIntentClassification (es)": 42.03, + "MTOPIntentClassification (fr)": 43.85, + "MTOPIntentClassification (hi)": 3.8, + "MTOPIntentClassification (th)": 5.21, + "MasakhaNEWSClassification (fra)": 81.21, + "MassiveIntentClassification (af)": 34.32, + "MassiveIntentClassification (am)": 2.38, + "MassiveIntentClassification (ar)": 4.53, + "MassiveIntentClassification (az)": 31.76, + "MassiveIntentClassification (bn)": 2.58, + "MassiveIntentClassification (cy)": 28.94, + "MassiveIntentClassification (da)": 38.82, + "MassiveIntentClassification (de)": 45.23, + "MassiveIntentClassification (el)": 10.05, + "MassiveIntentClassification (en)": 69.74, + "MassiveIntentClassification (es)": 45.32, + "MassiveIntentClassification (fa)": 3.58, + "MassiveIntentClassification (fi)": 33.52, + "MassiveIntentClassification (fr)": 51.13, + "MassiveIntentClassification (he)": 2.63, + "MassiveIntentClassification (hi)": 2.68, + "MassiveIntentClassification (hu)": 32.31, + "MassiveIntentClassification (hy)": 3.33, + "MassiveIntentClassification (id)": 35.5, + "MassiveIntentClassification (is)": 29.82, + "MassiveIntentClassification (it)": 45.59, + "MassiveIntentClassification (ja)": 3.67, + "MassiveIntentClassification (jv)": 31.15, + "MassiveIntentClassification (ka)": 2.77, + "MassiveIntentClassification (km)": 5.66, + "MassiveIntentClassification (kn)": 2.59, + "MassiveIntentClassification (ko)": 2.34, + "MassiveIntentClassification (lv)": 33.97, + "MassiveIntentClassification (ml)": 2.55, + "MassiveIntentClassification (mn)": 14.7, + "MassiveIntentClassification (ms)": 33.12, + "MassiveIntentClassification (my)": 4.42, + "MassiveIntentClassification (nb)": 38.53, + "MassiveIntentClassification (nl)": 37.96, + "MassiveIntentClassification (pl)": 34.41, + "MassiveIntentClassification (pt)": 43.35, + "MassiveIntentClassification (ro)": 42.69, + "MassiveIntentClassification (ru)": 14.82, + "MassiveIntentClassification (sl)": 34.54, + "MassiveIntentClassification (sq)": 38.54, + "MassiveIntentClassification (sv)": 35.98, + "MassiveIntentClassification (sw)": 32.14, + "MassiveIntentClassification (ta)": 1.41, + "MassiveIntentClassification (te)": 2.5, + "MassiveIntentClassification (th)": 3.71, + "MassiveIntentClassification (tl)": 36.04, + "MassiveIntentClassification (tr)": 33.77, + "MassiveIntentClassification (ur)": 2.99, + "MassiveIntentClassification (vi)": 22.62, + "MassiveIntentClassification (zh-CN)": 1.12, + "MassiveIntentClassification (zh-TW)": 4.63, + "MassiveScenarioClassification (af)": 44.45, + "MassiveScenarioClassification (am)": 7.51, + "MassiveScenarioClassification (ar)": 12.32, + "MassiveScenarioClassification (az)": 38.41, + "MassiveScenarioClassification (bn)": 8.45, + "MassiveScenarioClassification (cy)": 35.04, + "MassiveScenarioClassification (da)": 48.36, + "MassiveScenarioClassification (de)": 59.12, + "MassiveScenarioClassification (el)": 17.68, + "MassiveScenarioClassification (en)": 72.32, + "MassiveScenarioClassification (es)": 55.61, + "MassiveScenarioClassification (fa)": 6.86, + "MassiveScenarioClassification (fi)": 41.34, + "MassiveScenarioClassification (fr)": 59.92, + "MassiveScenarioClassification (he)": 7.86, + "MassiveScenarioClassification (hi)": 7.63, + "MassiveScenarioClassification (hu)": 41.31, + "MassiveScenarioClassification (hy)": 9.23, + "MassiveScenarioClassification (id)": 44.64, + "MassiveScenarioClassification (is)": 39.63, + "MassiveScenarioClassification (it)": 54.58, + "MassiveScenarioClassification (ja)": 4.96, + "MassiveScenarioClassification (jv)": 40.73, + "MassiveScenarioClassification (ka)": 7.51, + "MassiveScenarioClassification (km)": 8.73, + "MassiveScenarioClassification (kn)": 7.99, + "MassiveScenarioClassification (ko)": 6.03, + "MassiveScenarioClassification (lv)": 36.42, + "MassiveScenarioClassification (ml)": 6.96, + "MassiveScenarioClassification (mn)": 19.85, + "MassiveScenarioClassification (ms)": 43.18, + "MassiveScenarioClassification (my)": 9.46, + "MassiveScenarioClassification (nb)": 46.6, + "MassiveScenarioClassification (nl)": 50.0, + "MassiveScenarioClassification (pl)": 42.3, + "MassiveScenarioClassification (pt)": 52.24, + "MassiveScenarioClassification (ro)": 53.7, + "MassiveScenarioClassification (ru)": 20.69, + "MassiveScenarioClassification (sl)": 39.79, + "MassiveScenarioClassification (sq)": 50.16, + "MassiveScenarioClassification (sv)": 46.69, + "MassiveScenarioClassification (sw)": 40.48, + "MassiveScenarioClassification (ta)": 7.47, + "MassiveScenarioClassification (te)": 6.87, + "MassiveScenarioClassification (th)": 8.26, + "MassiveScenarioClassification (tl)": 48.94, + "MassiveScenarioClassification (tr)": 41.83, + "MassiveScenarioClassification (ur)": 9.77, + "MassiveScenarioClassification (vi)": 30.01, + "MassiveScenarioClassification (zh-CN)": 4.17, + "MassiveScenarioClassification (zh-TW)": 7.91, + "ToxicConversationsClassification": 68.2, + "TweetSentimentExtractionClassification": 62.71 } ] }, "Clustering": { "v_measure": [ { - "Model": "Baichuan-text-embedding", - "CLSClusteringP2P": 60.37, - "CLSClusteringS2S": 51.09, - "ThuNewsClusteringP2P": 58.23, - "ThuNewsClusteringS2S": 57.83 + "Model": "sentence-t5-base", + "AlloProfClusteringP2P": 58.44, + "AlloProfClusteringS2S": 35.93, + "ArxivClusteringP2P": 39.28, + "ArxivClusteringS2S": 27.26, + "BiorxivClusteringP2P": 33.99, + "BiorxivClusteringS2S": 22.92, + "BlurbsClusteringP2P": 30.59, + "BlurbsClusteringS2S": 11.57, + "HALClusteringS2S": 17.72, + "MLSUMClusteringP2P": 40.77, + "MLSUMClusteringS2S": 30.06, + "MasakhaNEWSClusteringP2P (fra)": 61.9, + "MasakhaNEWSClusteringS2S (fra)": 35.64, + "MedrxivClusteringP2P": 33.2, + "MedrxivClusteringS2S": 26.13, + "RedditClustering": 52.93, + "RedditClusteringP2P": 59.67, + "StackExchangeClustering": 63.13, + "StackExchangeClusteringP2P": 35.68, + "TenKGnadClusteringP2P": 44.88, + "TenKGnadClusteringS2S": 18.11, + "TwentyNewsgroupsClustering": 48.1 } ] }, "PairClassification": { "ap": [ { - "Model": "Baichuan-text-embedding", - "Cmnli": 85.31, - "Ocnli": 79.33 + "Model": "sentence-t5-base", + "OpusparcusPC (fr)": 89.4, + "PawsXPairClassification (fr)": 55.35, + "SprintDuplicateQuestions": 91.23, + "TwitterSemEval2015": 78.25, + "TwitterURLCorpus": 86.05 } ] }, "Reranking": { "map": [ { - "Model": "Baichuan-text-embedding", - "CMedQAv1": 88.06, - "CMedQAv2": 88.46, - "MMarcoReranking": 34.3, - "T2Reranking": 67.85 + "Model": "sentence-t5-base", + "AlloprofReranking": 50.12, + "AskUbuntuDupQuestions": 59.73, + "MindSmallReranking": 30.2, + "SciDocsRR": 73.96, + "StackOverflowDupQuestions": 48.46, + "SyntecReranking": 78.05 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "Baichuan-text-embedding", - "CmedqaRetrieval": 47.64, - "CovidRetrieval": 86.86, - "DuRetrieval": 88.43, - "EcomRetrieval": 66.39, - "MMarcoRetrieval": 80.17, - "MedicalRetrieval": 61.1, - "T2Retrieval": 80.11, - "VideoRetrieval": 74.28 + "Model": "sentence-t5-base", + "AlloprofRetrieval": 27.52, + "ArguAna": 44.85, + "BSARDRetrieval": 0.16, + "CQADupstackRetrieval": 35.23, + "ClimateFEVER": 10.37, + "DBPedia": 27.77, + "FEVER": 26.17, + "FiQA2018": 34.83, + "HotpotQA": 33.2, + "MSMARCO": 20.7, + "MintakaRetrieval (fr)": 21.04, + "NFCorpus": 28.65, + "NQ": 36.32, + "QuoraRetrieval": 85.49, + "SCIDOCS": 14.15, + "SciFact": 45.76, + "SyntecRetrieval": 67.0, + "TRECCOVID": 40.7, + "Touche2020": 20.3, + "XPQARetrieval (fr)": 45.19 } ] }, "STS": { "spearman": [ { - "Model": "Baichuan-text-embedding", - "AFQMC": 50.8, - "ATEC": 53.23, - "BQ": 66.49, - "LCQMC": 76.6, - "PAWSX": 47.56, - "QBQTC": 39.96, - "STS22 (zh)": 65.78, - "STSB": 80.14 + "Model": "sentence-t5-base", + "BIOSSES": 75.89, + "SICK-R": 80.18, + "SICKFr": 71.74, + "STS12": 78.05, + "STS13": 85.85, + "STS14": 82.19, + "STS15": 87.46, + "STS16": 84.03, + "STS17 (ar-ar)": 13.36, + "STS17 (en-ar)": -5.65, + "STS17 (en-de)": 67.11, + "STS17 (en-en)": 89.57, + "STS17 (en-tr)": -0.02, + "STS17 (es-en)": 47.72, + "STS17 (es-es)": 79.94, + "STS17 (fr-en)": 56.61, + "STS17 (it-en)": 30.46, + "STS17 (ko-ko)": 10.06, + "STS17 (nl-en)": 36.46, + "STS22 (ar)": 31.2, + "STS22 (de)": 42.08, + "STS22 (de-en)": 46.9, + "STS22 (de-fr)": 55.04, + "STS22 (de-pl)": 33.94, + "STS22 (en)": 62.66, + "STS22 (es)": 53.81, + "STS22 (es-en)": 65.19, + "STS22 (es-it)": 55.29, + "STS22 (fr)": 77.69, + "STS22 (fr-pl)": 28.17, + "STS22 (it)": 60.65, + "STS22 (pl)": 24.42, + "STS22 (pl-en)": 42.97, + "STS22 (ru)": 12.13, + "STS22 (tr)": 40.45, + "STS22 (zh)": 32.9, + "STS22 (zh-en)": 20.15, + "STSBenchmark": 85.52, + "STSBenchmarkMultilingualSTS (fr)": 74.04 } ] }, "Summarization": { "spearman": [ { - "Model": "Baichuan-text-embedding" + "Model": "sentence-t5-base", + "SummEval": 31.39, + "SummEvalFr": 30.01 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "sentence-t5-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "Baichuan-text-embedding" + "Model": "sentence-t5-base" } ] } }, - "LASER2": { + "glove.6B.300d": { "BitextMining": { "f1": [ { - "Model": "LASER2", - "BUCC (de-en)": 99.21, - "BUCC (fr-en)": 98.39, - "BUCC (ru-en)": 97.62, - "BUCC (zh-en)": 97.7, - "Tatoeba (afr-eng)": 92.59, - "Tatoeba (amh-eng)": 80.82, - "Tatoeba (ang-eng)": 25.22, - "Tatoeba (ara-eng)": 90.14, - "Tatoeba (arq-eng)": 26.63, - "Tatoeba (arz-eng)": 66.16, - "Tatoeba (ast-eng)": 76.35, - "Tatoeba (awa-eng)": 33.74, - "Tatoeba (aze-eng)": 82.41, - "Tatoeba (bel-eng)": 79.54, - "Tatoeba (ben-eng)": 89.43, - "Tatoeba (ber-eng)": 77.63, - "Tatoeba (bos-eng)": 95.86, - "Tatoeba (bre-eng)": 31.2, - "Tatoeba (bul-eng)": 93.57, - "Tatoeba (cat-eng)": 95.8, - "Tatoeba (cbk-eng)": 77.17, - "Tatoeba (ceb-eng)": 9.93, - "Tatoeba (ces-eng)": 95.52, - "Tatoeba (cha-eng)": 14.86, - "Tatoeba (cmn-eng)": 85.62, - "Tatoeba (cor-eng)": 4.45, - "Tatoeba (csb-eng)": 27.03, - "Tatoeba (cym-eng)": 5.85, - "Tatoeba (dan-eng)": 95.22, - "Tatoeba (deu-eng)": 99.07, - "Tatoeba (dsb-eng)": 42.34, - "Tatoeba (dtp-eng)": 7.39, - "Tatoeba (ell-eng)": 96.2, - "Tatoeba (epo-eng)": 96.61, - "Tatoeba (est-eng)": 96.43, - "Tatoeba (eus-eng)": 93.32, - "Tatoeba (fao-eng)": 57.04, - "Tatoeba (fin-eng)": 96.98, - "Tatoeba (fra-eng)": 94.28, - "Tatoeba (fry-eng)": 42.07, - "Tatoeba (gla-eng)": 1.52, - "Tatoeba (gle-eng)": 4.2, - "Tatoeba (glg-eng)": 96.14, - "Tatoeba (gsw-eng)": 27.52, - "Tatoeba (heb-eng)": 0.0, - "Tatoeba (hin-eng)": 95.32, - "Tatoeba (hrv-eng)": 96.72, - "Tatoeba (hsb-eng)": 45.75, - "Tatoeba (hun-eng)": 95.2, - "Tatoeba (hye-eng)": 88.72, - "Tatoeba (ido-eng)": 80.86, - "Tatoeba (ile-eng)": 87.88, - "Tatoeba (ina-eng)": 93.93, - "Tatoeba (ind-eng)": 92.98, - "Tatoeba (isl-eng)": 94.32, - "Tatoeba (ita-eng)": 94.32, - "Tatoeba (jav-eng)": 9.95, - "Tatoeba (jpn-eng)": 93.78, - "Tatoeba (kab-eng)": 65.88, - "Tatoeba (kat-eng)": 81.16, - "Tatoeba (kaz-eng)": 53.3, - "Tatoeba (khm-eng)": 74.19, - "Tatoeba (kor-eng)": 87.97, - "Tatoeba (kur-eng)": 19.09, - "Tatoeba (kzj-eng)": 4.46, - "Tatoeba (lat-eng)": 64.81, - "Tatoeba (lfn-eng)": 63.39, - "Tatoeba (lit-eng)": 96.2, - "Tatoeba (lvs-eng)": 95.33, - "Tatoeba (mal-eng)": 98.16, - "Tatoeba (mar-eng)": 92.93, - "Tatoeba (max-eng)": 36.96, - "Tatoeba (mhr-eng)": 6.86, - "Tatoeba (mkd-eng)": 93.63, - "Tatoeba (mon-eng)": 3.42, - "Tatoeba (nds-eng)": 77.13, - "Tatoeba (nld-eng)": 95.35, - "Tatoeba (nno-eng)": 72.75, - "Tatoeba (nob-eng)": 95.77, - "Tatoeba (nov-eng)": 60.02, - "Tatoeba (oci-eng)": 58.13, - "Tatoeba (orv-eng)": 23.24, - "Tatoeba (pam-eng)": 3.24, - "Tatoeba (pes-eng)": 93.13, - "Tatoeba (pms-eng)": 36.23, - "Tatoeba (pol-eng)": 97.32, - "Tatoeba (por-eng)": 94.54, - "Tatoeba (ron-eng)": 96.52, - "Tatoeba (rus-eng)": 92.58, - "Tatoeba (slk-eng)": 95.82, - "Tatoeba (slv-eng)": 95.4, - "Tatoeba (spa-eng)": 97.33, - "Tatoeba (sqi-eng)": 97.22, - "Tatoeba (srp-eng)": 93.64, - "Tatoeba (swe-eng)": 95.31, - "Tatoeba (swg-eng)": 33.1, - "Tatoeba (swh-eng)": 55.66, - "Tatoeba (tam-eng)": 87.32, - "Tatoeba (tat-eng)": 34.74, - "Tatoeba (tel-eng)": 96.72, - "Tatoeba (tgl-eng)": 63.19, - "Tatoeba (tha-eng)": 96.38, - "Tatoeba (tuk-eng)": 16.35, - "Tatoeba (tur-eng)": 98.03, - "Tatoeba (tzl-eng)": 36.56, - "Tatoeba (uig-eng)": 56.49, - "Tatoeba (ukr-eng)": 93.52, - "Tatoeba (urd-eng)": 84.23, - "Tatoeba (uzb-eng)": 23.2, - "Tatoeba (vie-eng)": 96.73, - "Tatoeba (war-eng)": 8.25, - "Tatoeba (wuu-eng)": 75.09, - "Tatoeba (xho-eng)": 4.68, - "Tatoeba (yid-eng)": 2.49, - "Tatoeba (yue-eng)": 87.75, - "Tatoeba (zsm-eng)": 95.41 + "Model": "glove.6B.300d", + "BUCC (de-en)": 0.18, + "BUCC (fr-en)": 0.19, + "BUCC (ru-en)": 0.1, + "BUCC (zh-en)": 0.0 } ] }, "Classification": { "accuracy": [ { - "Model": "LASER2", - "AmazonCounterfactualClassification (de)": 67.82, - "AmazonCounterfactualClassification (en)": 76.84, - "AmazonCounterfactualClassification (en-ext)": 76.17, - "AmazonCounterfactualClassification (ja)": 68.76, - "AmazonPolarityClassification": 61.01, - "AmazonReviewsClassification (de)": 31.07, - "AmazonReviewsClassification (en)": 28.71, - "AmazonReviewsClassification (es)": 32.72, - "AmazonReviewsClassification (fr)": 31.12, - "AmazonReviewsClassification (ja)": 28.94, - "AmazonReviewsClassification (zh)": 30.89, - "Banking77Classification": 57.76, - "EmotionClassification": 24.83, - "ImdbClassification": 57.58, - "MTOPDomainClassification (de)": 74.08, - "MTOPDomainClassification (en)": 75.36, - "MTOPDomainClassification (es)": 73.47, - "MTOPDomainClassification (fr)": 72.26, - "MTOPDomainClassification (hi)": 72.95, - "MTOPDomainClassification (th)": 72.68, - "MTOPIntentClassification (de)": 51.62, - "MTOPIntentClassification (en)": 49.47, - "MTOPIntentClassification (es)": 52.75, - "MTOPIntentClassification (fr)": 50.12, - "MTOPIntentClassification (hi)": 45.55, - "MTOPIntentClassification (th)": 50.07, - "MasakhaNEWSClassification (fra)": 65.9, - "MassiveIntentClassification (af)": 38.01, - "MassiveIntentClassification (am)": 12.7, - "MassiveIntentClassification (ar)": 37.16, - "MassiveIntentClassification (az)": 19.98, - "MassiveIntentClassification (bn)": 42.51, - "MassiveIntentClassification (cy)": 17.33, - "MassiveIntentClassification (da)": 45.61, - "MassiveIntentClassification (de)": 44.79, - "MassiveIntentClassification (el)": 46.71, - "MassiveIntentClassification (en)": 47.91, - "MassiveIntentClassification (es)": 45.44, - "MassiveIntentClassification (fa)": 45.01, - "MassiveIntentClassification (fi)": 45.94, - "MassiveIntentClassification (fr)": 46.13, - "MassiveIntentClassification (he)": 42.55, - "MassiveIntentClassification (hi)": 40.2, - "MassiveIntentClassification (hu)": 42.77, - "MassiveIntentClassification (hy)": 28.07, - "MassiveIntentClassification (id)": 45.81, - "MassiveIntentClassification (is)": 39.86, - "MassiveIntentClassification (it)": 48.25, - "MassiveIntentClassification (ja)": 45.3, - "MassiveIntentClassification (jv)": 24.3, - "MassiveIntentClassification (ka)": 22.7, - "MassiveIntentClassification (km)": 22.48, - "MassiveIntentClassification (kn)": 4.32, - "MassiveIntentClassification (ko)": 44.26, - "MassiveIntentClassification (lv)": 39.75, - "MassiveIntentClassification (ml)": 41.33, - "MassiveIntentClassification (mn)": 16.2, - "MassiveIntentClassification (ms)": 43.23, - "MassiveIntentClassification (my)": 25.37, - "MassiveIntentClassification (nb)": 37.74, - "MassiveIntentClassification (nl)": 45.0, - "MassiveIntentClassification (pl)": 44.99, - "MassiveIntentClassification (pt)": 48.55, - "MassiveIntentClassification (ro)": 44.3, - "MassiveIntentClassification (ru)": 44.29, - "MassiveIntentClassification (sl)": 44.72, - "MassiveIntentClassification (sq)": 46.12, - "MassiveIntentClassification (sv)": 45.95, - "MassiveIntentClassification (sw)": 31.89, - "MassiveIntentClassification (ta)": 29.63, - "MassiveIntentClassification (te)": 36.03, - "MassiveIntentClassification (th)": 43.39, - "MassiveIntentClassification (tl)": 29.73, - "MassiveIntentClassification (tr)": 43.93, - "MassiveIntentClassification (ur)": 26.11, - "MassiveIntentClassification (vi)": 44.33, - "MassiveIntentClassification (zh-CN)": 40.62, - "MassiveIntentClassification (zh-TW)": 32.93, - "MassiveScenarioClassification (af)": 47.1, - "MassiveScenarioClassification (am)": 17.7, - "MassiveScenarioClassification (ar)": 45.21, - "MassiveScenarioClassification (az)": 28.21, - "MassiveScenarioClassification (bn)": 50.52, - "MassiveScenarioClassification (cy)": 22.58, - "MassiveScenarioClassification (da)": 54.87, - "MassiveScenarioClassification (de)": 54.34, - "MassiveScenarioClassification (el)": 55.47, - "MassiveScenarioClassification (en)": 55.92, - "MassiveScenarioClassification (es)": 52.77, - "MassiveScenarioClassification (fa)": 52.5, - "MassiveScenarioClassification (fi)": 52.63, - "MassiveScenarioClassification (fr)": 54.32, - "MassiveScenarioClassification (he)": 52.41, - "MassiveScenarioClassification (hi)": 47.37, - "MassiveScenarioClassification (hu)": 53.43, - "MassiveScenarioClassification (hy)": 33.57, - "MassiveScenarioClassification (id)": 54.38, - "MassiveScenarioClassification (is)": 49.78, - "MassiveScenarioClassification (it)": 54.84, - "MassiveScenarioClassification (ja)": 54.12, - "MassiveScenarioClassification (jv)": 32.71, - "MassiveScenarioClassification (ka)": 26.92, - "MassiveScenarioClassification (km)": 27.23, - "MassiveScenarioClassification (kn)": 10.06, - "MassiveScenarioClassification (ko)": 52.01, - "MassiveScenarioClassification (lv)": 44.82, - "MassiveScenarioClassification (ml)": 49.1, - "MassiveScenarioClassification (mn)": 21.51, - "MassiveScenarioClassification (ms)": 53.6, - "MassiveScenarioClassification (my)": 29.72, - "MassiveScenarioClassification (nb)": 43.9, - "MassiveScenarioClassification (nl)": 53.33, - "MassiveScenarioClassification (pl)": 52.92, - "MassiveScenarioClassification (pt)": 53.41, - "MassiveScenarioClassification (ro)": 50.48, - "MassiveScenarioClassification (ru)": 51.84, - "MassiveScenarioClassification (sl)": 51.29, - "MassiveScenarioClassification (sq)": 55.65, - "MassiveScenarioClassification (sv)": 54.64, - "MassiveScenarioClassification (sw)": 42.04, - "MassiveScenarioClassification (ta)": 36.72, - "MassiveScenarioClassification (te)": 42.08, - "MassiveScenarioClassification (th)": 52.15, - "MassiveScenarioClassification (tl)": 37.34, - "MassiveScenarioClassification (tr)": 52.56, - "MassiveScenarioClassification (ur)": 32.6, - "MassiveScenarioClassification (vi)": 50.97, - "MassiveScenarioClassification (zh-CN)": 50.22, - "MassiveScenarioClassification (zh-TW)": 42.32, - "ToxicConversationsClassification": 54.05, - "TweetSentimentExtractionClassification": 48.73 + "Model": "glove.6B.300d", + "AmazonCounterfactualClassification (en)": 56.91, + "AmazonPolarityClassification": 60.32, + "AmazonReviewsClassification (en)": 29.67, + "Banking77Classification": 67.69, + "EmotionClassification": 36.93, + "ImdbClassification": 62.57, + "MTOPDomainClassification (en)": 79.11, + "MTOPIntentClassification (en)": 55.85, + "MassiveIntentClassification (en)": 56.19, + "MassiveScenarioClassification (en)": 66.03, + "ToxicConversationsClassification": 65.4, + "TweetSentimentExtractionClassification": 50.8 } ] }, "Clustering": { "v_measure": [ { - "Model": "LASER2", - "AlloProfClusteringP2P": 48.45, - "AlloProfClusteringS2S": 25.81, - "ArxivClusteringP2P": 17.77, - "ArxivClusteringS2S": 12.39, - "BiorxivClusteringP2P": 12.4, - "BiorxivClusteringS2S": 8.83, - "HALClusteringS2S": 11.52, - "MLSUMClusteringP2P": 34.53, - "MLSUMClusteringS2S": 27.35, - "MasakhaNEWSClusteringP2P (fra)": 32.04, - "MasakhaNEWSClusteringS2S (fra)": 29.77, - "MedrxivClusteringP2P": 17.91, - "MedrxivClusteringS2S": 16.63, - "RedditClustering": 9.96, - "RedditClusteringP2P": 26.42, - "StackExchangeClustering": 15.79, - "StackExchangeClusteringP2P": 18.63, - "TwentyNewsgroupsClustering": 11.38 + "Model": "glove.6B.300d", + "ArxivClusteringP2P": 32.56, + "ArxivClusteringS2S": 23.14, + "BiorxivClusteringP2P": 29.27, + "BiorxivClusteringS2S": 19.18, + "MedrxivClusteringP2P": 26.12, + "MedrxivClusteringS2S": 20.38, + "RedditClustering": 28.46, + "RedditClusteringP2P": 35.82, + "StackExchangeClustering": 35.8, + "StackExchangeClusteringP2P": 28.51, + "TwentyNewsgroupsClustering": 25.83 } ] }, "PairClassification": { "ap": [ { - "Model": "LASER2", - "OpusparcusPC (fr)": 93.77, - "PawsXPairClassification (fr)": 69.53, - "SprintDuplicateQuestions": 65.54, - "TwitterSemEval2015": 59.57, - "TwitterURLCorpus": 81.47 + "Model": "glove.6B.300d", + "SprintDuplicateQuestions": 86.96, + "TwitterSemEval2015": 48.45, + "TwitterURLCorpus": 77.35 } ] }, "Reranking": { "map": [ { - "Model": "LASER2", - "AlloprofReranking": 35.29, - "AskUbuntuDupQuestions": 48.99, - "MindSmallReranking": 24.79, - "SciDocsRR": 54.99, - "StackOverflowDupQuestions": 36.98, - "SyntecReranking": 55.93 + "Model": "glove.6B.300d", + "AskUbuntuDupQuestions": 49.57, + "MindSmallReranking": 27.01, + "SciDocsRR": 62.56, + "StackOverflowDupQuestions": 34.03 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LASER2", - "AlloprofRetrieval": 3.1, - "ArguAna": 12.86, - "BSARDRetrieval": 0.36, - "CQADupstackRetrieval": 4.12, - "ClimateFEVER": 0.36, - "DBPedia": 1.53, - "FEVER": 0.77, - "FiQA2018": 1.73, - "HotpotQA": 5.5, - "MSMARCO": 1.09, - "MintakaRetrieval (fr)": 6.31, - "NFCorpus": 2.44, - "NQ": 0.64, - "QuoraRetrieval": 71.14, - "SCIDOCS": 0.78, - "SciFact": 4.04, - "SyntecRetrieval": 28.58, - "TRECCOVID": 10.97, - "Touche2020": 1.06, - "XPQARetrieval (fr)": 42.59 + "Model": "glove.6B.300d", + "ArguAna": 36.3, + "CQADupstackRetrieval": 15.47, + "ClimateFEVER": 14.44, + "DBPedia": 18.28, + "FEVER": 14.99, + "FiQA2018": 10.09, + "HotpotQA": 19.18, + "MSMARCO": 9.6, + "NFCorpus": 13.87, + "NQ": 12.87, + "QuoraRetrieval": 71.32, + "SCIDOCS": 8.04, + "SciFact": 29.58, + "TRECCOVID": 36.22, + "Touche2020": 13.99 } ] }, "STS": { "spearman": [ { - "Model": "LASER2", - "BIOSSES": 62.01, - "SICK-R": 62.86, - "SICKFr": 64.95, - "STS12": 62.6, - "STS13": 59.62, - "STS14": 57.03, - "STS15": 71.57, - "STS16": 70.75, - "STS17 (ar-ar)": 67.47, - "STS17 (en-ar)": 65.05, - "STS17 (en-de)": 66.66, - "STS17 (en-en)": 76.73, - "STS17 (en-tr)": 70.05, - "STS17 (es-en)": 55.3, - "STS17 (es-es)": 79.67, - "STS17 (fr-en)": 70.82, - "STS17 (it-en)": 70.98, - "STS17 (ko-ko)": 70.52, - "STS17 (nl-en)": 68.12, - "STS22 (ar)": 42.57, - "STS22 (de)": 25.69, - "STS22 (de-en)": 32.35, - "STS22 (de-fr)": 37.41, - "STS22 (de-pl)": 15.67, - "STS22 (en)": 39.76, - "STS22 (es)": 54.92, - "STS22 (es-en)": 54.34, - "STS22 (es-it)": 42.21, - "STS22 (fr)": 58.61, - "STS22 (fr-pl)": 39.44, - "STS22 (it)": 60.31, - "STS22 (pl)": 18.34, - "STS22 (pl-en)": 53.63, - "STS22 (ru)": 39.24, - "STS22 (tr)": 36.97, - "STS22 (zh)": 49.41, - "STS22 (zh-en)": 46.19, - "STSBenchmark": 69.77, - "STSBenchmarkMultilingualSTS (fr)": 69.82 + "Model": "glove.6B.300d", + "BIOSSES": 44.93, + "SICK-R": 55.43, + "STS12": 54.64, + "STS13": 69.16, + "STS14": 60.81, + "STS15": 72.31, + "STS16": 65.34, + "STS17 (en-en)": 77.95, + "STS22 (en)": 56.35, + "STSBenchmark": 61.54 } ] }, "Summarization": { "spearman": [ { - "Model": "LASER2", - "SummEval": 26.8, - "SummEvalFr": 31.56 + "Model": "glove.6B.300d", + "SummEval": 28.87 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "glove.6B.300d" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "LASER2" + "Model": "glove.6B.300d" } ] } }, - "nomic-embed-text-v1": { + "bert-base-swedish-cased": { "BitextMining": { "f1": [ { - "Model": "nomic-embed-text-v1" + "Model": "bert-base-swedish-cased", + "BornholmBitextMining": 6.6 } ] }, "Classification": { "accuracy": [ { - "Model": "nomic-embed-text-v1" + "Model": "bert-base-swedish-cased", + "AngryTweetsClassification": 44.58, + "DKHateClassification": 55.53, + "DanishPoliticalCommentsClassification": 28.97, + "LccSentimentClassification": 41.2, + "MassiveIntentClassification (da)": 37.98, + "MassiveIntentClassification (nb)": 35.75, + "MassiveIntentClassification (sv)": 52.75, + "MassiveScenarioClassification (da)": 40.44, + "MassiveScenarioClassification (nb)": 35.76, + "MassiveScenarioClassification (sv)": 56.09, + "NoRecClassification": 43.91, + "NordicLangClassification": 62.45, + "NorwegianParliament": 57.56, + "ScalaDaClassification": 53.53, + "ScalaNbClassification": 53.63 } ] }, "Clustering": { "v_measure": [ { - "Model": "nomic-embed-text-v1" + "Model": "bert-base-swedish-cased" } ] }, "PairClassification": { "ap": [ { - "Model": "nomic-embed-text-v1" + "Model": "bert-base-swedish-cased" } ] }, "Reranking": { "map": [ { - "Model": "nomic-embed-text-v1" + "Model": "bert-base-swedish-cased" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "nomic-embed-text-v1", - "LEMBNarrativeQARetrieval": 41.23, - "LEMBNeedleRetrieval": 39.5, - "LEMBPasskeyRetrieval": 44.75, - "LEMBQMSumRetrieval": 36.65, - "LEMBSummScreenFDRetrieval": 92.97, - "LEMBWikimQARetrieval": 73.75 + "Model": "bert-base-swedish-cased" } ] }, "STS": { "spearman": [ { - "Model": "nomic-embed-text-v1" + "Model": "bert-base-swedish-cased" } ] }, "Summarization": { "spearman": [ { - "Model": "nomic-embed-text-v1" + "Model": "bert-base-swedish-cased" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bert-base-swedish-cased" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "nomic-embed-text-v1" + "Model": "bert-base-swedish-cased" } ] } }, - "text-search-ada-001": { + "bge-large-zh-v1.5": { "BitextMining": { "f1": [ { - "Model": "text-search-ada-001" + "Model": "bge-large-zh-v1.5" } ] }, "Classification": { "accuracy": [ { - "Model": "text-search-ada-001" + "Model": "bge-large-zh-v1.5", + "AmazonReviewsClassification (zh)": 41.38, + "IFlyTek": 48.74, + "JDReview": 85.14, + "MassiveIntentClassification (zh-CN)": 68.84, + "MassiveScenarioClassification (zh-CN)": 74.7, + "MultilingualSentiment": 72.97, + "OnlineShopping": 91.43, + "TNews": 52.1, + "Waimai": 86.9 } ] }, "Clustering": { "v_measure": [ { - "Model": "text-search-ada-001", - "BiorxivClusteringS2S": 26.05, - "MedrxivClusteringS2S": 25.67, - "TwentyNewsgroupsClustering": 44.92 + "Model": "bge-large-zh-v1.5", + "CLSClusteringP2P": 41.44, + "CLSClusteringS2S": 38.33, + "ThuNewsClusteringP2P": 59.61, + "ThuNewsClusteringS2S": 56.58 } ] }, "PairClassification": { "ap": [ { - "Model": "text-search-ada-001" + "Model": "bge-large-zh-v1.5", + "Cmnli": 85.27, + "Ocnli": 77.94 } ] }, "Reranking": { "map": [ { - "Model": "text-search-ada-001" + "Model": "bge-large-zh-v1.5", + "CMedQAv1": 83.45, + "CMedQAv2": 85.44, + "MMarcoReranking": 28.74, + "T2Reranking": 65.74 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-search-ada-001", - "ArguAna": 46.91, - "ClimateFEVER": 18.5, - "DBPedia": 36.2, - "FEVER": 72.1, - "FiQA2018": 38.41, - "HotpotQA": 59.39, - "MSMARCO": 37.94, - "NFCorpus": 33.17, - "NQ": 42.81, - "QuoraRetrieval": 70.57, - "SCIDOCS": 14.83, - "SciFact": 67.25, - "TRECCOVID": 72.43, - "Touche2020": 28.68 + "Model": "bge-large-zh-v1.5", + "CmedqaRetrieval": 42.57, + "CovidRetrieval": 73.35, + "DuRetrieval": 86.32, + "EcomRetrieval": 65.33, + "MMarcoRetrieval": 79.23, + "MedicalRetrieval": 59.59, + "T2Retrieval": 83.99, + "VideoRetrieval": 73.32 } ] }, "STS": { "spearman": [ { - "Model": "text-search-ada-001" + "Model": "bge-large-zh-v1.5", + "AFQMC": 44.36, + "ATEC": 49.54, + "BQ": 62.94, + "LCQMC": 74.33, + "PAWSX": 33.92, + "QBQTC": 37.29, + "STS22 (zh)": 68.94, + "STSB": 78.7 } ] }, "Summarization": { "spearman": [ { - "Model": "text-search-ada-001" + "Model": "bge-large-zh-v1.5" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-large-zh-v1.5" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text-search-ada-001" + "Model": "bge-large-zh-v1.5" } ] } }, - "rubert-tiny": { + "LLM2Vec-Meta-Llama-3-supervised": { "BitextMining": { "f1": [ { - "Model": "rubert-tiny" + "Model": "LLM2Vec-Meta-Llama-3-supervised" } ] }, "Classification": { "accuracy": [ { - "Model": "rubert-tiny", - "GeoreviewClassification (rus-Cyrl)": 33.45, - "HeadlineClassification (rus-Cyrl)": 57.65, - "InappropriatenessClassification (rus-Cyrl)": 54.5, - "KinopoiskClassification (rus-Cyrl)": 41.36, - "MassiveIntentClassification (rus-Cyrl)": 50.1, - "MassiveScenarioClassification (rus-Cyrl)": 52.15, - "RuReviewsClassification (rus-Cyrl)": 49.56, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 35.71, - "RuSciBenchOECDClassification (rus-Cyrl)": 26.51 + "Model": "LLM2Vec-Meta-Llama-3-supervised", + "AmazonCounterfactualClassification (en)": 79.94, + "AmazonPolarityClassification": 86.07, + "AmazonReviewsClassification (en)": 46.84, + "Banking77Classification": 88.05, + "EmotionClassification": 51.2, + "ImdbClassification": 82.94, + "MTOPDomainClassification (en)": 96.14, + "MTOPIntentClassification (en)": 86.11, + "MassiveIntentClassification (en)": 79.8, + "MassiveScenarioClassification (en)": 81.52, + "ToxicConversationsClassification": 70.59, + "TweetSentimentExtractionClassification": 61.9 } ] }, "Clustering": { "v_measure": [ { - "Model": "rubert-tiny", - "GeoreviewClusteringP2P (rus-Cyrl)": 34.4, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 29.89, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 27.98 + "Model": "LLM2Vec-Meta-Llama-3-supervised", + "ArxivClusteringP2P": 44.27, + "ArxivClusteringS2S": 46.85, + "BiorxivClusteringP2P": 32.35, + "BiorxivClusteringS2S": 36.7, + "MedrxivClusteringP2P": 30.71, + "MedrxivClusteringS2S": 32.96, + "RedditClustering": 61.72, + "RedditClusteringP2P": 63.98, + "StackExchangeClustering": 72.74, + "StackExchangeClusteringP2P": 32.26, + "TwentyNewsgroupsClustering": 56.41 } ] }, "PairClassification": { "ap": [ { - "Model": "rubert-tiny", - "TERRa (rus-Cyrl)": 51.06 + "Model": "LLM2Vec-Meta-Llama-3-supervised", + "SprintDuplicateQuestions": 95.09, + "TwitterSemEval2015": 81.73, + "TwitterURLCorpus": 86.56 } ] }, "Reranking": { "map": [ { - "Model": "rubert-tiny", - "RuBQReranking (rus-Cyrl)": 35.44 + "Model": "LLM2Vec-Meta-Llama-3-supervised", + "AskUbuntuDupQuestions": 65.19, + "MindSmallReranking": 32.67, + "SciDocsRR": 86.05, + "StackOverflowDupQuestions": 54.82 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "rubert-tiny", - "RiaNewsRetrieval (rus-Cyrl)": 0.79, - "RuBQRetrieval (rus-Cyrl)": 3.24 + "Model": "LLM2Vec-Meta-Llama-3-supervised", + "ArguAna": 62.78, + "CQADupstackRetrieval": 48.25, + "ClimateFEVER": 34.27, + "DBPedia": 48.34, + "FEVER": 90.2, + "FiQA2018": 55.33, + "HotpotQA": 71.76, + "MSMARCO": 43.24, + "NFCorpus": 41.83, + "NQ": 64.21, + "QuoraRetrieval": 87.16, + "SCIDOCS": 22.96, + "SciFact": 78.22, + "TRECCOVID": 80.34, + "Touche2020": 20.5 } ] }, "STS": { "spearman": [ { - "Model": "rubert-tiny", - "RUParaPhraserSTS (rus-Cyrl)": 53.41, - "RuSTSBenchmarkSTS (rus-Cyrl)": 58.16, - "STS22 (rus-Cyrl)": 47.88 + "Model": "LLM2Vec-Meta-Llama-3-supervised", + "BIOSSES": 84.92, + "SICK-R": 83.94, + "STS12": 79.27, + "STS13": 84.83, + "STS14": 82.94, + "STS15": 88.09, + "STS16": 86.54, + "STS17 (en-en)": 89.58, + "STS22 (en)": 67.67, + "STSBenchmark": 88.05 } ] }, "Summarization": { "spearman": [ { - "Model": "rubert-tiny" + "Model": "LLM2Vec-Meta-Llama-3-supervised", + "SummEval": 30.94 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LLM2Vec-Meta-Llama-3-supervised" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "rubert-tiny" + "Model": "LLM2Vec-Meta-Llama-3-supervised" } ] } }, - "sbert_large_mt_nlu_ru": { + "text-similarity-davinci-001": { "BitextMining": { "f1": [ { - "Model": "sbert_large_mt_nlu_ru" + "Model": "text-similarity-davinci-001" } ] }, "Classification": { "accuracy": [ { - "Model": "sbert_large_mt_nlu_ru", - "GeoreviewClassification (rus-Cyrl)": 39.67, - "HeadlineClassification (rus-Cyrl)": 77.19, - "InappropriatenessClassification (rus-Cyrl)": 64.64, - "KinopoiskClassification (rus-Cyrl)": 50.33, - "MassiveIntentClassification (rus-Cyrl)": 61.42, - "MassiveScenarioClassification (rus-Cyrl)": 68.13, - "RuReviewsClassification (rus-Cyrl)": 58.29, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 54.19, - "RuSciBenchOECDClassification (rus-Cyrl)": 43.8 + "Model": "text-similarity-davinci-001" } ] }, "Clustering": { "v_measure": [ { - "Model": "sbert_large_mt_nlu_ru", - "GeoreviewClusteringP2P (rus-Cyrl)": 58.45, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 52.2, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 47.29 + "Model": "text-similarity-davinci-001", + "RedditClustering": 31.78, + "StackExchangeClustering": 36.86, + "TwentyNewsgroupsClustering": 29.33 } ] }, "PairClassification": { "ap": [ { - "Model": "sbert_large_mt_nlu_ru", - "TERRa (rus-Cyrl)": 51.97 + "Model": "text-similarity-davinci-001", + "SprintDuplicateQuestions": 69.52, + "TwitterSemEval2015": 74.42, + "TwitterURLCorpus": 83.75 } ] }, "Reranking": { "map": [ { - "Model": "sbert_large_mt_nlu_ru", - "RuBQReranking (rus-Cyrl)": 56.13 + "Model": "text-similarity-davinci-001", + "AskUbuntuDupQuestions": 53.56, + "SciDocsRR": 68.7, + "StackOverflowDupQuestions": 39.41 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "sbert_large_mt_nlu_ru", - "RiaNewsRetrieval (rus-Cyrl)": 21.4, - "RuBQRetrieval (rus-Cyrl)": 29.8 + "Model": "text-similarity-davinci-001" } ] }, "STS": { "spearman": [ { - "Model": "sbert_large_mt_nlu_ru", - "RUParaPhraserSTS (rus-Cyrl)": 65.17, - "RuSTSBenchmarkSTS (rus-Cyrl)": 71.22, - "STS22 (rus-Cyrl)": 56.82 + "Model": "text-similarity-davinci-001", + "BIOSSES": 68.95, + "SICK-R": 78.72, + "STSBenchmark": 84.08 } ] }, "Summarization": { "spearman": [ { - "Model": "sbert_large_mt_nlu_ru" + "Model": "text-similarity-davinci-001" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-similarity-davinci-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "sbert_large_mt_nlu_ru" + "Model": "text-similarity-davinci-001" } ] } }, - "gelectra-large": { + "bert-base-15lang-cased": { "BitextMining": { "f1": [ { - "Model": "gelectra-large" + "Model": "bert-base-15lang-cased" } ] }, "Classification": { "accuracy": [ { - "Model": "gelectra-large" + "Model": "bert-base-15lang-cased", + "AmazonReviewsClassification (fr)": 29.35, + "MTOPDomainClassification (fr)": 63.7, + "MTOPIntentClassification (fr)": 37.85, + "MasakhaNEWSClassification (fra)": 63.89, + "MassiveIntentClassification (fr)": 37.28, + "MassiveScenarioClassification (fr)": 44.47 } ] }, "Clustering": { "v_measure": [ { - "Model": "gelectra-large", - "BlurbsClusteringP2P": 13.96, - "BlurbsClusteringS2S": 7.57, - "TenKGnadClusteringP2P": 11.49, - "TenKGnadClusteringS2S": 3.91 + "Model": "bert-base-15lang-cased", + "AlloProfClusteringP2P": 53.16, + "AlloProfClusteringS2S": 43.43, + "HALClusteringS2S": 20.26, + "MLSUMClusteringP2P": 41.22, + "MLSUMClusteringS2S": 31.88, + "MasakhaNEWSClusteringP2P (fra)": 24.23, + "MasakhaNEWSClusteringS2S (fra)": 24.46 } ] }, "PairClassification": { "ap": [ { - "Model": "gelectra-large" + "Model": "bert-base-15lang-cased", + "OpusparcusPC (fr)": 86.78, + "PawsXPairClassification (fr)": 53.38 } ] }, "Reranking": { "map": [ { - "Model": "gelectra-large" + "Model": "bert-base-15lang-cased", + "AlloprofReranking": 36.21, + "SyntecReranking": 53.25 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "gelectra-large" + "Model": "bert-base-15lang-cased", + "AlloprofRetrieval": 1.61, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 3.55, + "SyntecRetrieval": 18.95, + "XPQARetrieval (fr)": 18.35 } ] }, "STS": { "spearman": [ { - "Model": "gelectra-large" + "Model": "bert-base-15lang-cased", + "SICKFr": 58.77, + "STS22 (fr)": 40.4, + "STSBenchmarkMultilingualSTS (fr)": 52.25 } ] }, "Summarization": { "spearman": [ { - "Model": "gelectra-large" + "Model": "bert-base-15lang-cased", + "SummEvalFr": 29.13 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bert-base-15lang-cased" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "gelectra-large" + "Model": "bert-base-15lang-cased" } ] } }, - "distilrubert-small-cased-conversational": { + "dfm-encoder-large-v1": { "BitextMining": { "f1": [ { - "Model": "distilrubert-small-cased-conversational", - "Tatoeba (rus-Cyrl_eng-Latn)": 24.16 + "Model": "dfm-encoder-large-v1", + "BornholmBitextMining": 11.65 } ] }, "Classification": { "accuracy": [ { - "Model": "distilrubert-small-cased-conversational", - "GeoreviewClassification (rus-Cyrl)": 38.95, - "HeadlineClassification (rus-Cyrl)": 75.59, - "InappropriatenessClassification (rus-Cyrl)": 60.68, - "KinopoiskClassification (rus-Cyrl)": 49.67, - "MassiveIntentClassification (rus-Cyrl)": 63.12, - "MassiveScenarioClassification (rus-Cyrl)": 68.08, - "RuReviewsClassification (rus-Cyrl)": 54.05, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 48.53, - "RuSciBenchOECDClassification (rus-Cyrl)": 37.65 + "Model": "dfm-encoder-large-v1", + "AngryTweetsClassification": 53.8, + "DKHateClassification": 60.09, + "DanishPoliticalCommentsClassification": 36.6, + "LccSentimentClassification": 57.33, + "MassiveIntentClassification (da)": 60.55, + "MassiveIntentClassification (nb)": 52.49, + "MassiveIntentClassification (sv)": 49.74, + "MassiveScenarioClassification (da)": 64.16, + "MassiveScenarioClassification (nb)": 54.59, + "MassiveScenarioClassification (sv)": 50.1, + "NoRecClassification": 48.3, + "NordicLangClassification": 77.68, + "NorwegianParliament": 58.78, + "ScalaDaClassification": 63.08, + "ScalaNbClassification": 58.95 } ] }, "Clustering": { "v_measure": [ { - "Model": "distilrubert-small-cased-conversational", - "GeoreviewClusteringP2P (rus-Cyrl)": 43.26, - "MLSUMClusteringP2P (rus-Cyrl)": 50.08, - "MLSUMClusteringS2S (rus-Cyrl)": 51.12, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 37.84, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 34.12 + "Model": "dfm-encoder-large-v1" } ] }, "PairClassification": { "ap": [ { - "Model": "distilrubert-small-cased-conversational", - "OpusparcusPC (rus-Cyrl)": 84.35, - "TERRa (rus-Cyrl)": 52.48 + "Model": "dfm-encoder-large-v1" } ] }, "Reranking": { "map": [ { - "Model": "distilrubert-small-cased-conversational", - "RuBQReranking (rus-Cyrl)": 42.58 + "Model": "dfm-encoder-large-v1" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "distilrubert-small-cased-conversational", - "RiaNewsRetrieval (rus-Cyrl)": 4.14, - "RuBQRetrieval (rus-Cyrl)": 10.6 + "Model": "dfm-encoder-large-v1" } ] }, "STS": { "spearman": [ { - "Model": "distilrubert-small-cased-conversational", - "RUParaPhraserSTS (rus-Cyrl)": 55.01, - "RuSTSBenchmarkSTS (rus-Cyrl)": 61.72, - "STS22 (rus-Cyrl)": 51.87, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 61.6 + "Model": "dfm-encoder-large-v1" } ] }, "Summarization": { "spearman": [ { - "Model": "distilrubert-small-cased-conversational" + "Model": "dfm-encoder-large-v1" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "dfm-encoder-large-v1" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "distilrubert-small-cased-conversational" + "Model": "dfm-encoder-large-v1" } ] } }, - "monot5-base-msmarco-10k": { + "nomic-embed-text-v1.5-512": { "BitextMining": { "f1": [ { - "Model": "monot5-base-msmarco-10k" + "Model": "nomic-embed-text-v1.5-512" } ] }, "Classification": { "accuracy": [ { - "Model": "monot5-base-msmarco-10k" + "Model": "nomic-embed-text-v1.5-512", + "AmazonCounterfactualClassification (en)": 74.27, + "AmazonPolarityClassification": 91.89, + "AmazonReviewsClassification (en)": 46.97, + "Banking77Classification": 84.15, + "EmotionClassification": 47.73, + "ImdbClassification": 85.47, + "MTOPDomainClassification (en)": 92.62, + "MTOPIntentClassification (en)": 74.27, + "MassiveIntentClassification (en)": 73.07, + "MassiveScenarioClassification (en)": 76.82, + "ToxicConversationsClassification": 71.25, + "TweetSentimentExtractionClassification": 60.4 } ] }, "Clustering": { "v_measure": [ { - "Model": "monot5-base-msmarco-10k" + "Model": "nomic-embed-text-v1.5-512", + "ArxivClusteringP2P": 45.45, + "ArxivClusteringS2S": 36.19, + "BiorxivClusteringP2P": 38.41, + "BiorxivClusteringS2S": 32.28, + "MedrxivClusteringP2P": 34.47, + "MedrxivClusteringS2S": 31.43, + "RedditClustering": 55.9, + "RedditClusteringP2P": 60.58, + "StackExchangeClustering": 62.94, + "StackExchangeClusteringP2P": 33.81, + "TwentyNewsgroupsClustering": 49.36 } ] }, "PairClassification": { "ap": [ { - "Model": "monot5-base-msmarco-10k" + "Model": "nomic-embed-text-v1.5-512", + "SprintDuplicateQuestions": 92.91, + "TwitterSemEval2015": 74.3, + "TwitterURLCorpus": 86.57 } ] }, "Reranking": { "map": [ { - "Model": "monot5-base-msmarco-10k" + "Model": "nomic-embed-text-v1.5-512", + "AskUbuntuDupQuestions": 61.6, + "MindSmallReranking": 30.34, + "SciDocsRR": 80.33, + "StackOverflowDupQuestions": 50.32 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "monot5-base-msmarco-10k" + "Model": "nomic-embed-text-v1.5-512", + "ArguAna": 47.45, + "CQADupstackRetrieval": 39.06, + "ClimateFEVER": 40.7, + "DBPedia": 42.96, + "FEVER": 85.7, + "FiQA2018": 36.92, + "HotpotQA": 71.48, + "MSMARCO": 42.29, + "NFCorpus": 33.31, + "NQ": 58.83, + "QuoraRetrieval": 87.87, + "SCIDOCS": 17.88, + "SciFact": 70.12, + "TRECCOVID": 82.12, + "Touche2020": 29.24 } ] }, "STS": { "spearman": [ { - "Model": "monot5-base-msmarco-10k" + "Model": "nomic-embed-text-v1.5-512", + "BIOSSES": 83.3, + "SICK-R": 79.27, + "STS12": 78.3, + "STS13": 85.81, + "STS14": 81.38, + "STS15": 86.79, + "STS16": 84.56, + "STS17 (en-en)": 87.25, + "STS22 (en)": 65.24, + "STSBenchmark": 85.14 } ] }, "Summarization": { "spearman": [ { - "Model": "monot5-base-msmarco-10k" + "Model": "nomic-embed-text-v1.5-512", + "SummEval": 30.47 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "nomic-embed-text-v1.5-512" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "monot5-base-msmarco-10k", - "Core17InstructionRetrieval": -4.06, - "News21InstructionRetrieval": 5.02, - "Robust04InstructionRetrieval": -6.2 + "Model": "nomic-embed-text-v1.5-512" } ] } }, - "all-MiniLM-L6-v2": { + "GritLM-7B-noinstruct": { "BitextMining": { "f1": [ { - "Model": "all-MiniLM-L6-v2", - "BornholmBitextMining": 29.68, - "BornholmBitextMining (dan-Latn)": 29.68, - "Tatoeba (kab-Latn_eng-Latn)": 0.96, - "Tatoeba (aze-Latn_eng-Latn)": 1.04, - "Tatoeba (wuu-Hans_eng-Latn)": 0.6, - "Tatoeba (fra-Latn_eng-Latn)": 8.17, - "Tatoeba (nov-Latn_eng-Latn)": 13.97, - "Tatoeba (slk-Latn_eng-Latn)": 3.27, - "Tatoeba (mkd-Cyrl_eng-Latn)": 0.0, - "Tatoeba (ukr-Cyrl_eng-Latn)": 0.3, - "Tatoeba (kur-Latn_eng-Latn)": 5.21, - "Tatoeba (hin-Deva_eng-Latn)": 0.0, - "Tatoeba (tgl-Latn_eng-Latn)": 2.69, - "Tatoeba (jav-Latn_eng-Latn)": 3.37, - "Tatoeba (nob-Latn_eng-Latn)": 4.34, - "Tatoeba (tam-Taml_eng-Latn)": 0.33, - "Tatoeba (hsb-Latn_eng-Latn)": 2.65, - "Tatoeba (srp-Cyrl_eng-Latn)": 1.28, - "Tatoeba (cat-Latn_eng-Latn)": 6.93, - "Tatoeba (jpn-Jpan_eng-Latn)": 0.97, - "Tatoeba (kzj-Latn_eng-Latn)": 2.78, - "Tatoeba (uig-Arab_eng-Latn)": 0.2, - "Tatoeba (max-Deva_eng-Latn)": 6.93, - "Tatoeba (dtp-Latn_eng-Latn)": 1.88, - "Tatoeba (cbk-Latn_eng-Latn)": 7.04, - "Tatoeba (bre-Latn_eng-Latn)": 3.22, - "Tatoeba (arz-Arab_eng-Latn)": 0.0, - "Tatoeba (heb-Hebr_eng-Latn)": 0.22, - "Tatoeba (kat-Geor_eng-Latn)": 0.3, - "Tatoeba (yid-Hebr_eng-Latn)": 0.14, - "Tatoeba (lit-Latn_eng-Latn)": 0.92, - "Tatoeba (ber-Tfng_eng-Latn)": 4.69, - "Tatoeba (hun-Latn_eng-Latn)": 3.56, - "Tatoeba (mhr-Cyrl_eng-Latn)": 0.0, - "Tatoeba (isl-Latn_eng-Latn)": 2.37, - "Tatoeba (ind-Latn_eng-Latn)": 3.86, - "Tatoeba (tuk-Latn_eng-Latn)": 3.52, - "Tatoeba (kor-Hang_eng-Latn)": 0.45, - "Tatoeba (ara-Arab_eng-Latn)": 0.0, - "Tatoeba (tzl-Latn_eng-Latn)": 4.58, - "Tatoeba (swe-Latn_eng-Latn)": 6.06, - "Tatoeba (ang-Latn_eng-Latn)": 15.64, - "Tatoeba (mon-Cyrl_eng-Latn)": 0.38, - "Tatoeba (urd-Arab_eng-Latn)": 0.1, - "Tatoeba (vie-Latn_eng-Latn)": 3.07, - "Tatoeba (ina-Latn_eng-Latn)": 17.63, - "Tatoeba (hrv-Latn_eng-Latn)": 3.83, - "Tatoeba (war-Latn_eng-Latn)": 4.94, - "Tatoeba (cor-Latn_eng-Latn)": 2.41, - "Tatoeba (tur-Latn_eng-Latn)": 3.59, - "Tatoeba (bul-Cyrl_eng-Latn)": 0.21, - "Tatoeba (spa-Latn_eng-Latn)": 5.63, - "Tatoeba (tel-Telu_eng-Latn)": 0.46, - "Tatoeba (nds-Latn_eng-Latn)": 9.56, - "Tatoeba (lvs-Latn_eng-Latn)": 2.61, - "Tatoeba (amh-Ethi_eng-Latn)": 0.25, - "Tatoeba (pms-Latn_eng-Latn)": 7.62, - "Tatoeba (xho-Latn_eng-Latn)": 4.01, - "Tatoeba (epo-Latn_eng-Latn)": 5.46, - "Tatoeba (por-Latn_eng-Latn)": 8.29, - "Tatoeba (ile-Latn_eng-Latn)": 13.54, - "Tatoeba (ell-Grek_eng-Latn)": 0.1, - "Tatoeba (oci-Latn_eng-Latn)": 6.55, - "Tatoeba (pes-Arab_eng-Latn)": 0.0, - "Tatoeba (tat-Cyrl_eng-Latn)": 0.44, - "Tatoeba (awa-Deva_eng-Latn)": 0.51, - "Tatoeba (fao-Latn_eng-Latn)": 5.33, - "Tatoeba (swg-Latn_eng-Latn)": 8.92, - "Tatoeba (uzb-Latn_eng-Latn)": 2.34, - "Tatoeba (cym-Latn_eng-Latn)": 6.09, - "Tatoeba (mar-Deva_eng-Latn)": 0.0, - "Tatoeba (fry-Latn_eng-Latn)": 11.22, - "Tatoeba (ces-Latn_eng-Latn)": 3.04, - "Tatoeba (afr-Latn_eng-Latn)": 5.89, - "Tatoeba (csb-Latn_eng-Latn)": 3.78, - "Tatoeba (pol-Latn_eng-Latn)": 2.58, - "Tatoeba (gla-Latn_eng-Latn)": 2.7, - "Tatoeba (deu-Latn_eng-Latn)": 7.89, - "Tatoeba (cmn-Hans_eng-Latn)": 1.92, - "Tatoeba (ita-Latn_eng-Latn)": 9.9, - "Tatoeba (ben-Beng_eng-Latn)": 0.0, - "Tatoeba (glg-Latn_eng-Latn)": 9.31, - "Tatoeba (dsb-Latn_eng-Latn)": 2.9, - "Tatoeba (pam-Latn_eng-Latn)": 3.54, - "Tatoeba (ast-Latn_eng-Latn)": 6.84, - "Tatoeba (bos-Latn_eng-Latn)": 5.58, - "Tatoeba (nld-Latn_eng-Latn)": 10.16, - "Tatoeba (bel-Cyrl_eng-Latn)": 0.5, - "Tatoeba (orv-Cyrl_eng-Latn)": 0.0, - "Tatoeba (gsw-Latn_eng-Latn)": 11.33, - "Tatoeba (dan-Latn_eng-Latn)": 7.84, - "Tatoeba (hye-Armn_eng-Latn)": 0.41, - "Tatoeba (mal-Mlym_eng-Latn)": 0.15, - "Tatoeba (arq-Arab_eng-Latn)": 0.11, - "Tatoeba (kaz-Cyrl_eng-Latn)": 0.42, - "Tatoeba (khm-Khmr_eng-Latn)": 0.42, - "Tatoeba (tha-Thai_eng-Latn)": 0.3, - "Tatoeba (swh-Latn_eng-Latn)": 5.8, - "Tatoeba (gle-Latn_eng-Latn)": 2.75, - "Tatoeba (ceb-Latn_eng-Latn)": 3.39, - "Tatoeba (sqi-Latn_eng-Latn)": 3.58, - "Tatoeba (slv-Latn_eng-Latn)": 3.25, - "Tatoeba (ido-Latn_eng-Latn)": 7.48, - "Tatoeba (yue-Hant_eng-Latn)": 0.86, - "Tatoeba (nno-Latn_eng-Latn)": 5.38, - "Tatoeba (est-Latn_eng-Latn)": 2.36, - "Tatoeba (lfn-Latn_eng-Latn)": 4.55, - "Tatoeba (lat-Latn_eng-Latn)": 5.04, - "Tatoeba (cha-Latn_eng-Latn)": 13.29, - "Tatoeba (eus-Latn_eng-Latn)": 5.54, - "Tatoeba (fin-Latn_eng-Latn)": 2.79, - "Tatoeba (rus-Cyrl_eng-Latn)": 0.07, - "Tatoeba (ron-Latn_eng-Latn)": 6.82, - "Tatoeba (zsm-Latn_eng-Latn)": 4.24 + "Model": "GritLM-7B-noinstruct" } ] }, "Classification": { "accuracy": [ { - "Model": "all-MiniLM-L6-v2", - "AllegroReviews (pol-Latn)": 24.64, - "AmazonCounterfactualClassification (en)": 63.64, - "AmazonCounterfactualClassification (en-ext)": 65.59, - "AmazonCounterfactualClassification (deu-Latn)": 57.82, - "AmazonCounterfactualClassification (jpn-Jpan)": 60.9, - "AmazonPolarityClassification": 64.26, - "AmazonReviewsClassification (en)": 30.85, - "AmazonReviewsClassification (deu-Latn)": 26.44, - "AmazonReviewsClassification (spa-Latn)": 27.35, - "AmazonReviewsClassification (fra-Latn)": 26.88, - "AmazonReviewsClassification (jpn-Jpan)": 23.78, - "AmazonReviewsClassification (cmn-Hans)": 23.67, - "AngryTweetsClassification": 42.49, - "AngryTweetsClassification (dan-Latn)": 42.48, - "Banking77Classification": 80.04, - "CBD (pol-Latn)": 50.9, - "DKHateClassification": 55.05, - "DanishPoliticalCommentsClassification": 26.96, - "DanishPoliticalCommentsClassification (dan-Latn)": 26.7, - "EmotionClassification": 40.83, - "GeoreviewClassification (rus-Cyrl)": 27.08, - "HeadlineClassification (rus-Cyrl)": 27.77, - "IFlyTek (cmn-Hans)": 16.09, - "ImdbClassification": 61.76, - "InappropriatenessClassification (rus-Cyrl)": 51.73, - "JDReview (cmn-Hans)": 59.98, - "KinopoiskClassification (rus-Cyrl)": 33.93, - "LccSentimentClassification": 38.47, - "LccSentimentClassification (dan-Latn)": 38.53, - "MTOPDomainClassification (en)": 91.68, - "MTOPDomainClassification (deu-Latn)": 70.47, - "MTOPDomainClassification (spa-Latn)": 72.99, - "MTOPDomainClassification (fra-Latn)": 75.1, - "MTOPDomainClassification (hin-Deva)": 40.74, - "MTOPDomainClassification (tha-Thai)": 15.66, - "MTOPIntentClassification (en)": 61.55, - "MTOPIntentClassification (deu-Latn)": 45.7, - "MTOPIntentClassification (spa-Latn)": 44.19, - "MTOPIntentClassification (fra-Latn)": 39.67, - "MTOPIntentClassification (hin-Deva)": 18.69, - "MTOPIntentClassification (tha-Thai)": 5.78, - "MasakhaNEWSClassification (fra)": 74.05, - "MasakhaNEWSClassification (amh-Ethi)": 33.03, - "MasakhaNEWSClassification (eng)": 77.11, - "MasakhaNEWSClassification (fra-Latn)": 68.84, - "MasakhaNEWSClassification (hau-Latn)": 50.49, - "MasakhaNEWSClassification (ibo-Latn)": 52.15, - "MasakhaNEWSClassification (lin-Latn)": 68.29, - "MasakhaNEWSClassification (lug-Latn)": 47.58, - "MasakhaNEWSClassification (orm-Ethi)": 50.68, - "MasakhaNEWSClassification (pcm-Latn)": 92.56, - "MasakhaNEWSClassification (run-Latn)": 54.81, - "MasakhaNEWSClassification (sna-Latn)": 65.58, - "MasakhaNEWSClassification (som-Latn)": 39.8, - "MasakhaNEWSClassification (swa-Latn)": 47.25, - "MasakhaNEWSClassification (tir-Ethi)": 28.97, - "MasakhaNEWSClassification (xho-Latn)": 54.14, - "MasakhaNEWSClassification (yor-Latn)": 55.01, - "MassiveIntentClassification (en)": 66.94, - "MassiveIntentClassification (da)": 40.99, - "MassiveIntentClassification (nb)": 39.34, - "MassiveIntentClassification (sv)": 38.1, - "MassiveIntentClassification (aze-Latn)": 30.63, - "MassiveIntentClassification (spa-Latn)": 39.88, - "MassiveIntentClassification (tam-Taml)": 11.31, - "MassiveIntentClassification (swe-Latn)": 38.09, - "MassiveIntentClassification (fas-Arab)": 19.1, - "MassiveIntentClassification (khm-Khmr)": 4.89, - "MassiveIntentClassification (mon-Cyrl)": 20.35, - "MassiveIntentClassification (hye-Armn)": 7.62, - "MassiveIntentClassification (kan-Knda)": 3.14, - "MassiveIntentClassification (cmo-Hans)": 24.4, - "MassiveIntentClassification (rus-Cyrl)": 27.58, - "MassiveIntentClassification (jpn-Jpan)": 31.87, - "MassiveIntentClassification (deu-Latn)": 43.44, - "MassiveIntentClassification (ind-Latn)": 39.02, - "MassiveIntentClassification (cym-Latn)": 34.54, - "MassiveIntentClassification (nld-Latn)": 40.2, - "MassiveIntentClassification (hin-Deva)": 17.7, - "MassiveIntentClassification (afr-Latn)": 37.45, - "MassiveIntentClassification (ell-Grek)": 24.19, - "MassiveIntentClassification (mal-Mlym)": 2.87, - "MassiveIntentClassification (por-Latn)": 43.76, - "MassiveIntentClassification (sqi-Latn)": 40.7, - "MassiveIntentClassification (urd-Arab)": 14.42, - "MassiveIntentClassification (vie-Latn)": 37.09, - "MassiveIntentClassification (hun-Latn)": 35.69, - "MassiveIntentClassification (ron-Latn)": 40.54, - "MassiveIntentClassification (ara-Arab)": 19.05, - "MassiveIntentClassification (nob-Latn)": 39.36, - "MassiveIntentClassification (slv-Latn)": 36.7, - "MassiveIntentClassification (lav-Latn)": 36.97, - "MassiveIntentClassification (heb-Hebr)": 22.48, - "MassiveIntentClassification (pol-Latn)": 36.07, - "MassiveIntentClassification (ita-Latn)": 41.59, - "MassiveIntentClassification (msa-Latn)": 35.07, - "MassiveIntentClassification (mya-Mymr)": 4.24, - "MassiveIntentClassification (isl-Latn)": 29.95, - "MassiveIntentClassification (tel-Telu)": 2.46, - "MassiveIntentClassification (swa-Latn)": 34.98, - "MassiveIntentClassification (amh-Ethi)": 2.62, - "MassiveIntentClassification (cmo-Hant)": 22.56, - "MassiveIntentClassification (tha-Thai)": 11.26, - "MassiveIntentClassification (ben-Beng)": 13.1, - "MassiveIntentClassification (fin-Latn)": 38.37, - "MassiveIntentClassification (fra-Latn)": 42.55, - "MassiveIntentClassification (kor-Kore)": 16.05, - "MassiveIntentClassification (kat-Geor)": 9.07, - "MassiveIntentClassification (dan-Latn)": 41.0, - "MassiveIntentClassification (tur-Latn)": 33.76, - "MassiveIntentClassification (tgl-Latn)": 37.92, - "MassiveIntentClassification (jav-Latn)": 35.91, - "MassiveScenarioClassification (en)": 73.81, - "MassiveScenarioClassification (da)": 47.01, - "MassiveScenarioClassification (nb)": 44.67, - "MassiveScenarioClassification (sv)": 42.93, - "MassiveScenarioClassification (mal-Mlym)": 7.67, - "MassiveScenarioClassification (khm-Khmr)": 9.25, - "MassiveScenarioClassification (deu-Latn)": 51.47, - "MassiveScenarioClassification (msa-Latn)": 43.67, - "MassiveScenarioClassification (heb-Hebr)": 24.01, - "MassiveScenarioClassification (mon-Cyrl)": 25.47, - "MassiveScenarioClassification (mya-Mymr)": 10.61, - "MassiveScenarioClassification (ind-Latn)": 43.46, - "MassiveScenarioClassification (nob-Latn)": 44.67, - "MassiveScenarioClassification (fra-Latn)": 51.14, - "MassiveScenarioClassification (tgl-Latn)": 45.69, - "MassiveScenarioClassification (amh-Ethi)": 7.57, - "MassiveScenarioClassification (fas-Arab)": 23.97, - "MassiveScenarioClassification (vie-Latn)": 40.47, - "MassiveScenarioClassification (sqi-Latn)": 47.21, - "MassiveScenarioClassification (dan-Latn)": 47.02, - "MassiveScenarioClassification (spa-Latn)": 49.0, - "MassiveScenarioClassification (pol-Latn)": 43.82, - "MassiveScenarioClassification (tel-Telu)": 7.95, - "MassiveScenarioClassification (tha-Thai)": 19.5, - "MassiveScenarioClassification (kor-Kore)": 20.3, - "MassiveScenarioClassification (cmo-Hans)": 33.65, - "MassiveScenarioClassification (urd-Arab)": 23.73, - "MassiveScenarioClassification (aze-Latn)": 35.59, - "MassiveScenarioClassification (ron-Latn)": 48.23, - "MassiveScenarioClassification (jav-Latn)": 43.59, - "MassiveScenarioClassification (slv-Latn)": 41.9, - "MassiveScenarioClassification (kat-Geor)": 14.92, - "MassiveScenarioClassification (lav-Latn)": 40.43, - "MassiveScenarioClassification (cym-Latn)": 39.0, - "MassiveScenarioClassification (swe-Latn)": 42.95, - "MassiveScenarioClassification (rus-Cyrl)": 30.46, - "MassiveScenarioClassification (ben-Beng)": 20.56, - "MassiveScenarioClassification (por-Latn)": 50.72, - "MassiveScenarioClassification (hye-Armn)": 13.03, - "MassiveScenarioClassification (jpn-Jpan)": 37.3, - "MassiveScenarioClassification (nld-Latn)": 48.43, - "MassiveScenarioClassification (swa-Latn)": 43.32, - "MassiveScenarioClassification (tam-Taml)": 17.37, - "MassiveScenarioClassification (isl-Latn)": 36.12, - "MassiveScenarioClassification (kan-Knda)": 7.85, - "MassiveScenarioClassification (ell-Grek)": 31.3, - "MassiveScenarioClassification (tur-Latn)": 38.85, - "MassiveScenarioClassification (cmo-Hant)": 31.18, - "MassiveScenarioClassification (fin-Latn)": 42.38, - "MassiveScenarioClassification (hin-Deva)": 23.71, - "MassiveScenarioClassification (ara-Arab)": 25.99, - "MassiveScenarioClassification (hun-Latn)": 41.61, - "MassiveScenarioClassification (afr-Latn)": 43.87, - "MassiveScenarioClassification (ita-Latn)": 49.8, - "MultilingualSentiment (cmn-Hans)": 41.28, - "NoRecClassification": 40.02, - "NoRecClassification (nob-Latn)": 37.93, - "NordicLangClassification": 54.71, - "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 54.7, - "NorwegianParliament": 54.8, - "OnlineShopping (cmn-Hans)": 57.74, - "PAC (pol-Latn)": 59.78, - "PolEmo2.0-IN (pol-Latn)": 40.29, - "PolEmo2.0-OUT (pol-Latn)": 25.0, - "RuReviewsClassification (rus-Cyrl)": 41.79, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 10.08, - "RuSciBenchOECDClassification (rus-Cyrl)": 8.3, - "ScalaDaClassification": 50.03, - "ScalaNbClassification": 50.17, - "TNews (cmn-Hans)": 20.12, - "ToxicConversationsClassification": 62.09, - "TweetSentimentExtractionClassification": 54.04, - "Waimai (cmn-Hans)": 62.72 + "Model": "GritLM-7B-noinstruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "all-MiniLM-L6-v2", - "AlloProfClusteringP2P": 51.83, - "AlloProfClusteringS2S": 32.07, - "ArxivClusteringP2P": 46.55, - "ArxivClusteringS2S": 37.86, - "BiorxivClusteringP2P": 38.37, - "BiorxivClusteringS2S": 32.88, - "GeoreviewClusteringP2P (rus-Cyrl)": 20.25, - "HALClusteringS2S": 18.84, - "MLSUMClusteringP2P": 36.74, - "MLSUMClusteringP2P (rus-Cyrl)": 23.91, - "MLSUMClusteringS2S": 28.12, - "MLSUMClusteringS2S (rus-Cyrl)": 19.07, - "MasakhaNEWSClusteringP2P (fra)": 34.92, - "MasakhaNEWSClusteringP2P (amh-Ethi)": 43.85, - "MasakhaNEWSClusteringP2P (eng)": 48.88, - "MasakhaNEWSClusteringP2P (fra-Latn)": 34.92, - "MasakhaNEWSClusteringP2P (hau-Latn)": 24.77, - "MasakhaNEWSClusteringP2P (ibo-Latn)": 45.94, - "MasakhaNEWSClusteringP2P (lin-Latn)": 69.56, - "MasakhaNEWSClusteringP2P (lug-Latn)": 49.4, - "MasakhaNEWSClusteringP2P (orm-Ethi)": 25.34, - "MasakhaNEWSClusteringP2P (pcm-Latn)": 85.57, - "MasakhaNEWSClusteringP2P (run-Latn)": 50.75, - "MasakhaNEWSClusteringP2P (sna-Latn)": 41.68, - "MasakhaNEWSClusteringP2P (som-Latn)": 29.02, - "MasakhaNEWSClusteringP2P (swa-Latn)": 21.87, - "MasakhaNEWSClusteringP2P (tir-Ethi)": 42.93, - "MasakhaNEWSClusteringP2P (xho-Latn)": 28.58, - "MasakhaNEWSClusteringP2P (yor-Latn)": 31.45, - "MasakhaNEWSClusteringS2S (fra)": 40.58, - "MasakhaNEWSClusteringS2S (amh-Ethi)": 45.44, - "MasakhaNEWSClusteringS2S (eng)": 41.09, - "MasakhaNEWSClusteringS2S (fra-Latn)": 40.58, - "MasakhaNEWSClusteringS2S (hau-Latn)": 15.42, - "MasakhaNEWSClusteringS2S (ibo-Latn)": 37.02, - "MasakhaNEWSClusteringS2S (lin-Latn)": 65.14, - "MasakhaNEWSClusteringS2S (lug-Latn)": 44.21, - "MasakhaNEWSClusteringS2S (orm-Ethi)": 24.79, - "MasakhaNEWSClusteringS2S (pcm-Latn)": 61.48, - "MasakhaNEWSClusteringS2S (run-Latn)": 51.25, - "MasakhaNEWSClusteringS2S (sna-Latn)": 42.74, - "MasakhaNEWSClusteringS2S (som-Latn)": 30.08, - "MasakhaNEWSClusteringS2S (swa-Latn)": 9.55, - "MasakhaNEWSClusteringS2S (tir-Ethi)": 46.04, - "MasakhaNEWSClusteringS2S (xho-Latn)": 27.08, - "MasakhaNEWSClusteringS2S (yor-Latn)": 31.04, - "MedrxivClusteringP2P": 34.39, - "MedrxivClusteringS2S": 31.86, - "RedditClustering": 50.7, - "RedditClusteringP2P": 54.8, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 10.21, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 9.43, - "StackExchangeClustering": 53.14, - "StackExchangeClusteringP2P": 34.26, - "TwentyNewsgroupsClustering": 46.49 + "Model": "GritLM-7B-noinstruct" } ] }, "PairClassification": { "ap": [ { - "Model": "all-MiniLM-L6-v2", - "CDSC-E (pol-Latn)": 47.27, - "OpusparcusPC (fr)": 86.53, - "OpusparcusPC (deu-Latn)": 89.91, - "OpusparcusPC (en)": 97.46, - "OpusparcusPC (fin-Latn)": 85.44, - "OpusparcusPC (fra-Latn)": 86.53, - "OpusparcusPC (rus-Cyrl)": 79.28, - "OpusparcusPC (swe-Latn)": 83.78, - "PSC (pol-Latn)": 81.87, - "PawsXPairClassification (fr)": 55.4, - "PawsXPairClassification (deu-Latn)": 51.22, - "PawsXPairClassification (en)": 59.1, - "PawsXPairClassification (spa-Latn)": 52.21, - "PawsXPairClassification (fra-Latn)": 55.41, - "PawsXPairClassification (jpn-Hira)": 48.97, - "PawsXPairClassification (kor-Hang)": 50.53, - "PawsXPairClassification (cmn-Hans)": 53.11, - "SICK-E-PL (pol-Latn)": 47.32, - "SprintDuplicateQuestions": 94.55, - "TERRa (rus-Cyrl)": 45.03, - "TwitterSemEval2015": 67.86, - "TwitterURLCorpus": 84.7 + "Model": "GritLM-7B-noinstruct" } ] }, "Reranking": { "map": [ { - "Model": "all-MiniLM-L6-v2", - "AlloprofReranking": 31.69, - "AlloprofReranking (fra-Latn)": 62.62, - "AskUbuntuDupQuestions": 63.48, - "MMarcoReranking (cmn-Hans)": 4.74, - "MindSmallReranking": 30.8, - "RuBQReranking (rus-Cyrl)": 27.05, - "SciDocsRR": 87.12, - "StackOverflowDupQuestions": 50.76, - "SyntecReranking": 59.57, - "SyntecReranking (fra-Latn)": 67.31, - "T2Reranking (cmn-Hans)": 56.26 + "Model": "GritLM-7B-noinstruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "all-MiniLM-L6-v2", - "AILACasedocs": 19.72, - "AILAStatutes": 20.52, - "ARCChallenge": 9.48, - "AlloprofRetrieval": 28.41, - "AlloprofRetrieval (fra-Latn)": 28.41, - "AlphaNLI": 28.19, - "ArguAna": 50.17, - "ArguAna-PL (pol-Latn)": 11.5, - "BSARDRetrieval": 0.0, - "BSARDRetrieval (fra-Latn)": 4.8, - "CQADupstackRetrieval": 41.32, - "ClimateFEVER": 20.27, - "CmedqaRetrieval (cmn-Hans)": 2.03, - "CovidRetrieval (cmn-Hans)": 0.8, - "DBPedia": 32.33, - "DuRetrieval (cmn-Hans)": 3.03, - "EcomRetrieval (cmn-Hans)": 3.7, - "FEVER": 51.93, - "FiQA-PL (pol-Latn)": 2.29, - "FiQA2018": 36.87, - "GerDaLIRSmall (deu-Latn)": 2.41, - "HellaSwag": 24.21, - "HotpotQA": 46.51, - "LEMBNarrativeQARetrieval": 18.27, - "LEMBNeedleRetrieval": 20.0, - "LEMBPasskeyRetrieval": 23.25, - "LEMBQMSumRetrieval": 16.32, - "LEMBSummScreenFDRetrieval": 54.8, - "LEMBWikimQARetrieval": 46.23, - "LeCaRDv2 (zho-Hans)": 17.5, - "LegalBenchConsumerContractsQA": 65.6, - "LegalBenchCorporateLobbying": 86.41, - "LegalQuAD (deu-Latn)": 11.81, - "LegalSummarization": 59.0, - "MMarcoRetrieval (cmn-Hans)": 6.21, - "MSMARCO": 36.54, - "MedicalRetrieval (cmn-Hans)": 1.76, - "MintakaRetrieval (fr)": 9.19, - "MintakaRetrieval (ara-Arab)": 2.22, - "MintakaRetrieval (deu-Latn)": 15.43, - "MintakaRetrieval (spa-Latn)": 7.72, - "MintakaRetrieval (fra-Latn)": 9.19, - "MintakaRetrieval (hin-Deva)": 2.65, - "MintakaRetrieval (ita-Latn)": 8.48, - "MintakaRetrieval (jpn-Hira)": 6.7, - "MintakaRetrieval (por-Latn)": 9.76, - "NFCorpus": 31.59, - "NFCorpus-PL (pol-Latn)": 10.62, - "NQ": 43.87, - "PIQA": 25.28, - "Quail": 3.92, - "QuoraRetrieval": 87.56, - "RARbCode": 44.27, - "RARbMath": 68.19, - "RiaNewsRetrieval (rus-Cyrl)": 0.67, - "RuBQRetrieval (rus-Cyrl)": 2.64, - "SCIDOCS": 21.64, - "SCIDOCS-PL (pol-Latn)": 3.75, - "SIQA": 1.56, - "SciFact": 64.51, - "SciFact-PL (pol-Latn)": 16.14, - "SpartQA": 1.65, - "SyntecRetrieval": 60.15, - "SyntecRetrieval (fra-Latn)": 60.15, - "T2Retrieval (cmn-Hans)": 1.6, - "TRECCOVID": 47.25, - "TRECCOVID-PL (pol-Latn)": 8.66, - "TempReasonL1": 1.53, - "TempReasonL2Fact": 17.65, - "TempReasonL2Pure": 0.46, - "TempReasonL3Fact": 14.16, - "TempReasonL3Pure": 6.33, - "Touche2020": 16.9, - "VideoRetrieval (cmn-Hans)": 9.79, - "WinoGrande": 47.33, - "XPQARetrieval (fr)": 51.79, - "XPQARetrieval (ara-Arab_ara-Arab)": 8.03, - "XPQARetrieval (eng-Latn_ara-Arab)": 1.86, - "XPQARetrieval (ara-Arab_eng-Latn)": 6.87, - "XPQARetrieval (deu-Latn_deu-Latn)": 53.25, - "XPQARetrieval (eng-Latn_deu-Latn)": 10.99, - "XPQARetrieval (deu-Latn_eng-Latn)": 27.59, - "XPQARetrieval (spa-Latn_spa-Latn)": 38.87, - "XPQARetrieval (eng-Latn_spa-Latn)": 5.46, - "XPQARetrieval (spa-Latn_eng-Latn)": 22.2, - "XPQARetrieval (fra-Latn_fra-Latn)": 51.79, - "XPQARetrieval (eng-Latn_fra-Latn)": 8.57, - "XPQARetrieval (fra-Latn_eng-Latn)": 31.36, - "XPQARetrieval (hin-Deva_hin-Deva)": 35.3, - "XPQARetrieval (eng-Latn_hin-Deva)": 6.28, - "XPQARetrieval (hin-Deva_eng-Latn)": 6.0, - "XPQARetrieval (ita-Latn_ita-Latn)": 54.57, - "XPQARetrieval (eng-Latn_ita-Latn)": 6.79, - "XPQARetrieval (ita-Latn_eng-Latn)": 24.13, - "XPQARetrieval (jpn-Hira_jpn-Hira)": 39.23, - "XPQARetrieval (eng-Latn_jpn-Hira)": 4.1, - "XPQARetrieval (jpn-Hira_eng-Latn)": 13.05, - "XPQARetrieval (kor-Hang_kor-Hang)": 10.24, - "XPQARetrieval (eng-Latn_kor-Hang)": 5.72, - "XPQARetrieval (kor-Hang_eng-Latn)": 6.37, - "XPQARetrieval (pol-Latn_pol-Latn)": 22.33, - "XPQARetrieval (eng-Latn_pol-Latn)": 7.58, - "XPQARetrieval (pol-Latn_eng-Latn)": 14.43, - "XPQARetrieval (por-Latn_por-Latn)": 31.93, - "XPQARetrieval (eng-Latn_por-Latn)": 5.9, - "XPQARetrieval (por-Latn_eng-Latn)": 20.74, - "XPQARetrieval (tam-Taml_tam-Taml)": 7.43, - "XPQARetrieval (eng-Latn_tam-Taml)": 3.42, - "XPQARetrieval (tam-Taml_eng-Latn)": 2.91, - "XPQARetrieval (cmn-Hans_cmn-Hans)": 19.39, - "XPQARetrieval (eng-Latn_cmn-Hans)": 5.05, - "XPQARetrieval (cmn-Hans_eng-Latn)": 8.77 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "all-MiniLM-L6-v2", - "AFQMC (cmn-Hans)": 8.59, - "ATEC (cmn-Hans)": 13.52, - "BIOSSES": 81.64, - "BQ (cmn-Hans)": 23.84, - "CDSC-R (pol-Latn)": 79.45, - "LCQMC (cmn-Hans)": 23.85, - "PAWSX (cmn-Hans)": 7.21, - "RUParaPhraserSTS (rus-Cyrl)": 43.93, - "RuSTSBenchmarkSTS (rus-Cyrl)": 55.56, - "SICK-R": 77.58, - "SICK-R-PL (pol-Latn)": 52.43, - "SICKFr": 62.48, - "SICKFr (fra-Latn)": 62.48, - "STS12": 72.37, - "STS13": 80.6, - "STS14": 75.59, - "STS15": 85.39, - "STS16": 78.99, - "STS17 (ar-ar)": 50.89, - "STS17 (en-ar)": -4.28, - "STS17 (en-de)": 35.82, - "STS17 (en-en)": 87.59, - "STS17 (en-tr)": 4.5, - "STS17 (es-en)": 16.31, - "STS17 (es-es)": 76.12, - "STS17 (fr-en)": 37.09, - "STS17 (it-en)": 24.45, - "STS17 (ko-ko)": 43.39, - "STS17 (nl-en)": 29.0, - "STS17 (ara-Arab)": 50.89, - "STS17 (spa-Latn_eng-Latn)": 16.31, - "STS17 (kor-Hang)": 43.39, - "STS17 (eng-Latn_tur-Latn)": 4.5, - "STS17 (fra-Latn_eng-Latn)": 37.09, - "STS17 (nld-Latn_eng-Latn)": 29.0, - "STS17 (eng-Latn_ara-Arab)": -4.28, - "STS17 (spa-Latn)": 76.12, - "STS17 (eng-Latn_deu-Latn)": 35.82, - "STS17 (ita-Latn_eng-Latn)": 24.45, - "STS22 (ar)": 22.64, - "STS22 (de)": 31.04, - "STS22 (de-en)": 44.04, - "STS22 (de-fr)": 30.07, - "STS22 (de-pl)": 4.93, - "STS22 (en)": 67.71, - "STS22 (es)": 54.78, - "STS22 (es-en)": 53.42, - "STS22 (es-it)": 44.27, - "STS22 (fr)": 77.0, - "STS22 (fr-pl)": 50.71, - "STS22 (it)": 60.4, - "STS22 (pl)": 26.77, - "STS22 (pl-en)": 32.8, - "STS22 (ru)": 14.72, - "STS22 (tr)": 33.69, - "STS22 (zh)": 44.93, - "STS22 (zh-en)": 41.64, - "STS22 (tur-Latn)": 33.69, - "STS22 (spa-Latn)": 54.78, - "STS22 (ara-Arab)": 22.64, - "STS22 (deu-Latn_pol-Latn)": -4.93, - "STS22 (spa-Latn_eng-Latn)": 53.42, - "STS22 (cmn-Hans_eng-Latn)": 41.64, - "STS22 (rus-Cyrl)": 14.72, - "STS22 (spa-Latn_ita-Latn)": 44.27, - "STS22 (deu-Latn_fra-Latn)": 30.07, - "STS22 (deu-Latn)": 31.04, - "STS22 (fra-Latn_pol-Latn)": 50.71, - "STS22 (pol-Latn)": 26.77, - "STS22 (pol-Latn_eng-Latn)": 32.8, - "STS22 (deu-Latn_eng-Latn)": 44.04, - "STS22 (ita-Latn)": 60.4, - "STS22 (fra-Latn)": 77.0, - "STS22 (cmn-Hans)": 44.93, - "STSB (cmn-Hans)": 37.8, - "STSBenchmark": 82.03, - "STSBenchmarkMultilingualSTS (fr)": 64.93, - "STSBenchmarkMultilingualSTS (pol-Latn)": 56.42, - "STSBenchmarkMultilingualSTS (por-Latn)": 61.56, - "STSBenchmarkMultilingualSTS (ita-Latn)": 59.24, - "STSBenchmarkMultilingualSTS (fra-Latn)": 64.93, - "STSBenchmarkMultilingualSTS (deu-Latn)": 62.4, - "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.74, - "STSBenchmarkMultilingualSTS (spa-Latn)": 61.62, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 55.55, - "STSBenchmarkMultilingualSTS (en)": 82.03, - "STSBenchmarkMultilingualSTS (nld-Latn)": 55.46 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "all-MiniLM-L6-v2", - "SummEval": 30.81, - "SummEvalFr": 28.28, - "SummEvalFr (fra-Latn)": 28.29 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "all-MiniLM-L6-v2" - } - ] - } - }, - "flan-t5-base": { - "BitextMining": { - "f1": [ - { - "Model": "flan-t5-base" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "flan-t5-base" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "flan-t5-base" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "flan-t5-base" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "flan-t5-base" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "flan-t5-base" + "Model": "GritLM-7B-noinstruct", + "ARCChallenge": 16.57, + "AlphaNLI": 29.56, + "HellaSwag": 36.03, + "PIQA": 35.8, + "Quail": 8.68, + "RARbCode": 83.14, + "RARbMath": 83.01, + "SIQA": 5.73, + "SpartQA": 1.56, + "TempReasonL1": 2.57, + "TempReasonL2Fact": 48.25, + "TempReasonL2Pure": 8.98, + "TempReasonL3Fact": 34.11, + "TempReasonL3Pure": 12.44, + "WinoGrande": 52.12 } ] }, "STS": { "spearman": [ { - "Model": "flan-t5-base" + "Model": "GritLM-7B-noinstruct" } ] }, "Summarization": { "spearman": [ { - "Model": "flan-t5-base" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "flan-t5-base", - "Core17InstructionRetrieval": -3.31, - "News21InstructionRetrieval": -0.12, - "Robust04InstructionRetrieval": 5.35 - } - ] - } - }, - "gottbert-base": { - "BitextMining": { - "f1": [ - { - "Model": "gottbert-base" + "Model": "GritLM-7B-noinstruct" } ] }, - "Classification": { + "MultilabelClassification": { "accuracy": [ { - "Model": "gottbert-base" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "gottbert-base", - "BlurbsClusteringP2P": 34.49, - "BlurbsClusteringS2S": 8.37, - "TenKGnadClusteringP2P": 33.66, - "TenKGnadClusteringS2S": 9.34 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "gottbert-base" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "gottbert-base" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "gottbert-base" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "gottbert-base" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "gottbert-base" + "Model": "GritLM-7B-noinstruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "gottbert-base" + "Model": "GritLM-7B-noinstruct" } ] } }, - "text2vec-base-multilingual": { + "LaBSE": { "BitextMining": { "f1": [ { - "Model": "text2vec-base-multilingual" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "text2vec-base-multilingual", - "AmazonReviewsClassification (fr)": 34.25, - "MTOPDomainClassification (fr)": 71.83, - "MTOPIntentClassification (fr)": 44.53, - "MasakhaNEWSClassification (fra)": 73.84, - "MassiveIntentClassification (fr)": 51.93, - "MassiveScenarioClassification (fr)": 58.31 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "text2vec-base-multilingual", - "AlloProfClusteringP2P": 49.11, - "AlloProfClusteringS2S": 32.72, - "HALClusteringS2S": 16.19, - "MLSUMClusteringP2P": 36.19, - "MLSUMClusteringS2S": 30.39, - "MasakhaNEWSClusteringP2P (fra)": 38.51, - "MasakhaNEWSClusteringS2S (fra)": 32.51 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "text2vec-base-multilingual", - "OpusparcusPC (fr)": 92.04, - "PawsXPairClassification (fr)": 65.57 + "Model": "LaBSE", + "BUCC (de-en)": 99.35, + "BUCC (fr-en)": 98.72, + "BUCC (ru-en)": 97.78, + "BUCC (zh-en)": 99.16, + "BornholmBitextMining (dan-Latn)": 45.63, + "Tatoeba (ber-Tfng_eng-Latn)": 8.4, + "Tatoeba (kab-Latn_eng-Latn)": 4.31, + "Tatoeba (tur-Latn_eng-Latn)": 98.0, + "Tatoeba (gle-Latn_eng-Latn)": 93.8, + "Tatoeba (awa-Deva_eng-Latn)": 71.7, + "Tatoeba (yue-Hant_eng-Latn)": 89.58, + "Tatoeba (tzl-Latn_eng-Latn)": 58.88, + "Tatoeba (tat-Cyrl_eng-Latn)": 85.92, + "Tatoeba (fin-Latn_eng-Latn)": 96.37, + "Tatoeba (cor-Latn_eng-Latn)": 10.11, + "Tatoeba (hye-Armn_eng-Latn)": 94.09, + "Tatoeba (ben-Beng_eng-Latn)": 88.55, + "Tatoeba (epo-Latn_eng-Latn)": 98.2, + "Tatoeba (ile-Latn_eng-Latn)": 85.58, + "Tatoeba (nld-Latn_eng-Latn)": 96.07, + "Tatoeba (mar-Deva_eng-Latn)": 92.65, + "Tatoeba (cmn-Hans_eng-Latn)": 95.1, + "Tatoeba (hin-Deva_eng-Latn)": 96.87, + "Tatoeba (tgl-Latn_eng-Latn)": 96.02, + "Tatoeba (mon-Cyrl_eng-Latn)": 95.91, + "Tatoeba (oci-Latn_eng-Latn)": 65.81, + "Tatoeba (dan-Latn_eng-Latn)": 95.71, + "Tatoeba (mkd-Cyrl_eng-Latn)": 93.6, + "Tatoeba (ces-Latn_eng-Latn)": 96.68, + "Tatoeba (fra-Latn_eng-Latn)": 94.86, + "Tatoeba (yid-Hebr_eng-Latn)": 88.79, + "Tatoeba (est-Latn_eng-Latn)": 96.55, + "Tatoeba (ast-Latn_eng-Latn)": 90.68, + "Tatoeba (ind-Latn_eng-Latn)": 93.66, + "Tatoeba (bre-Latn_eng-Latn)": 15.07, + "Tatoeba (eus-Latn_eng-Latn)": 95.01, + "Tatoeba (heb-Hebr_eng-Latn)": 91.53, + "Tatoeba (rus-Cyrl_eng-Latn)": 93.75, + "Tatoeba (lfn-Latn_eng-Latn)": 67.54, + "Tatoeba (jav-Latn_eng-Latn)": 79.77, + "Tatoeba (ukr-Cyrl_eng-Latn)": 93.97, + "Tatoeba (ell-Grek_eng-Latn)": 95.35, + "Tatoeba (nds-Latn_eng-Latn)": 79.42, + "Tatoeba (arz-Arab_eng-Latn)": 76.0, + "Tatoeba (gla-Latn_eng-Latn)": 85.66, + "Tatoeba (cbk-Latn_eng-Latn)": 79.44, + "Tatoeba (max-Deva_eng-Latn)": 63.26, + "Tatoeba (ron-Latn_eng-Latn)": 96.92, + "Tatoeba (ido-Latn_eng-Latn)": 89.42, + "Tatoeba (lvs-Latn_eng-Latn)": 95.88, + "Tatoeba (khm-Khmr_eng-Latn)": 78.37, + "Tatoeba (urd-Arab_eng-Latn)": 93.22, + "Tatoeba (glg-Latn_eng-Latn)": 96.82, + "Tatoeba (gsw-Latn_eng-Latn)": 46.5, + "Tatoeba (swe-Latn_eng-Latn)": 95.63, + "Tatoeba (swh-Latn_eng-Latn)": 84.5, + "Tatoeba (tha-Thai_eng-Latn)": 96.14, + "Tatoeba (tam-Taml_eng-Latn)": 89.0, + "Tatoeba (uzb-Latn_eng-Latn)": 84.23, + "Tatoeba (bul-Cyrl_eng-Latn)": 94.58, + "Tatoeba (kur-Latn_eng-Latn)": 83.59, + "Tatoeba (ina-Latn_eng-Latn)": 95.37, + "Tatoeba (nov-Latn_eng-Latn)": 74.38, + "Tatoeba (afr-Latn_eng-Latn)": 96.18, + "Tatoeba (csb-Latn_eng-Latn)": 52.57, + "Tatoeba (war-Latn_eng-Latn)": 60.29, + "Tatoeba (cha-Latn_eng-Latn)": 31.77, + "Tatoeba (pes-Arab_eng-Latn)": 94.7, + "Tatoeba (kat-Geor_eng-Latn)": 95.02, + "Tatoeba (bos-Latn_eng-Latn)": 94.92, + "Tatoeba (kor-Hang_eng-Latn)": 90.95, + "Tatoeba (slk-Latn_eng-Latn)": 96.5, + "Tatoeba (fry-Latn_eng-Latn)": 89.31, + "Tatoeba (ara-Arab_eng-Latn)": 88.8, + "Tatoeba (sqi-Latn_eng-Latn)": 96.76, + "Tatoeba (ita-Latn_eng-Latn)": 92.72, + "Tatoeba (lat-Latn_eng-Latn)": 80.07, + "Tatoeba (hsb-Latn_eng-Latn)": 67.11, + "Tatoeba (swg-Latn_eng-Latn)": 59.36, + "Tatoeba (srp-Cyrl_eng-Latn)": 94.43, + "Tatoeba (isl-Latn_eng-Latn)": 94.75, + "Tatoeba (hrv-Latn_eng-Latn)": 96.95, + "Tatoeba (wuu-Hans_eng-Latn)": 90.18, + "Tatoeba (mhr-Cyrl_eng-Latn)": 15.74, + "Tatoeba (vie-Latn_eng-Latn)": 97.2, + "Tatoeba (cym-Latn_eng-Latn)": 92.0, + "Tatoeba (dsb-Latn_eng-Latn)": 64.81, + "Tatoeba (hun-Latn_eng-Latn)": 96.55, + "Tatoeba (slv-Latn_eng-Latn)": 96.03, + "Tatoeba (orv-Cyrl_eng-Latn)": 38.93, + "Tatoeba (cat-Latn_eng-Latn)": 95.38, + "Tatoeba (dtp-Latn_eng-Latn)": 10.85, + "Tatoeba (por-Latn_eng-Latn)": 94.14, + "Tatoeba (jpn-Jpan_eng-Latn)": 95.38, + "Tatoeba (ang-Latn_eng-Latn)": 59.28, + "Tatoeba (aze-Latn_eng-Latn)": 94.93, + "Tatoeba (kzj-Latn_eng-Latn)": 11.33, + "Tatoeba (deu-Latn_eng-Latn)": 99.2, + "Tatoeba (uig-Arab_eng-Latn)": 92.4, + "Tatoeba (tel-Telu_eng-Latn)": 97.86, + "Tatoeba (tuk-Latn_eng-Latn)": 75.27, + "Tatoeba (nob-Latn_eng-Latn)": 98.4, + "Tatoeba (nno-Latn_eng-Latn)": 94.48, + "Tatoeba (spa-Latn_eng-Latn)": 98.4, + "Tatoeba (mal-Mlym_eng-Latn)": 98.45, + "Tatoeba (pam-Latn_eng-Latn)": 10.73, + "Tatoeba (xho-Latn_eng-Latn)": 91.55, + "Tatoeba (arq-Arab_eng-Latn)": 42.69, + "Tatoeba (kaz-Cyrl_eng-Latn)": 87.49, + "Tatoeba (bel-Cyrl_eng-Latn)": 95.0, + "Tatoeba (pol-Latn_eng-Latn)": 97.22, + "Tatoeba (fao-Latn_eng-Latn)": 87.4, + "Tatoeba (zsm-Latn_eng-Latn)": 95.62, + "Tatoeba (lit-Latn_eng-Latn)": 96.47, + "Tatoeba (ceb-Latn_eng-Latn)": 64.42, + "Tatoeba (pms-Latn_eng-Latn)": 64.57, + "Tatoeba (amh-Ethi_eng-Latn)": 91.47, + "Tatoeba (afr-eng)": 96.18, + "Tatoeba (amh-eng)": 91.47, + "Tatoeba (ang-eng)": 59.28, + "Tatoeba (ara-eng)": 88.8, + "Tatoeba (arq-eng)": 42.69, + "Tatoeba (arz-eng)": 76.0, + "Tatoeba (ast-eng)": 90.68, + "Tatoeba (awa-eng)": 71.7, + "Tatoeba (aze-eng)": 94.93, + "Tatoeba (bel-eng)": 95.0, + "Tatoeba (ben-eng)": 88.55, + "Tatoeba (ber-eng)": 8.4, + "Tatoeba (bos-eng)": 94.92, + "Tatoeba (bre-eng)": 15.07, + "Tatoeba (bul-eng)": 94.58, + "Tatoeba (cat-eng)": 95.38, + "Tatoeba (cbk-eng)": 79.44, + "Tatoeba (ceb-eng)": 64.42, + "Tatoeba (ces-eng)": 96.68, + "Tatoeba (cha-eng)": 31.77, + "Tatoeba (cmn-eng)": 95.1, + "Tatoeba (cor-eng)": 10.11, + "Tatoeba (csb-eng)": 52.57, + "Tatoeba (cym-eng)": 92.0, + "Tatoeba (dan-eng)": 95.71, + "Tatoeba (deu-eng)": 99.2, + "Tatoeba (dsb-eng)": 64.81, + "Tatoeba (dtp-eng)": 10.85, + "Tatoeba (ell-eng)": 95.35, + "Tatoeba (epo-eng)": 98.2, + "Tatoeba (est-eng)": 96.55, + "Tatoeba (eus-eng)": 95.01, + "Tatoeba (fao-eng)": 87.4, + "Tatoeba (fin-eng)": 96.37, + "Tatoeba (fra-eng)": 94.86, + "Tatoeba (fry-eng)": 89.31, + "Tatoeba (gla-eng)": 85.66, + "Tatoeba (gle-eng)": 93.8, + "Tatoeba (glg-eng)": 96.82, + "Tatoeba (gsw-eng)": 46.5, + "Tatoeba (heb-eng)": 91.53, + "Tatoeba (hin-eng)": 96.87, + "Tatoeba (hrv-eng)": 96.95, + "Tatoeba (hsb-eng)": 67.11, + "Tatoeba (hun-eng)": 96.55, + "Tatoeba (hye-eng)": 94.09, + "Tatoeba (ido-eng)": 89.42, + "Tatoeba (ile-eng)": 85.58, + "Tatoeba (ina-eng)": 95.37, + "Tatoeba (ind-eng)": 93.66, + "Tatoeba (isl-eng)": 94.75, + "Tatoeba (ita-eng)": 92.72, + "Tatoeba (jav-eng)": 79.77, + "Tatoeba (jpn-eng)": 95.38, + "Tatoeba (kab-eng)": 4.31, + "Tatoeba (kat-eng)": 95.02, + "Tatoeba (kaz-eng)": 87.49, + "Tatoeba (khm-eng)": 78.37, + "Tatoeba (kor-eng)": 90.95, + "Tatoeba (kur-eng)": 83.59, + "Tatoeba (kzj-eng)": 11.33, + "Tatoeba (lat-eng)": 80.07, + "Tatoeba (lfn-eng)": 67.54, + "Tatoeba (lit-eng)": 96.47, + "Tatoeba (lvs-eng)": 95.88, + "Tatoeba (mal-eng)": 98.45, + "Tatoeba (mar-eng)": 92.65, + "Tatoeba (max-eng)": 63.26, + "Tatoeba (mhr-eng)": 15.74, + "Tatoeba (mkd-eng)": 93.6, + "Tatoeba (mon-eng)": 95.91, + "Tatoeba (nds-eng)": 79.42, + "Tatoeba (nld-eng)": 96.07, + "Tatoeba (nno-eng)": 94.48, + "Tatoeba (nob-eng)": 98.4, + "Tatoeba (nov-eng)": 74.38, + "Tatoeba (oci-eng)": 65.81, + "Tatoeba (orv-eng)": 38.93, + "Tatoeba (pam-eng)": 10.73, + "Tatoeba (pes-eng)": 94.7, + "Tatoeba (pms-eng)": 64.57, + "Tatoeba (pol-eng)": 97.22, + "Tatoeba (por-eng)": 94.14, + "Tatoeba (ron-eng)": 96.92, + "Tatoeba (rus-eng)": 93.75, + "Tatoeba (slk-eng)": 96.5, + "Tatoeba (slv-eng)": 96.03, + "Tatoeba (spa-eng)": 98.4, + "Tatoeba (sqi-eng)": 96.76, + "Tatoeba (srp-eng)": 94.43, + "Tatoeba (swe-eng)": 95.63, + "Tatoeba (swg-eng)": 59.36, + "Tatoeba (swh-eng)": 84.5, + "Tatoeba (tam-eng)": 89.0, + "Tatoeba (tat-eng)": 85.92, + "Tatoeba (tel-eng)": 97.86, + "Tatoeba (tgl-eng)": 96.02, + "Tatoeba (tha-eng)": 96.14, + "Tatoeba (tuk-eng)": 75.27, + "Tatoeba (tur-eng)": 98.0, + "Tatoeba (tzl-eng)": 58.88, + "Tatoeba (uig-eng)": 92.4, + "Tatoeba (ukr-eng)": 93.97, + "Tatoeba (urd-eng)": 93.22, + "Tatoeba (uzb-eng)": 84.23, + "Tatoeba (vie-eng)": 97.2, + "Tatoeba (war-eng)": 60.29, + "Tatoeba (wuu-eng)": 90.18, + "Tatoeba (xho-eng)": 91.55, + "Tatoeba (yid-eng)": 88.79, + "Tatoeba (yue-eng)": 89.58, + "Tatoeba (zsm-eng)": 95.62 } ] }, - "Reranking": { - "map": [ - { - "Model": "text2vec-base-multilingual", - "AlloprofReranking": 51.48, - "SyntecReranking": 70.28 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "text2vec-base-multilingual", - "AlloprofRetrieval": 18.9, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 14.81, - "SyntecRetrieval": 49.69, - "XPQARetrieval (fr)": 40.4 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "text2vec-base-multilingual", - "SICKFr": 77.25, - "STS22 (fr)": 74.1, - "STSBenchmarkMultilingualSTS (fr)": 83.48 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "text2vec-base-multilingual", - "SummEvalFr": 29.33 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "text2vec-base-multilingual" - } - ] - } - }, - "sbert_large_nlu_ru": { - "BitextMining": { - "f1": [ - { - "Model": "sbert_large_nlu_ru" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "sbert_large_nlu_ru", - "GeoreviewClassification (rus-Cyrl)": 39.97, - "HeadlineClassification (rus-Cyrl)": 79.26, - "InappropriatenessClassification (rus-Cyrl)": 62.52, - "KinopoiskClassification (rus-Cyrl)": 49.51, - "MassiveIntentClassification (rus-Cyrl)": 61.09, - "MassiveScenarioClassification (rus-Cyrl)": 67.6, - "RuReviewsClassification (rus-Cyrl)": 58.27, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.9, - "RuSciBenchOECDClassification (rus-Cyrl)": 43.04 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "sbert_large_nlu_ru", - "GeoreviewClusteringP2P (rus-Cyrl)": 59.02, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.4, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 46.41 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "sbert_large_nlu_ru", - "TERRa (rus-Cyrl)": 50.17 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "sbert_large_nlu_ru", - "RuBQReranking (rus-Cyrl)": 46.81 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "sbert_large_nlu_ru", - "RiaNewsRetrieval (rus-Cyrl)": 11.11, - "RuBQRetrieval (rus-Cyrl)": 12.45 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "sbert_large_nlu_ru", - "RUParaPhraserSTS (rus-Cyrl)": 62.06, - "RuSTSBenchmarkSTS (rus-Cyrl)": 58.82, - "STS22 (rus-Cyrl)": 50.75 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "sbert_large_nlu_ru" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "sbert_large_nlu_ru" - } - ] - } - }, - "bert-base-10lang-cased": { - "BitextMining": { - "f1": [ - { - "Model": "bert-base-10lang-cased" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "bert-base-10lang-cased", - "AmazonReviewsClassification (fr)": 29.38, - "MTOPDomainClassification (fr)": 63.65, - "MTOPIntentClassification (fr)": 37.87, - "MasakhaNEWSClassification (fra)": 63.93, - "MassiveIntentClassification (fr)": 37.28, - "MassiveScenarioClassification (fr)": 44.5 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "bert-base-10lang-cased", - "AlloProfClusteringP2P": 53.22, - "AlloProfClusteringS2S": 42.92, - "HALClusteringS2S": 19.94, - "MLSUMClusteringP2P": 40.96, - "MLSUMClusteringS2S": 31.87, - "MasakhaNEWSClusteringP2P (fra)": 24.23, - "MasakhaNEWSClusteringS2S (fra)": 24.46 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "bert-base-10lang-cased", - "OpusparcusPC (fr)": 86.79, - "PawsXPairClassification (fr)": 53.4 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "bert-base-10lang-cased", - "AlloprofReranking": 36.21, - "SyntecReranking": 53.25 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bert-base-10lang-cased", - "AlloprofRetrieval": 1.6, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 3.55, - "SyntecRetrieval": 18.95, - "XPQARetrieval (fr)": 18.39 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "bert-base-10lang-cased", - "SICKFr": 58.76, - "STS22 (fr)": 40.31, - "STSBenchmarkMultilingualSTS (fr)": 52.25 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "bert-base-10lang-cased", - "SummEvalFr": 29.06 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "bert-base-10lang-cased" - } - ] - } - }, - "instructor-large": { - "BitextMining": { - "f1": [ - { - "Model": "instructor-large" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "instructor-large" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "instructor-large" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "instructor-large" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "instructor-large" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "instructor-large", - "BrightRetrieval (pony)": 1.32, - "BrightRetrieval (sustainable_living)": 13.16, - "BrightRetrieval (aops)": 7.94, - "BrightRetrieval (biology)": 15.61, - "BrightRetrieval (stackoverflow)": 11.21, - "BrightRetrieval (theoremqa_theorems)": 9.29, - "BrightRetrieval (psychology)": 21.94, - "BrightRetrieval (economics)": 15.99, - "BrightRetrieval (robotics)": 11.45, - "BrightRetrieval (leetcode)": 20.0, - "BrightRetrieval (earth_science)": 21.52, - "BrightRetrieval (theoremqa_questions)": 20.07 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "instructor-large" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "instructor-large" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "instructor-large" - } - ] - } - }, - "bert-base-multilingual-uncased": { - "BitextMining": { - "f1": [ - { - "Model": "bert-base-multilingual-uncased" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "bert-base-multilingual-uncased", - "AmazonReviewsClassification (fr)": 29.02, - "MTOPDomainClassification (fr)": 64.49, - "MTOPIntentClassification (fr)": 39.4, - "MasakhaNEWSClassification (fra)": 75.69, - "MassiveIntentClassification (fr)": 38.01, - "MassiveScenarioClassification (fr)": 43.63 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "bert-base-multilingual-uncased", - "AlloProfClusteringP2P": 60.66, - "AlloProfClusteringS2S": 35.05, - "HALClusteringS2S": 20.9, - "MLSUMClusteringP2P": 43.5, - "MLSUMClusteringS2S": 30.99, - "MasakhaNEWSClusteringP2P (fra)": 49.71, - "MasakhaNEWSClusteringS2S (fra)": 42.23 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "bert-base-multilingual-uncased", - "OpusparcusPC (fr)": 87.43, - "PawsXPairClassification (fr)": 53.22 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "bert-base-multilingual-uncased", - "AlloprofReranking": 38.85, - "SyntecReranking": 66.4 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bert-base-multilingual-uncased", - "AlloprofRetrieval": 5.51, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 2.87, - "SyntecRetrieval": 34.95, - "XPQARetrieval (fr)": 26.12 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "bert-base-multilingual-uncased", - "SICKFr": 58.26, - "STS22 (fr)": 56.47, - "STSBenchmarkMultilingualSTS (fr)": 54.97 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "bert-base-multilingual-uncased", - "SummEvalFr": 30.72 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "bert-base-multilingual-uncased" - } - ] - } - }, - "gtr-t5-xl": { - "BitextMining": { - "f1": [ - { - "Model": "gtr-t5-xl", - "BUCC (de-en)": 90.99, - "BUCC (fr-en)": 88.55, - "BUCC (ru-en)": 2.07, - "BUCC (zh-en)": 1.49, - "Tatoeba (afr-eng)": 33.47, - "Tatoeba (amh-eng)": 0.01, - "Tatoeba (ang-eng)": 30.74, - "Tatoeba (ara-eng)": 0.47, - "Tatoeba (arq-eng)": 0.34, - "Tatoeba (arz-eng)": 0.14, - "Tatoeba (ast-eng)": 51.74, - "Tatoeba (awa-eng)": 0.49, - "Tatoeba (aze-eng)": 7.43, - "Tatoeba (bel-eng)": 3.45, - "Tatoeba (ben-eng)": 0.06, - "Tatoeba (ber-eng)": 5.79, - "Tatoeba (bos-eng)": 17.43, - "Tatoeba (bre-eng)": 5.69, - "Tatoeba (bul-eng)": 7.55, - "Tatoeba (cat-eng)": 48.06, - "Tatoeba (cbk-eng)": 54.56, - "Tatoeba (ceb-eng)": 8.72, - "Tatoeba (ces-eng)": 8.76, - "Tatoeba (cha-eng)": 27.56, - "Tatoeba (cmn-eng)": 2.26, - "Tatoeba (cor-eng)": 3.69, - "Tatoeba (csb-eng)": 13.18, - "Tatoeba (cym-eng)": 6.97, - "Tatoeba (dan-eng)": 47.36, - "Tatoeba (deu-eng)": 91.54, - "Tatoeba (dsb-eng)": 13.2, - "Tatoeba (dtp-eng)": 4.54, - "Tatoeba (ell-eng)": 0.55, - "Tatoeba (epo-eng)": 27.86, - "Tatoeba (est-eng)": 5.13, - "Tatoeba (eus-eng)": 10.23, - "Tatoeba (fao-eng)": 21.44, - "Tatoeba (fin-eng)": 6.62, - "Tatoeba (fra-eng)": 79.66, - "Tatoeba (fry-eng)": 32.92, - "Tatoeba (gla-eng)": 2.87, - "Tatoeba (gle-eng)": 3.26, - "Tatoeba (glg-eng)": 63.81, - "Tatoeba (gsw-eng)": 29.71, - "Tatoeba (heb-eng)": 0.33, - "Tatoeba (hin-eng)": 0.25, - "Tatoeba (hrv-eng)": 17.16, - "Tatoeba (hsb-eng)": 12.02, - "Tatoeba (hun-eng)": 7.21, - "Tatoeba (hye-eng)": 0.78, - "Tatoeba (ido-eng)": 40.83, - "Tatoeba (ile-eng)": 54.95, - "Tatoeba (ina-eng)": 72.28, - "Tatoeba (ind-eng)": 30.95, - "Tatoeba (isl-eng)": 11.29, - "Tatoeba (ita-eng)": 73.83, - "Tatoeba (jav-eng)": 8.66, - "Tatoeba (jpn-eng)": 0.61, - "Tatoeba (kab-eng)": 1.78, - "Tatoeba (kat-eng)": 0.79, - "Tatoeba (kaz-eng)": 0.95, - "Tatoeba (khm-eng)": 0.49, - "Tatoeba (kor-eng)": 1.87, - "Tatoeba (kur-eng)": 10.91, - "Tatoeba (kzj-eng)": 5.72, - "Tatoeba (lat-eng)": 18.24, - "Tatoeba (lfn-eng)": 43.49, - "Tatoeba (lit-eng)": 7.13, - "Tatoeba (lvs-eng)": 7.04, - "Tatoeba (mal-eng)": 0.44, - "Tatoeba (mar-eng)": 0.03, - "Tatoeba (max-eng)": 18.99, - "Tatoeba (mhr-eng)": 1.11, - "Tatoeba (mkd-eng)": 2.49, - "Tatoeba (mon-eng)": 2.01, - "Tatoeba (nds-eng)": 39.96, - "Tatoeba (nld-eng)": 58.86, - "Tatoeba (nno-eng)": 29.07, - "Tatoeba (nob-eng)": 40.25, - "Tatoeba (nov-eng)": 50.19, - "Tatoeba (oci-eng)": 30.72, - "Tatoeba (orv-eng)": 0.85, - "Tatoeba (pam-eng)": 7.21, - "Tatoeba (pes-eng)": 0.53, - "Tatoeba (pms-eng)": 31.07, - "Tatoeba (pol-eng)": 18.06, - "Tatoeba (por-eng)": 81.92, - "Tatoeba (ron-eng)": 62.6, - "Tatoeba (rus-eng)": 22.24, - "Tatoeba (slk-eng)": 10.59, - "Tatoeba (slv-eng)": 11.4, - "Tatoeba (spa-eng)": 85.78, - "Tatoeba (sqi-eng)": 14.92, - "Tatoeba (srp-eng)": 9.87, - "Tatoeba (swe-eng)": 55.08, - "Tatoeba (swg-eng)": 32.66, - "Tatoeba (swh-eng)": 7.64, - "Tatoeba (tam-eng)": 0.49, - "Tatoeba (tat-eng)": 1.28, - "Tatoeba (tel-eng)": 0.45, - "Tatoeba (tgl-eng)": 23.63, - "Tatoeba (tha-eng)": 0.61, - "Tatoeba (tuk-eng)": 5.71, - "Tatoeba (tur-eng)": 8.25, - "Tatoeba (tzl-eng)": 28.4, - "Tatoeba (uig-eng)": 0.57, - "Tatoeba (ukr-eng)": 5.69, - "Tatoeba (urd-eng)": 0.0, - "Tatoeba (uzb-eng)": 4.19, - "Tatoeba (vie-eng)": 9.07, - "Tatoeba (war-eng)": 12.31, - "Tatoeba (wuu-eng)": 1.38, - "Tatoeba (xho-eng)": 7.6, - "Tatoeba (yid-eng)": 0.41, - "Tatoeba (yue-eng)": 1.31, - "Tatoeba (zsm-eng)": 29.74 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "gtr-t5-xl", - "AmazonCounterfactualClassification (de)": 59.79, - "AmazonCounterfactualClassification (en)": 68.6, - "AmazonCounterfactualClassification (en-ext)": 69.03, - "AmazonCounterfactualClassification (ja)": 50.59, - "AmazonPolarityClassification": 74.58, - "AmazonReviewsClassification (de)": 35.06, - "AmazonReviewsClassification (en)": 38.2, - "AmazonReviewsClassification (es)": 37.18, - "AmazonReviewsClassification (fr)": 35.48, - "AmazonReviewsClassification (ja)": 22.24, - "AmazonReviewsClassification (zh)": 21.89, - "Banking77Classification": 82.22, - "EmotionClassification": 45.54, - "ImdbClassification": 68.15, - "MTOPDomainClassification (de)": 85.42, - "MTOPDomainClassification (en)": 93.6, - "MTOPDomainClassification (es)": 88.2, - "MTOPDomainClassification (fr)": 85.05, - "MTOPDomainClassification (hi)": 21.74, - "MTOPDomainClassification (th)": 15.87, - "MTOPIntentClassification (de)": 55.75, - "MTOPIntentClassification (en)": 65.93, - "MTOPIntentClassification (es)": 57.73, - "MTOPIntentClassification (fr)": 51.07, - "MTOPIntentClassification (hi)": 3.19, - "MTOPIntentClassification (th)": 5.55, - "MassiveIntentClassification (af)": 42.6, - "MassiveIntentClassification (am)": 2.12, - "MassiveIntentClassification (ar)": 4.64, - "MassiveIntentClassification (az)": 35.05, - "MassiveIntentClassification (bn)": 2.84, - "MassiveIntentClassification (cy)": 36.19, - "MassiveIntentClassification (da)": 48.42, - "MassiveIntentClassification (de)": 55.49, - "MassiveIntentClassification (el)": 10.14, - "MassiveIntentClassification (en)": 70.23, - "MassiveIntentClassification (es)": 56.72, - "MassiveIntentClassification (fa)": 3.54, - "MassiveIntentClassification (fi)": 37.13, - "MassiveIntentClassification (fr)": 57.67, - "MassiveIntentClassification (he)": 2.56, - "MassiveIntentClassification (hi)": 3.24, - "MassiveIntentClassification (hu)": 34.22, - "MassiveIntentClassification (hy)": 3.01, - "MassiveIntentClassification (id)": 46.54, - "MassiveIntentClassification (is)": 34.77, - "MassiveIntentClassification (it)": 54.13, - "MassiveIntentClassification (ja)": 4.27, - "MassiveIntentClassification (jv)": 36.97, - "MassiveIntentClassification (ka)": 2.72, - "MassiveIntentClassification (km)": 5.35, - "MassiveIntentClassification (kn)": 3.17, - "MassiveIntentClassification (ko)": 2.64, - "MassiveIntentClassification (lv)": 36.32, - "MassiveIntentClassification (ml)": 3.18, - "MassiveIntentClassification (mn)": 22.85, - "MassiveIntentClassification (ms)": 42.87, - "MassiveIntentClassification (my)": 4.04, - "MassiveIntentClassification (nb)": 45.87, - "MassiveIntentClassification (nl)": 49.53, - "MassiveIntentClassification (pl)": 42.64, - "MassiveIntentClassification (pt)": 57.03, - "MassiveIntentClassification (ro)": 49.95, - "MassiveIntentClassification (ru)": 36.58, - "MassiveIntentClassification (sl)": 39.44, - "MassiveIntentClassification (sq)": 41.78, - "MassiveIntentClassification (sv)": 47.95, - "MassiveIntentClassification (sw)": 35.85, - "MassiveIntentClassification (ta)": 2.32, - "MassiveIntentClassification (te)": 2.2, - "MassiveIntentClassification (th)": 3.74, - "MassiveIntentClassification (tl)": 43.12, - "MassiveIntentClassification (tr)": 35.24, - "MassiveIntentClassification (ur)": 3.0, - "MassiveIntentClassification (vi)": 30.01, - "MassiveIntentClassification (zh-CN)": 1.72, - "MassiveIntentClassification (zh-TW)": 3.35, - "MassiveScenarioClassification (af)": 52.54, - "MassiveScenarioClassification (am)": 6.3, - "MassiveScenarioClassification (ar)": 11.96, - "MassiveScenarioClassification (az)": 40.17, - "MassiveScenarioClassification (bn)": 8.29, - "MassiveScenarioClassification (cy)": 42.24, - "MassiveScenarioClassification (da)": 57.28, - "MassiveScenarioClassification (de)": 68.09, - "MassiveScenarioClassification (el)": 16.66, - "MassiveScenarioClassification (en)": 75.94, - "MassiveScenarioClassification (es)": 64.32, - "MassiveScenarioClassification (fa)": 6.9, - "MassiveScenarioClassification (fi)": 43.96, - "MassiveScenarioClassification (fr)": 66.72, - "MassiveScenarioClassification (he)": 7.51, - "MassiveScenarioClassification (hi)": 7.82, - "MassiveScenarioClassification (hu)": 42.16, - "MassiveScenarioClassification (hy)": 9.33, - "MassiveScenarioClassification (id)": 53.54, - "MassiveScenarioClassification (is)": 42.84, - "MassiveScenarioClassification (it)": 62.44, - "MassiveScenarioClassification (ja)": 7.29, - "MassiveScenarioClassification (jv)": 43.13, - "MassiveScenarioClassification (ka)": 7.63, - "MassiveScenarioClassification (km)": 9.08, - "MassiveScenarioClassification (kn)": 8.1, - "MassiveScenarioClassification (ko)": 6.35, - "MassiveScenarioClassification (lv)": 40.24, - "MassiveScenarioClassification (ml)": 7.65, - "MassiveScenarioClassification (mn)": 27.98, - "MassiveScenarioClassification (ms)": 52.41, - "MassiveScenarioClassification (my)": 9.21, - "MassiveScenarioClassification (nb)": 54.44, - "MassiveScenarioClassification (nl)": 60.35, - "MassiveScenarioClassification (pl)": 49.97, - "MassiveScenarioClassification (pt)": 62.78, - "MassiveScenarioClassification (ro)": 59.62, - "MassiveScenarioClassification (ru)": 43.44, - "MassiveScenarioClassification (sl)": 44.79, - "MassiveScenarioClassification (sq)": 50.84, - "MassiveScenarioClassification (sv)": 58.21, - "MassiveScenarioClassification (sw)": 44.63, - "MassiveScenarioClassification (ta)": 7.95, - "MassiveScenarioClassification (te)": 7.5, - "MassiveScenarioClassification (th)": 8.79, - "MassiveScenarioClassification (tl)": 53.54, - "MassiveScenarioClassification (tr)": 42.47, - "MassiveScenarioClassification (ur)": 9.58, - "MassiveScenarioClassification (vi)": 34.68, - "MassiveScenarioClassification (zh-CN)": 5.21, - "MassiveScenarioClassification (zh-TW)": 8.77, - "ToxicConversationsClassification": 67.56, - "TweetSentimentExtractionClassification": 54.77 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "gtr-t5-xl", - "ArxivClusteringP2P": 37.9, - "ArxivClusteringS2S": 30.45, - "BiorxivClusteringP2P": 30.52, - "BiorxivClusteringS2S": 26.06, - "MedrxivClusteringP2P": 28.69, - "MedrxivClusteringS2S": 26.69, - "RedditClustering": 61.34, - "RedditClusteringP2P": 61.11, - "StackExchangeClustering": 69.95, - "StackExchangeClusteringP2P": 32.73, - "TwentyNewsgroupsClustering": 51.15 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "gtr-t5-xl", - "SprintDuplicateQuestions": 95.45, - "TwitterSemEval2015": 77.81, - "TwitterURLCorpus": 85.14 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "gtr-t5-xl", - "AskUbuntuDupQuestions": 63.08, - "MindSmallReranking": 31.5, - "SciDocsRR": 76.49, - "StackOverflowDupQuestions": 52.79 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "gtr-t5-xl", - "ArguAna": 52.81, - "CQADupstackRetrieval": 37.35, - "ClimateFEVER": 27.01, - "DBPedia": 39.74, - "FEVER": 72.18, - "FiQA2018": 44.19, - "HotpotQA": 58.91, - "MSMARCO": 43.52, - "NFCorpus": 33.34, - "NQ": 56.16, - "QuoraRetrieval": 88.91, - "SCIDOCS": 15.71, - "SciFact": 64.2, - "TRECCOVID": 60.09, - "Touche2020": 25.26 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "gtr-t5-xl", - "BIOSSES": 78.94, - "SICK-R": 73.63, - "STS12": 69.11, - "STS13": 81.82, - "STS14": 77.07, - "STS15": 86.01, - "STS16": 82.23, - "STS17 (ar-ar)": 9.06, - "STS17 (en-ar)": -3.22, - "STS17 (en-de)": 70.38, - "STS17 (en-en)": 84.9, - "STS17 (en-tr)": 17.17, - "STS17 (es-en)": 60.24, - "STS17 (es-es)": 81.93, - "STS17 (fr-en)": 62.17, - "STS17 (it-en)": 59.11, - "STS17 (ko-ko)": 8.9, - "STS17 (nl-en)": 56.91, - "STS22 (ar)": 37.66, - "STS22 (de)": 50.58, - "STS22 (de-en)": 53.63, - "STS22 (de-fr)": 55.72, - "STS22 (de-pl)": 27.99, - "STS22 (en)": 66.61, - "STS22 (es)": 59.14, - "STS22 (es-en)": 69.99, - "STS22 (es-it)": 60.94, - "STS22 (fr)": 79.43, - "STS22 (fr-pl)": 61.98, - "STS22 (it)": 67.14, - "STS22 (pl)": 33.74, - "STS22 (pl-en)": 60.18, - "STS22 (ru)": 32.69, - "STS22 (tr)": 55.79, - "STS22 (zh)": 31.16, - "STS22 (zh-en)": 28.85, - "STSBenchmark": 77.65 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "gtr-t5-xl", - "SummEval": 30.21 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "gtr-t5-xl" - } - ] - } - }, - "flaubert_base_cased": { - "BitextMining": { - "f1": [ - { - "Model": "flaubert_base_cased" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "flaubert_base_cased", - "AmazonReviewsClassification (fr)": 24.9, - "MTOPDomainClassification (fr)": 25.55, - "MTOPIntentClassification (fr)": 9.49, - "MasakhaNEWSClassification (fra)": 71.14, - "MassiveIntentClassification (fr)": 6.98, - "MassiveScenarioClassification (fr)": 11.41 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "flaubert_base_cased", - "AlloProfClusteringP2P": 52.86, - "AlloProfClusteringS2S": 14.46, - "HALClusteringS2S": 3.85, - "MLSUMClusteringP2P": 39.06, - "MLSUMClusteringS2S": 17.13, - "MasakhaNEWSClusteringP2P (fra)": 41.61, - "MasakhaNEWSClusteringS2S (fra)": 21.26 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "flaubert_base_cased", - "OpusparcusPC (fr)": 82.15, - "PawsXPairClassification (fr)": 51.89 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "flaubert_base_cased", - "AlloprofReranking": 34.81, - "SyntecReranking": 55.88 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "flaubert_base_cased", - "AlloprofRetrieval": 1.63, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 0.58, - "SyntecRetrieval": 20.56, - "XPQARetrieval (fr)": 6.59 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "flaubert_base_cased", - "SICKFr": 53.86, - "STS22 (fr)": 65.37, - "STSBenchmarkMultilingualSTS (fr)": 37.14 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "flaubert_base_cased", - "SummEvalFr": 31.26 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "flaubert_base_cased" - } - ] - } - }, - "monot5-3b-msmarco-10k": { - "BitextMining": { - "f1": [ - { - "Model": "monot5-3b-msmarco-10k" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "monot5-3b-msmarco-10k" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "monot5-3b-msmarco-10k" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "monot5-3b-msmarco-10k" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "monot5-3b-msmarco-10k" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "monot5-3b-msmarco-10k" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "monot5-3b-msmarco-10k" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "monot5-3b-msmarco-10k" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "monot5-3b-msmarco-10k", - "Core17InstructionRetrieval": 1.84, - "News21InstructionRetrieval": 1.78, - "Robust04InstructionRetrieval": 3.96 - } - ] - } - }, - "voyage-multilingual-2": { - "BitextMining": { - "f1": [ - { - "Model": "voyage-multilingual-2" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "voyage-multilingual-2", - "AmazonReviewsClassification (fr)": 43.36, - "MTOPDomainClassification (fr)": 90.33, - "MTOPIntentClassification (fr)": 60.52, - "MasakhaNEWSClassification (fra)": 74.81, - "MassiveIntentClassification (fr)": 68.06, - "MassiveScenarioClassification (fr)": 74.29 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "voyage-multilingual-2", - "AlloProfClusteringP2P": 65.37, - "AlloProfClusteringS2S": 47.03, - "HALClusteringS2S": 27.67, - "MLSUMClusteringP2P (fr)": 45.99, - "MLSUMClusteringS2S (fr)": 45.57, - "MasakhaNEWSClusteringP2P (fra)": 44.53, - "MasakhaNEWSClusteringS2S (fra)": 49.8 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "voyage-multilingual-2", - "OpusparcusPC (fr)": 93.68, - "PawsXPairClassification (fr)": 63.64 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "voyage-multilingual-2", - "AlloprofReranking": 74.78, - "SyntecReranking": 90.4 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "voyage-multilingual-2", - "AlloprofRetrieval": 58.27, - "BSARDRetrieval": 5.14, - "LEMBNarrativeQARetrieval": 64.69, - "LEMBNeedleRetrieval": 75.25, - "LEMBPasskeyRetrieval": 97.0, - "LEMBQMSumRetrieval": 51.49, - "LEMBSummScreenFDRetrieval": 99.11, - "LEMBWikimQARetrieval": 87.49, - "MintakaRetrieval (fr)": 49.19, - "SyntecRetrieval": 87.28, - "XPQARetrieval (fr)": 72.92 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "voyage-multilingual-2", - "SICKFr": 74.9, - "STS22 (fr)": 82.76, - "STSBenchmarkMultilingualSTS (fr)": 82.72 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "voyage-multilingual-2", - "SummEvalFr": 29.96 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "voyage-multilingual-2" - } - ] - } - }, - "xlm-roberta-large": { - "BitextMining": { - "f1": [ - { - "Model": "xlm-roberta-large" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "xlm-roberta-large", - "AmazonReviewsClassification (fr)": 26.62, - "MTOPDomainClassification (fr)": 36.77, - "MTOPIntentClassification (fr)": 15.37, - "MasakhaNEWSClassification (fra)": 65.76, - "MassiveIntentClassification (fr)": 15.82, - "MassiveScenarioClassification (fr)": 23.92 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "xlm-roberta-large", - "AlloProfClusteringP2P": 56.54, - "AlloProfClusteringS2S": 21.18, - "BlurbsClusteringP2P": 29.84, - "BlurbsClusteringS2S": 7.29, - "HALClusteringS2S": 5.94, - "MLSUMClusteringP2P": 42.67, - "MLSUMClusteringS2S": 18.5, - "MasakhaNEWSClusteringP2P (fra)": 34.02, - "MasakhaNEWSClusteringS2S (fra)": 21.52, - "TenKGnadClusteringP2P": 32.46, - "TenKGnadClusteringS2S": 6.16 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "xlm-roberta-large", - "OpusparcusPC (fr)": 83.73, - "PawsXPairClassification (fr)": 53.38 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "xlm-roberta-large", - "AlloprofReranking": 28.62, - "SyntecReranking": 49.4 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "xlm-roberta-large", - "AlloprofRetrieval": 0.52, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 0.9, - "SyntecRetrieval": 6.6, - "XPQARetrieval (fr)": 12.7 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "xlm-roberta-large", - "SICKFr": 50.01, - "STS22 (fr)": 55.49, - "STSBenchmarkMultilingualSTS (fr)": 42.32 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "xlm-roberta-large", - "SummEvalFr": 28.89 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "xlm-roberta-large" - } - ] - } - }, - "rubert-base-cased-sentence": { - "BitextMining": { - "f1": [ - { - "Model": "rubert-base-cased-sentence", - "Tatoeba (rus-Cyrl_eng-Latn)": 20.26 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "rubert-base-cased-sentence", - "GeoreviewClassification (rus-Cyrl)": 38.05, - "HeadlineClassification (rus-Cyrl)": 67.64, - "InappropriatenessClassification (rus-Cyrl)": 58.27, - "KinopoiskClassification (rus-Cyrl)": 45.86, - "MassiveIntentClassification (rus-Cyrl)": 49.1, - "MassiveScenarioClassification (rus-Cyrl)": 51.91, - "RuReviewsClassification (rus-Cyrl)": 58.34, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.18, - "RuSciBenchOECDClassification (rus-Cyrl)": 40.11 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "rubert-base-cased-sentence", - "GeoreviewClusteringP2P (rus-Cyrl)": 41.82, - "MLSUMClusteringP2P (rus-Cyrl)": 43.71, - "MLSUMClusteringS2S (rus-Cyrl)": 45.94, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 46.29, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.28 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "rubert-base-cased-sentence", - "OpusparcusPC (rus-Cyrl)": 81.52, - "TERRa (rus-Cyrl)": 59.12 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "rubert-base-cased-sentence", - "RuBQReranking (rus-Cyrl)": 39.89 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "rubert-base-cased-sentence", - "RiaNewsRetrieval (rus-Cyrl)": 6.72, - "RuBQRetrieval (rus-Cyrl)": 12.63 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "rubert-base-cased-sentence", - "RUParaPhraserSTS (rus-Cyrl)": 66.24, - "RuSTSBenchmarkSTS (rus-Cyrl)": 66.03, - "STS22 (rus-Cyrl)": 51.27, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 66.71 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "rubert-base-cased-sentence" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "rubert-base-cased-sentence" - } - ] - } - }, - "bge-base-zh-v1.5": { - "BitextMining": { - "f1": [ - { - "Model": "bge-base-zh-v1.5" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "bge-base-zh-v1.5", - "AmazonReviewsClassification (zh)": 40.15, - "IFlyTek": 48.62, - "JDReview": 83.62, - "MassiveIntentClassification (zh-CN)": 67.93, - "MassiveScenarioClassification (zh-CN)": 73.98, - "MultilingualSentiment": 70.67, - "OnlineShopping": 91.26, - "TNews": 51.08, - "Waimai": 85.36 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "bge-base-zh-v1.5", - "CLSClusteringP2P": 39.91, - "CLSClusteringS2S": 37.63, - "ThuNewsClusteringP2P": 58.45, - "ThuNewsClusteringS2S": 54.12 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "bge-base-zh-v1.5", - "Cmnli": 84.1, - "Ocnli": 75.41 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "bge-base-zh-v1.5", - "CMedQAv1": 80.47, - "CMedQAv2": 84.88, - "MMarcoReranking": 29.74, - "T2Reranking": 66.49 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bge-base-zh-v1.5", - "CmedqaRetrieval": 41.61, - "CovidRetrieval": 74.7, - "DuRetrieval": 85.07, - "EcomRetrieval": 64.25, - "MMarcoRetrieval": 77.69, - "MedicalRetrieval": 56.51, - "T2Retrieval": 83.71, - "VideoRetrieval": 72.35 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "bge-base-zh-v1.5", - "AFQMC": 42.4, - "ATEC": 48.17, - "BQ": 61.78, - "LCQMC": 74.45, - "PAWSX": 20.4, - "QBQTC": 36.22, - "STS22 (zh)": 68.01, - "STSB": 78.31 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "bge-base-zh-v1.5" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "bge-base-zh-v1.5" - } - ] - } - }, - "rubert-tiny-turbo": { - "BitextMining": { - "f1": [ - { - "Model": "rubert-tiny-turbo", - "Tatoeba (rus-Cyrl_eng-Latn)": 83.14 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "rubert-tiny-turbo", - "AmazonPolarityClassification": 68.36, - "Banking77Classification": 59.86, - "EmotionClassification": 29.5, - "GeoreviewClassification (rus-Cyrl)": 41.36, - "HeadlineClassification (rus-Cyrl)": 68.9, - "ImdbClassification": 58.36, - "InappropriatenessClassification (rus-Cyrl)": 59.11, - "KinopoiskClassification (rus-Cyrl)": 50.47, - "MassiveIntentClassification (cmo-Hans)": 5.21, - "MassiveIntentClassification (kor-Kore)": 2.53, - "MassiveIntentClassification (hin-Deva)": 2.56, - "MassiveIntentClassification (kan-Knda)": 2.06, - "MassiveIntentClassification (kat-Geor)": 2.64, - "MassiveIntentClassification (amh-Ethi)": 2.28, - "MassiveIntentClassification (mya-Mymr)": 3.96, - "MassiveIntentClassification (ell-Grek)": 9.66, - "MassiveIntentClassification (lav-Latn)": 22.32, - "MassiveIntentClassification (mal-Mlym)": 2.39, - "MassiveIntentClassification (mon-Cyrl)": 28.99, - "MassiveIntentClassification (urd-Arab)": 2.45, - "MassiveIntentClassification (fas-Arab)": 3.34, - "MassiveIntentClassification (ron-Latn)": 31.72, - "MassiveIntentClassification (isl-Latn)": 24.85, - "MassiveIntentClassification (en)": 50.16, - "MassiveIntentClassification (hun-Latn)": 25.52, - "MassiveIntentClassification (fra-Latn)": 31.51, - "MassiveIntentClassification (tha-Thai)": 3.74, - "MassiveIntentClassification (deu-Latn)": 32.1, - "MassiveIntentClassification (tur-Latn)": 27.56, - "MassiveIntentClassification (por-Latn)": 34.35, - "MassiveIntentClassification (sqi-Latn)": 32.38, - "MassiveIntentClassification (cmo-Hant)": 6.81, - "MassiveIntentClassification (hye-Armn)": 2.72, - "MassiveIntentClassification (dan-Latn)": 33.95, - "MassiveIntentClassification (afr-Latn)": 30.4, - "MassiveIntentClassification (ara-Arab)": 3.8, - "MassiveIntentClassification (jav-Latn)": 28.53, - "MassiveIntentClassification (tel-Telu)": 2.21, - "MassiveIntentClassification (tgl-Latn)": 32.02, - "MassiveIntentClassification (swa-Latn)": 27.79, - "MassiveIntentClassification (jpn-Jpan)": 5.61, - "MassiveIntentClassification (msa-Latn)": 28.94, - "MassiveIntentClassification (nob-Latn)": 32.3, - "MassiveIntentClassification (fin-Latn)": 31.13, - "MassiveIntentClassification (ind-Latn)": 33.56, - "MassiveIntentClassification (cym-Latn)": 31.68, - "MassiveIntentClassification (slv-Latn)": 31.39, - "MassiveIntentClassification (spa-Latn)": 31.03, - "MassiveIntentClassification (ben-Beng)": 3.08, - "MassiveIntentClassification (swe-Latn)": 30.23, - "MassiveIntentClassification (rus-Cyrl)": 57.98, - "MassiveIntentClassification (aze-Latn)": 23.58, - "MassiveIntentClassification (ita-Latn)": 35.24, - "MassiveIntentClassification (pol-Latn)": 26.82, - "MassiveIntentClassification (vie-Latn)": 23.72, - "MassiveIntentClassification (tam-Taml)": 1.5, - "MassiveIntentClassification (heb-Hebr)": 2.25, - "MassiveIntentClassification (nld-Latn)": 32.44, - "MassiveIntentClassification (khm-Khmr)": 5.14, - "MassiveScenarioClassification (cmo-Hans)": 10.6, - "MassiveScenarioClassification (kor-Kore)": 5.63, - "MassiveScenarioClassification (hin-Deva)": 7.41, - "MassiveScenarioClassification (kan-Knda)": 7.6, - "MassiveScenarioClassification (kat-Geor)": 7.01, - "MassiveScenarioClassification (amh-Ethi)": 7.68, - "MassiveScenarioClassification (mya-Mymr)": 10.73, - "MassiveScenarioClassification (ell-Grek)": 17.95, - "MassiveScenarioClassification (lav-Latn)": 29.29, - "MassiveScenarioClassification (mal-Mlym)": 6.92, - "MassiveScenarioClassification (mon-Cyrl)": 33.7, - "MassiveScenarioClassification (urd-Arab)": 8.53, - "MassiveScenarioClassification (fas-Arab)": 6.62, - "MassiveScenarioClassification (ron-Latn)": 40.02, - "MassiveScenarioClassification (isl-Latn)": 33.1, - "MassiveScenarioClassification (en)": 61.29, - "MassiveScenarioClassification (hun-Latn)": 36.41, - "MassiveScenarioClassification (fra-Latn)": 42.9, - "MassiveScenarioClassification (tha-Thai)": 8.26, - "MassiveScenarioClassification (deu-Latn)": 42.07, - "MassiveScenarioClassification (tur-Latn)": 34.85, - "MassiveScenarioClassification (por-Latn)": 40.79, - "MassiveScenarioClassification (sqi-Latn)": 42.66, - "MassiveScenarioClassification (cmo-Hant)": 11.93, - "MassiveScenarioClassification (hye-Armn)": 8.78, - "MassiveScenarioClassification (dan-Latn)": 43.69, - "MassiveScenarioClassification (afr-Latn)": 40.84, - "MassiveScenarioClassification (ara-Arab)": 11.86, - "MassiveScenarioClassification (jav-Latn)": 37.23, - "MassiveScenarioClassification (tel-Telu)": 6.91, - "MassiveScenarioClassification (tgl-Latn)": 38.16, - "MassiveScenarioClassification (swa-Latn)": 35.66, - "MassiveScenarioClassification (jpn-Jpan)": 10.6, - "MassiveScenarioClassification (msa-Latn)": 38.97, - "MassiveScenarioClassification (nob-Latn)": 39.05, - "MassiveScenarioClassification (fin-Latn)": 35.19, - "MassiveScenarioClassification (ind-Latn)": 39.54, - "MassiveScenarioClassification (cym-Latn)": 39.85, - "MassiveScenarioClassification (slv-Latn)": 35.98, - "MassiveScenarioClassification (spa-Latn)": 37.13, - "MassiveScenarioClassification (ben-Beng)": 8.85, - "MassiveScenarioClassification (swe-Latn)": 36.12, - "MassiveScenarioClassification (rus-Cyrl)": 62.9, - "MassiveScenarioClassification (aze-Latn)": 30.32, - "MassiveScenarioClassification (ita-Latn)": 42.69, - "MassiveScenarioClassification (pol-Latn)": 31.62, - "MassiveScenarioClassification (vie-Latn)": 31.89, - "MassiveScenarioClassification (tam-Taml)": 7.01, - "MassiveScenarioClassification (heb-Hebr)": 7.61, - "MassiveScenarioClassification (nld-Latn)": 40.94, - "MassiveScenarioClassification (khm-Khmr)": 8.51, - "RuReviewsClassification (rus-Cyrl)": 60.66, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.93, - "RuSciBenchOECDClassification (rus-Cyrl)": 40.79, - "ToxicConversationsClassification": 57.77, - "TweetSentimentExtractionClassification": 55.3 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "rubert-tiny-turbo", - "ArxivClusteringP2P": 24.83, - "ArxivClusteringS2S": 16.68, - "BiorxivClusteringP2P": 20.0, - "BiorxivClusteringS2S": 12.67, - "GeoreviewClusteringP2P (rus-Cyrl)": 59.71, - "MLSUMClusteringP2P (rus-Cyrl)": 40.02, - "MLSUMClusteringS2S (rus-Cyrl)": 41.36, - "MedrxivClusteringP2P": 20.79, - "MedrxivClusteringS2S": 18.18, - "RedditClustering": 26.28, - "RedditClusteringP2P": 40.48, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 47.55, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.44, - "StackExchangeClustering": 33.51, - "StackExchangeClusteringP2P": 27.98, - "TwentyNewsgroupsClustering": 19.9 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "rubert-tiny-turbo", - "OpusparcusPC (rus-Cyrl)": 87.58, - "TERRa (rus-Cyrl)": 56.09 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "rubert-tiny-turbo", - "RuBQReranking (rus-Cyrl)": 62.15 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "rubert-tiny-turbo", - "AILACasedocs": 7.43, - "AILAStatutes": 13.62, - "ARCChallenge": 3.85, - "AlphaNLI": 14.15, - "ArguAna": 32.03, - "ClimateFEVER": 5.56, - "DBPedia": 9.61, - "RiaNewsRetrieval (rus-Cyrl)": 51.27, - "RuBQRetrieval (rus-Cyrl)": 51.73 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "rubert-tiny-turbo", - "RUParaPhraserSTS (rus-Cyrl)": 72.15, - "RuSTSBenchmarkSTS (rus-Cyrl)": 78.48, - "STS22 (cmn-Hans)": 32.83, - "STS22 (deu-Latn_fra-Latn)": 17.5, - "STS22 (pol-Latn_eng-Latn)": 42.08, - "STS22 (rus-Cyrl)": 60.06, - "STS22 (fra-Latn)": 42.0, - "STS22 (deu-Latn)": 8.16, - "STS22 (tur-Latn)": 15.46, - "STS22 (deu-Latn_eng-Latn)": 21.55, - "STS22 (ita-Latn)": 39.69, - "STS22 (pol-Latn)": 9.71, - "STS22 (fra-Latn_pol-Latn)": 39.44, - "STS22 (deu-Latn_pol-Latn)": 25.53, - "STS22 (ara-Arab)": 27.95, - "STS22 (spa-Latn_eng-Latn)": 42.77, - "STS22 (spa-Latn_ita-Latn)": 32.83, - "STS22 (spa-Latn)": 45.31, - "STS22 (cmn-Hans_eng-Latn)": 31.25, - "STS22 (en)": 47.06, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 78.12 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "rubert-tiny-turbo" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "rubert-tiny-turbo" - } - ] - } - }, - "LLM2Vec-Llama-2-supervised": { - "BitextMining": { - "f1": [ - { - "Model": "LLM2Vec-Llama-2-supervised" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "LLM2Vec-Llama-2-supervised", - "AmazonCounterfactualClassification (en)": 82.22, - "AmazonPolarityClassification": 89.69, - "AmazonReviewsClassification (en)": 48.47, - "Banking77Classification": 88.17, - "EmotionClassification": 51.71, - "ImdbClassification": 85.78, - "MTOPDomainClassification (en)": 95.57, - "MTOPIntentClassification (en)": 82.81, - "MassiveIntentClassification (en)": 78.06, - "MassiveScenarioClassification (en)": 81.35, - "ToxicConversationsClassification": 71.01, - "TweetSentimentExtractionClassification": 61.11 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "LLM2Vec-Llama-2-supervised", - "ArxivClusteringP2P": 43.14, - "ArxivClusteringS2S": 42.38, - "BiorxivClusteringP2P": 35.88, - "BiorxivClusteringS2S": 34.81, - "MedrxivClusteringP2P": 32.23, - "MedrxivClusteringS2S": 31.37, - "RedditClustering": 61.1, - "RedditClusteringP2P": 64.52, - "StackExchangeClustering": 67.98, - "StackExchangeClusteringP2P": 33.2, - "TwentyNewsgroupsClustering": 51.04 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "LLM2Vec-Llama-2-supervised", - "SprintDuplicateQuestions": 96.83, - "TwitterSemEval2015": 80.7, - "TwitterURLCorpus": 86.56 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "LLM2Vec-Llama-2-supervised", - "AskUbuntuDupQuestions": 63.13, - "MindSmallReranking": 31.34, - "SciDocsRR": 84.03, - "StackOverflowDupQuestions": 51.02 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "LLM2Vec-Llama-2-supervised", - "ArguAna": 56.53, - "CQADupstackRetrieval": 45.94, - "ClimateFEVER": 30.7, - "DBPedia": 48.42, - "FEVER": 89.93, - "FiQA2018": 51.28, - "HotpotQA": 72.99, - "MSMARCO": 41.46, - "NFCorpus": 40.33, - "NQ": 61.24, - "QuoraRetrieval": 85.59, - "SCIDOCS": 21.05, - "SciFact": 77.3, - "TRECCOVID": 79.25, - "Touche2020": 16.92 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "LLM2Vec-Llama-2-supervised", - "BIOSSES": 82.13, - "SICK-R": 83.01, - "STS12": 78.85, - "STS13": 86.84, - "STS14": 84.04, - "STS15": 88.72, - "STS16": 86.79, - "STS17 (en-en)": 90.63, - "STS22 (en)": 67.55, - "STSBenchmark": 88.72 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "LLM2Vec-Llama-2-supervised", - "SummEval": 28.49 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "LLM2Vec-Llama-2-supervised" - } - ] - } - }, - "LLM2Vec-Mistral-unsupervised": { - "BitextMining": { - "f1": [ - { - "Model": "LLM2Vec-Mistral-unsupervised" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "LLM2Vec-Mistral-unsupervised", - "AmazonCounterfactualClassification (en)": 76.94, - "AmazonPolarityClassification": 85.29, - "AmazonReviewsClassification (en)": 47.09, - "Banking77Classification": 86.16, - "EmotionClassification": 48.88, - "ImdbClassification": 77.95, - "MTOPDomainClassification (en)": 95.48, - "MTOPIntentClassification (en)": 82.84, - "MassiveIntentClassification (en)": 76.65, - "MassiveScenarioClassification (en)": 79.99, - "ToxicConversationsClassification": 70.71, - "TweetSentimentExtractionClassification": 60.9 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "LLM2Vec-Mistral-unsupervised", - "ArxivClusteringP2P": 47.56, - "ArxivClusteringS2S": 39.92, - "BiorxivClusteringP2P": 36.14, - "BiorxivClusteringS2S": 30.26, - "MedrxivClusteringP2P": 30.11, - "MedrxivClusteringS2S": 26.93, - "RedditClustering": 41.83, - "RedditClusteringP2P": 62.08, - "StackExchangeClustering": 67.34, - "StackExchangeClusteringP2P": 34.5, - "TwentyNewsgroupsClustering": 30.26 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "LLM2Vec-Mistral-unsupervised", - "SprintDuplicateQuestions": 91.3, - "TwitterSemEval2015": 68.76, - "TwitterURLCorpus": 82.76 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "LLM2Vec-Mistral-unsupervised", - "AskUbuntuDupQuestions": 58.6, - "MindSmallReranking": 29.73, - "SciDocsRR": 77.81, - "StackOverflowDupQuestions": 49.8 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "LLM2Vec-Mistral-unsupervised", - "ArguAna": 51.0, - "CQADupstackRetrieval": 33.37, - "ClimateFEVER": 22.97, - "DBPedia": 25.48, - "FEVER": 45.11, - "FiQA2018": 27.24, - "HotpotQA": 54.54, - "MSMARCO": 19.13, - "NFCorpus": 27.16, - "NQ": 34.16, - "QuoraRetrieval": 84.4, - "SCIDOCS": 15.35, - "SciFact": 68.68, - "TRECCOVID": 55.67, - "Touche2020": 6.54 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "LLM2Vec-Mistral-unsupervised", - "BIOSSES": 83.29, - "SICK-R": 75.55, - "STS12": 67.65, - "STS13": 83.9, - "STS14": 76.97, - "STS15": 83.8, - "STS16": 81.91, - "STS17 (en-en)": 85.58, - "STS22 (en)": 65.93, - "STSBenchmark": 80.42 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "LLM2Vec-Mistral-unsupervised", - "SummEval": 30.19 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "LLM2Vec-Mistral-unsupervised" - } - ] - } - }, - "paraphrase-multilingual-mpnet-base-v2": { - "BitextMining": { - "f1": [ - { - "Model": "paraphrase-multilingual-mpnet-base-v2", - "BUCC (de-en)": 98.59, - "BUCC (fr-en)": 96.89, - "BUCC (ru-en)": 96.44, - "BUCC (zh-en)": 97.56, - "BornholmBitextMining (dan-Latn)": 18.18, - "Tatoeba (afr-eng)": 72.96, - "Tatoeba (amh-eng)": 53.49, - "Tatoeba (ang-eng)": 16.72, - "Tatoeba (ara-eng)": 90.19, - "Tatoeba (arq-eng)": 19.84, - "Tatoeba (arz-eng)": 55.69, - "Tatoeba (ast-eng)": 70.08, - "Tatoeba (awa-eng)": 42.83, - "Tatoeba (aze-eng)": 76.36, - "Tatoeba (bel-eng)": 79.94, - "Tatoeba (ben-eng)": 64.9, - "Tatoeba (ber-eng)": 4.88, - "Tatoeba (bos-eng)": 94.02, - "Tatoeba (bre-eng)": 6.42, - "Tatoeba (bul-eng)": 93.52, - "Tatoeba (cat-eng)": 96.05, - "Tatoeba (cbk-eng)": 58.68, - "Tatoeba (ceb-eng)": 7.39, - "Tatoeba (ces-eng)": 95.73, - "Tatoeba (cha-eng)": 12.59, - "Tatoeba (cmn-eng)": 95.83, - "Tatoeba (cor-eng)": 3.53, - "Tatoeba (csb-eng)": 23.73, - "Tatoeba (cym-eng)": 22.31, - "Tatoeba (dan-eng)": 96.17, - "Tatoeba (deu-eng)": 97.73, - "Tatoeba (dsb-eng)": 36.85, - "Tatoeba (dtp-eng)": 5.03, - "Tatoeba (ell-eng)": 94.93, - "Tatoeba (epo-eng)": 55.12, - "Tatoeba (est-eng)": 98.4, - "Tatoeba (eus-eng)": 31.33, - "Tatoeba (fao-eng)": 38.24, - "Tatoeba (fin-eng)": 95.92, - "Tatoeba (fra-eng)": 93.12, - "Tatoeba (fry-eng)": 43.54, - "Tatoeba (gla-eng)": 4.72, - "Tatoeba (gle-eng)": 16.85, - "Tatoeba (glg-eng)": 95.32, - "Tatoeba (gsw-eng)": 25.12, - "Tatoeba (heb-eng)": 88.26, - "Tatoeba (hin-eng)": 97.75, - "Tatoeba (hrv-eng)": 97.0, - "Tatoeba (hsb-eng)": 44.32, - "Tatoeba (hun-eng)": 94.18, - "Tatoeba (hye-eng)": 94.38, - "Tatoeba (ido-eng)": 43.91, - "Tatoeba (ile-eng)": 60.36, - "Tatoeba (ina-eng)": 84.32, - "Tatoeba (ind-eng)": 93.5, - "Tatoeba (isl-eng)": 59.25, - "Tatoeba (ita-eng)": 93.76, - "Tatoeba (jav-eng)": 23.39, - "Tatoeba (jpn-eng)": 92.51, - "Tatoeba (kab-eng)": 1.41, - "Tatoeba (kat-eng)": 95.46, - "Tatoeba (kaz-eng)": 61.49, - "Tatoeba (khm-eng)": 58.8, - "Tatoeba (kor-eng)": 93.07, - "Tatoeba (kur-eng)": 61.44, - "Tatoeba (kzj-eng)": 5.88, - "Tatoeba (lat-eng)": 24.25, - "Tatoeba (lfn-eng)": 49.56, - "Tatoeba (lit-eng)": 95.37, - "Tatoeba (lvs-eng)": 97.53, - "Tatoeba (mal-eng)": 88.46, - "Tatoeba (mar-eng)": 93.83, - "Tatoeba (max-eng)": 48.77, - "Tatoeba (mhr-eng)": 7.57, - "Tatoeba (mkd-eng)": 93.02, - "Tatoeba (mon-eng)": 96.14, - "Tatoeba (nds-eng)": 38.88, - "Tatoeba (nld-eng)": 95.5, - "Tatoeba (nno-eng)": 81.41, - "Tatoeba (nob-eng)": 98.53, - "Tatoeba (nov-eng)": 50.23, - "Tatoeba (oci-eng)": 43.49, - "Tatoeba (orv-eng)": 23.77, - "Tatoeba (pam-eng)": 5.39, - "Tatoeba (pes-eng)": 93.47, - "Tatoeba (pms-eng)": 34.19, - "Tatoeba (pol-eng)": 96.95, - "Tatoeba (por-eng)": 93.02, - "Tatoeba (ron-eng)": 96.43, - "Tatoeba (rus-eng)": 92.92, - "Tatoeba (slk-eng)": 96.62, - "Tatoeba (slv-eng)": 97.08, - "Tatoeba (spa-eng)": 97.0, - "Tatoeba (sqi-eng)": 98.57, - "Tatoeba (srp-eng)": 94.12, - "Tatoeba (swe-eng)": 95.45, - "Tatoeba (swg-eng)": 22.8, - "Tatoeba (swh-eng)": 16.02, - "Tatoeba (tam-eng)": 73.6, - "Tatoeba (tat-eng)": 10.89, - "Tatoeba (tel-eng)": 79.73, - "Tatoeba (tgl-eng)": 17.67, - "Tatoeba (tha-eng)": 95.99, - "Tatoeba (tuk-eng)": 14.91, - "Tatoeba (tur-eng)": 96.17, - "Tatoeba (tzl-eng)": 34.21, - "Tatoeba (uig-eng)": 48.35, - "Tatoeba (ukr-eng)": 92.67, - "Tatoeba (urd-eng)": 95.12, - "Tatoeba (uzb-eng)": 23.19, - "Tatoeba (vie-eng)": 97.23, - "Tatoeba (war-eng)": 7.42, - "Tatoeba (wuu-eng)": 78.25, - "Tatoeba (xho-eng)": 6.53, - "Tatoeba (yid-eng)": 30.73, - "Tatoeba (yue-eng)": 77.58, - "Tatoeba (zsm-eng)": 95.8, - "Tatoeba (gsw-Latn_eng-Latn)": 25.12, - "Tatoeba (spa-Latn_eng-Latn)": 97.0, - "Tatoeba (lat-Latn_eng-Latn)": 24.25, - "Tatoeba (hun-Latn_eng-Latn)": 94.18, - "Tatoeba (eus-Latn_eng-Latn)": 31.33, - "Tatoeba (heb-Hebr_eng-Latn)": 88.26, - "Tatoeba (ang-Latn_eng-Latn)": 16.72, - "Tatoeba (swe-Latn_eng-Latn)": 95.45, - "Tatoeba (slk-Latn_eng-Latn)": 96.62, - "Tatoeba (ell-Grek_eng-Latn)": 94.93, - "Tatoeba (nld-Latn_eng-Latn)": 95.5, - "Tatoeba (cym-Latn_eng-Latn)": 22.31, - "Tatoeba (sqi-Latn_eng-Latn)": 98.57, - "Tatoeba (csb-Latn_eng-Latn)": 23.73, - "Tatoeba (ben-Beng_eng-Latn)": 64.9, - "Tatoeba (bre-Latn_eng-Latn)": 6.42, - "Tatoeba (mkd-Cyrl_eng-Latn)": 93.02, - "Tatoeba (cmn-Hans_eng-Latn)": 95.83, - "Tatoeba (deu-Latn_eng-Latn)": 97.73, - "Tatoeba (fao-Latn_eng-Latn)": 38.24, - "Tatoeba (afr-Latn_eng-Latn)": 72.96, - "Tatoeba (nno-Latn_eng-Latn)": 81.41, - "Tatoeba (jpn-Jpan_eng-Latn)": 92.51, - "Tatoeba (tzl-Latn_eng-Latn)": 34.21, - "Tatoeba (arz-Arab_eng-Latn)": 55.69, - "Tatoeba (ita-Latn_eng-Latn)": 93.76, - "Tatoeba (arq-Arab_eng-Latn)": 19.84, - "Tatoeba (uzb-Latn_eng-Latn)": 23.19, - "Tatoeba (rus-Cyrl_eng-Latn)": 92.92, - "Tatoeba (tat-Cyrl_eng-Latn)": 10.89, - "Tatoeba (fin-Latn_eng-Latn)": 95.92, - "Tatoeba (nob-Latn_eng-Latn)": 98.53, - "Tatoeba (tam-Taml_eng-Latn)": 73.6, - "Tatoeba (kur-Latn_eng-Latn)": 61.44, - "Tatoeba (wuu-Hans_eng-Latn)": 78.25, - "Tatoeba (cor-Latn_eng-Latn)": 3.53, - "Tatoeba (cha-Latn_eng-Latn)": 12.59, - "Tatoeba (hsb-Latn_eng-Latn)": 44.32, - "Tatoeba (max-Deva_eng-Latn)": 48.77, - "Tatoeba (kat-Geor_eng-Latn)": 95.46, - "Tatoeba (mal-Mlym_eng-Latn)": 88.46, - "Tatoeba (ina-Latn_eng-Latn)": 84.32, - "Tatoeba (cbk-Latn_eng-Latn)": 58.68, - "Tatoeba (yid-Hebr_eng-Latn)": 30.73, - "Tatoeba (swg-Latn_eng-Latn)": 22.8, - "Tatoeba (dtp-Latn_eng-Latn)": 5.03, - "Tatoeba (ber-Tfng_eng-Latn)": 4.88, - "Tatoeba (epo-Latn_eng-Latn)": 55.12, - "Tatoeba (mar-Deva_eng-Latn)": 93.83, - "Tatoeba (kaz-Cyrl_eng-Latn)": 61.49, - "Tatoeba (tgl-Latn_eng-Latn)": 17.67, - "Tatoeba (hrv-Latn_eng-Latn)": 97.0, - "Tatoeba (bel-Cyrl_eng-Latn)": 79.94, - "Tatoeba (pam-Latn_eng-Latn)": 5.39, - "Tatoeba (zsm-Latn_eng-Latn)": 95.8, - "Tatoeba (ces-Latn_eng-Latn)": 95.73, - "Tatoeba (gla-Latn_eng-Latn)": 4.72, - "Tatoeba (hin-Deva_eng-Latn)": 97.75, - "Tatoeba (slv-Latn_eng-Latn)": 97.08, - "Tatoeba (cat-Latn_eng-Latn)": 96.05, - "Tatoeba (war-Latn_eng-Latn)": 7.42, - "Tatoeba (hye-Armn_eng-Latn)": 94.38, - "Tatoeba (ind-Latn_eng-Latn)": 93.5, - "Tatoeba (kor-Hang_eng-Latn)": 93.07, - "Tatoeba (por-Latn_eng-Latn)": 93.02, - "Tatoeba (fry-Latn_eng-Latn)": 43.54, - "Tatoeba (dan-Latn_eng-Latn)": 96.17, - "Tatoeba (nov-Latn_eng-Latn)": 50.23, - "Tatoeba (vie-Latn_eng-Latn)": 97.23, - "Tatoeba (kzj-Latn_eng-Latn)": 5.88, - "Tatoeba (ido-Latn_eng-Latn)": 43.91, - "Tatoeba (tuk-Latn_eng-Latn)": 14.91, - "Tatoeba (glg-Latn_eng-Latn)": 95.32, - "Tatoeba (bos-Latn_eng-Latn)": 94.02, - "Tatoeba (gle-Latn_eng-Latn)": 16.85, - "Tatoeba (fra-Latn_eng-Latn)": 93.12, - "Tatoeba (lvs-Latn_eng-Latn)": 97.53, - "Tatoeba (mon-Cyrl_eng-Latn)": 96.14, - "Tatoeba (lit-Latn_eng-Latn)": 95.37, - "Tatoeba (ron-Latn_eng-Latn)": 96.43, - "Tatoeba (pms-Latn_eng-Latn)": 34.19, - "Tatoeba (lfn-Latn_eng-Latn)": 49.56, - "Tatoeba (isl-Latn_eng-Latn)": 59.25, - "Tatoeba (xho-Latn_eng-Latn)": 6.53, - "Tatoeba (orv-Cyrl_eng-Latn)": 23.77, - "Tatoeba (ukr-Cyrl_eng-Latn)": 92.67, - "Tatoeba (dsb-Latn_eng-Latn)": 36.85, - "Tatoeba (nds-Latn_eng-Latn)": 38.88, - "Tatoeba (amh-Ethi_eng-Latn)": 53.49, - "Tatoeba (yue-Hant_eng-Latn)": 77.58, - "Tatoeba (urd-Arab_eng-Latn)": 95.12, - "Tatoeba (tel-Telu_eng-Latn)": 79.73, - "Tatoeba (ile-Latn_eng-Latn)": 60.36, - "Tatoeba (jav-Latn_eng-Latn)": 23.39, - "Tatoeba (ast-Latn_eng-Latn)": 70.08, - "Tatoeba (tha-Thai_eng-Latn)": 95.99, - "Tatoeba (ara-Arab_eng-Latn)": 90.19, - "Tatoeba (pes-Arab_eng-Latn)": 93.47, - "Tatoeba (awa-Deva_eng-Latn)": 42.83, - "Tatoeba (tur-Latn_eng-Latn)": 96.17, - "Tatoeba (ceb-Latn_eng-Latn)": 7.39, - "Tatoeba (swh-Latn_eng-Latn)": 16.02, - "Tatoeba (srp-Cyrl_eng-Latn)": 94.12, - "Tatoeba (est-Latn_eng-Latn)": 98.4, - "Tatoeba (aze-Latn_eng-Latn)": 76.36, - "Tatoeba (bul-Cyrl_eng-Latn)": 93.52, - "Tatoeba (oci-Latn_eng-Latn)": 43.49, - "Tatoeba (pol-Latn_eng-Latn)": 96.95, - "Tatoeba (kab-Latn_eng-Latn)": 1.41, - "Tatoeba (khm-Khmr_eng-Latn)": 58.8, - "Tatoeba (uig-Arab_eng-Latn)": 48.35, - "Tatoeba (mhr-Cyrl_eng-Latn)": 7.57 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "paraphrase-multilingual-mpnet-base-v2", - "AllegroReviews": 33.86, - "AllegroReviews (pol-Latn)": 33.89, - "AmazonCounterfactualClassification (de)": 69.95, - "AmazonCounterfactualClassification (en)": 75.81, - "AmazonCounterfactualClassification (en-ext)": 76.25, - "AmazonCounterfactualClassification (ja)": 69.79, - "AmazonCounterfactualClassification (deu-Latn)": 69.96, - "AmazonCounterfactualClassification (jpn-Jpan)": 69.78, - "AmazonPolarityClassification": 76.41, - "AmazonReviewsClassification (de)": 39.52, - "AmazonReviewsClassification (en)": 38.52, - "AmazonReviewsClassification (es)": 39.99, - "AmazonReviewsClassification (fr)": 39.0, - "AmazonReviewsClassification (ja)": 36.64, - "AmazonReviewsClassification (zh)": 37.74, - "AmazonReviewsClassification (deu-Latn)": 39.53, - "AmazonReviewsClassification (spa-Latn)": 39.97, - "AmazonReviewsClassification (fra-Latn)": 38.98, - "AmazonReviewsClassification (jpn-Jpan)": 36.65, - "AmazonReviewsClassification (cmn-Hans)": 37.74, - "AngryTweetsClassification (dan-Latn)": 54.84, - "Banking77Classification": 81.1, - "CBD": 65.0, - "CBD (pol-Latn)": 64.97, - "DanishPoliticalCommentsClassification (dan-Latn)": 40.96, - "EmotionClassification": 45.85, - "GeoreviewClassification (rus-Cyrl)": 42.33, - "HeadlineClassification (rus-Cyrl)": 70.35, - "IFlyTek (cmn-Hans)": 43.98, - "ImdbClassification": 64.58, - "InappropriatenessClassification (rus-Cyrl)": 59.32, - "JDReview (cmn-Hans)": 70.34, - "KinopoiskClassification (rus-Cyrl)": 44.31, - "LccSentimentClassification (dan-Latn)": 58.4, - "MTOPDomainClassification (de)": 85.73, - "MTOPDomainClassification (en)": 89.24, - "MTOPDomainClassification (es)": 86.96, - "MTOPDomainClassification (fr)": 81.21, - "MTOPDomainClassification (hi)": 84.76, - "MTOPDomainClassification (th)": 82.51, - "MTOPDomainClassification (deu-Latn)": 85.73, - "MTOPDomainClassification (spa-Latn)": 86.98, - "MTOPDomainClassification (fra-Latn)": 81.21, - "MTOPDomainClassification (hin-Deva)": 84.76, - "MTOPDomainClassification (tha-Thai)": 82.51, - "MTOPIntentClassification (de)": 61.27, - "MTOPIntentClassification (en)": 68.69, - "MTOPIntentClassification (es)": 66.59, - "MTOPIntentClassification (fr)": 59.76, - "MTOPIntentClassification (hi)": 62.37, - "MTOPIntentClassification (th)": 64.8, - "MTOPIntentClassification (deu-Latn)": 61.26, - "MTOPIntentClassification (spa-Latn)": 66.6, - "MTOPIntentClassification (fra-Latn)": 59.75, - "MTOPIntentClassification (hin-Deva)": 62.38, - "MTOPIntentClassification (tha-Thai)": 64.77, - "MasakhaNEWSClassification (fra)": 78.1, - "MasakhaNEWSClassification (amh-Ethi)": 78.83, - "MasakhaNEWSClassification (eng)": 75.39, - "MasakhaNEWSClassification (fra-Latn)": 72.94, - "MasakhaNEWSClassification (hau-Latn)": 54.49, - "MasakhaNEWSClassification (ibo-Latn)": 46.79, - "MasakhaNEWSClassification (lin-Latn)": 69.77, - "MasakhaNEWSClassification (lug-Latn)": 43.05, - "MasakhaNEWSClassification (orm-Ethi)": 41.97, - "MasakhaNEWSClassification (pcm-Latn)": 90.2, - "MasakhaNEWSClassification (run-Latn)": 49.97, - "MasakhaNEWSClassification (sna-Latn)": 59.78, - "MasakhaNEWSClassification (som-Latn)": 47.65, - "MasakhaNEWSClassification (swa-Latn)": 60.42, - "MasakhaNEWSClassification (tir-Ethi)": 45.04, - "MasakhaNEWSClassification (xho-Latn)": 48.82, - "MasakhaNEWSClassification (yor-Latn)": 58.3, - "MassiveIntentClassification (pl)": 64.29, - "MassiveIntentClassification (fr)": 61.88, - "MassiveIntentClassification (mal-Mlym)": 54.34, - "MassiveIntentClassification (tel-Telu)": 52.85, - "MassiveIntentClassification (jpn-Jpan)": 63.76, - "MassiveIntentClassification (nld-Latn)": 63.57, - "MassiveIntentClassification (jav-Latn)": 36.49, - "MassiveIntentClassification (heb-Hebr)": 58.25, - "MassiveIntentClassification (tam-Taml)": 50.18, - "MassiveIntentClassification (slv-Latn)": 63.5, - "MassiveIntentClassification (tha-Thai)": 61.12, - "MassiveIntentClassification (fra-Latn)": 64.8, - "MassiveIntentClassification (ind-Latn)": 65.43, - "MassiveIntentClassification (amh-Ethi)": 41.56, - "MassiveIntentClassification (en)": 69.32, - "MassiveIntentClassification (nob-Latn)": 62.62, - "MassiveIntentClassification (kan-Knda)": 50.62, - "MassiveIntentClassification (dan-Latn)": 62.8, - "MassiveIntentClassification (ell-Grek)": 62.63, - "MassiveIntentClassification (msa-Latn)": 60.72, - "MassiveIntentClassification (ita-Latn)": 64.69, - "MassiveIntentClassification (tur-Latn)": 64.58, - "MassiveIntentClassification (ben-Beng)": 48.79, - "MassiveIntentClassification (aze-Latn)": 56.98, - "MassiveIntentClassification (tgl-Latn)": 38.83, - "MassiveIntentClassification (mon-Cyrl)": 56.61, - "MassiveIntentClassification (urd-Arab)": 56.36, - "MassiveIntentClassification (vie-Latn)": 59.71, - "MassiveIntentClassification (cmo-Hans)": 65.32, - "MassiveIntentClassification (cym-Latn)": 27.89, - "MassiveIntentClassification (rus-Cyrl)": 63.23, - "MassiveIntentClassification (mya-Mymr)": 57.08, - "MassiveIntentClassification (hun-Latn)": 63.85, - "MassiveIntentClassification (hin-Deva)": 62.79, - "MassiveIntentClassification (hye-Armn)": 57.76, - "MassiveIntentClassification (kat-Geor)": 49.88, - "MassiveIntentClassification (fin-Latn)": 62.26, - "MassiveIntentClassification (ara-Arab)": 51.43, - "MassiveIntentClassification (por-Latn)": 64.88, - "MassiveIntentClassification (pol-Latn)": 64.32, - "MassiveIntentClassification (isl-Latn)": 37.09, - "MassiveIntentClassification (afr-Latn)": 52.35, - "MassiveIntentClassification (fas-Arab)": 65.33, - "MassiveIntentClassification (khm-Khmr)": 45.48, - "MassiveIntentClassification (kor-Kore)": 61.84, - "MassiveIntentClassification (spa-Latn)": 64.45, - "MassiveIntentClassification (cmo-Hant)": 62.33, - "MassiveIntentClassification (ron-Latn)": 62.83, - "MassiveIntentClassification (sqi-Latn)": 62.48, - "MassiveIntentClassification (swa-Latn)": 31.93, - "MassiveIntentClassification (swe-Latn)": 64.71, - "MassiveIntentClassification (deu-Latn)": 59.56, - "MassiveIntentClassification (lav-Latn)": 61.29, - "MassiveScenarioClassification (pl)": 68.98, - "MassiveScenarioClassification (fr)": 67.9, - "MassiveScenarioClassification (tam-Taml)": 55.97, - "MassiveScenarioClassification (heb-Hebr)": 65.16, - "MassiveScenarioClassification (ind-Latn)": 70.73, - "MassiveScenarioClassification (afr-Latn)": 59.68, - "MassiveScenarioClassification (fin-Latn)": 67.58, - "MassiveScenarioClassification (vie-Latn)": 65.7, - "MassiveScenarioClassification (mon-Cyrl)": 60.84, - "MassiveScenarioClassification (sqi-Latn)": 69.62, - "MassiveScenarioClassification (nob-Latn)": 70.23, - "MassiveScenarioClassification (por-Latn)": 70.08, - "MassiveScenarioClassification (aze-Latn)": 61.52, - "MassiveScenarioClassification (nld-Latn)": 70.37, - "MassiveScenarioClassification (spa-Latn)": 70.4, - "MassiveScenarioClassification (mal-Mlym)": 60.14, - "MassiveScenarioClassification (cmo-Hant)": 68.71, - "MassiveScenarioClassification (fra-Latn)": 70.71, - "MassiveScenarioClassification (ita-Latn)": 69.74, - "MassiveScenarioClassification (hun-Latn)": 70.31, - "MassiveScenarioClassification (urd-Arab)": 62.92, - "MassiveScenarioClassification (cym-Latn)": 35.27, - "MassiveScenarioClassification (khm-Khmr)": 53.13, - "MassiveScenarioClassification (swa-Latn)": 37.26, - "MassiveScenarioClassification (mya-Mymr)": 63.03, - "MassiveScenarioClassification (isl-Latn)": 44.16, - "MassiveScenarioClassification (tha-Thai)": 69.44, - "MassiveScenarioClassification (kat-Geor)": 57.3, - "MassiveScenarioClassification (pol-Latn)": 68.99, - "MassiveScenarioClassification (ell-Grek)": 68.81, - "MassiveScenarioClassification (cmo-Hans)": 71.25, - "MassiveScenarioClassification (tgl-Latn)": 43.98, - "MassiveScenarioClassification (lav-Latn)": 66.28, - "MassiveScenarioClassification (jpn-Jpan)": 69.68, - "MassiveScenarioClassification (deu-Latn)": 67.35, - "MassiveScenarioClassification (ara-Arab)": 57.79, - "MassiveScenarioClassification (en)": 75.35, - "MassiveScenarioClassification (msa-Latn)": 65.85, - "MassiveScenarioClassification (tel-Telu)": 58.79, - "MassiveScenarioClassification (ben-Beng)": 54.52, - "MassiveScenarioClassification (kan-Knda)": 56.08, - "MassiveScenarioClassification (tur-Latn)": 70.41, - "MassiveScenarioClassification (kor-Kore)": 68.51, - "MassiveScenarioClassification (hye-Armn)": 63.03, - "MassiveScenarioClassification (jav-Latn)": 44.22, - "MassiveScenarioClassification (rus-Cyrl)": 69.92, - "MassiveScenarioClassification (hin-Deva)": 67.94, - "MassiveScenarioClassification (amh-Ethi)": 48.96, - "MassiveScenarioClassification (dan-Latn)": 71.04, - "MassiveScenarioClassification (fas-Arab)": 69.88, - "MassiveScenarioClassification (slv-Latn)": 70.81, - "MassiveScenarioClassification (swe-Latn)": 71.6, - "MassiveScenarioClassification (ron-Latn)": 67.94, - "MultilingualSentiment (cmn-Hans)": 66.49, - "NoRecClassification (nob-Latn)": 50.32, - "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 41.57, - "OnlineShopping (cmn-Hans)": 87.75, - "PAC": 63.76, - "PAC (pol-Latn)": 63.76, - "PolEmo2.0-IN": 62.78, - "PolEmo2.0-IN (pol-Latn)": 62.74, - "PolEmo2.0-OUT": 19.98, - "PolEmo2.0-OUT (pol-Latn)": 19.92, - "RuReviewsClassification (rus-Cyrl)": 62.33, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.01, - "RuSciBenchOECDClassification (rus-Cyrl)": 44.14, - "TNews (cmn-Hans)": 43.73, - "ToxicConversationsClassification": 65.56, - "TweetSentimentExtractionClassification": 59.04, - "Waimai (cmn-Hans)": 83.97 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "paraphrase-multilingual-mpnet-base-v2", - "8TagsClustering": 25.62, - "AlloProfClusteringP2P": 54.49, - "AlloProfClusteringS2S": 44.79, - "ArxivClusteringP2P": 37.78, - "ArxivClusteringS2S": 31.68, - "BiorxivClusteringP2P": 33.02, - "BiorxivClusteringS2S": 29.45, - "BlurbsClusteringP2P": 34.38, - "BlurbsClusteringS2S": 15.81, - "GeoreviewClusteringP2P (rus-Cyrl)": 56.18, - "HALClusteringS2S": 23.97, - "MLSUMClusteringP2P": 40.55, - "MLSUMClusteringP2P (rus-Cyrl)": 35.95, - "MLSUMClusteringS2S": 37.53, - "MLSUMClusteringS2S (rus-Cyrl)": 38.88, - "MasakhaNEWSClusteringP2P (fra)": 41.57, - "MasakhaNEWSClusteringP2P (amh-Ethi)": 46.85, - "MasakhaNEWSClusteringP2P (eng)": 47.3, - "MasakhaNEWSClusteringP2P (fra-Latn)": 53.3, - "MasakhaNEWSClusteringP2P (hau-Latn)": 27.61, - "MasakhaNEWSClusteringP2P (ibo-Latn)": 41.32, - "MasakhaNEWSClusteringP2P (lin-Latn)": 58.37, - "MasakhaNEWSClusteringP2P (lug-Latn)": 47.56, - "MasakhaNEWSClusteringP2P (orm-Ethi)": 24.53, - "MasakhaNEWSClusteringP2P (pcm-Latn)": 66.55, - "MasakhaNEWSClusteringP2P (run-Latn)": 51.97, - "MasakhaNEWSClusteringP2P (sna-Latn)": 45.55, - "MasakhaNEWSClusteringP2P (som-Latn)": 33.98, - "MasakhaNEWSClusteringP2P (swa-Latn)": 25.03, - "MasakhaNEWSClusteringP2P (tir-Ethi)": 48.33, - "MasakhaNEWSClusteringP2P (xho-Latn)": 29.47, - "MasakhaNEWSClusteringP2P (yor-Latn)": 28.25, - "MasakhaNEWSClusteringS2S (fra)": 30.88, - "MasakhaNEWSClusteringS2S (amh-Ethi)": 51.54, - "MasakhaNEWSClusteringS2S (eng)": 43.28, - "MasakhaNEWSClusteringS2S (fra-Latn)": 37.92, - "MasakhaNEWSClusteringS2S (hau-Latn)": 17.97, - "MasakhaNEWSClusteringS2S (ibo-Latn)": 34.56, - "MasakhaNEWSClusteringS2S (lin-Latn)": 57.43, - "MasakhaNEWSClusteringS2S (lug-Latn)": 45.22, - "MasakhaNEWSClusteringS2S (orm-Ethi)": 21.9, - "MasakhaNEWSClusteringS2S (pcm-Latn)": 62.1, - "MasakhaNEWSClusteringS2S (run-Latn)": 46.81, - "MasakhaNEWSClusteringS2S (sna-Latn)": 43.15, - "MasakhaNEWSClusteringS2S (som-Latn)": 29.44, - "MasakhaNEWSClusteringS2S (swa-Latn)": 10.31, - "MasakhaNEWSClusteringS2S (tir-Ethi)": 51.95, - "MasakhaNEWSClusteringS2S (xho-Latn)": 21.26, - "MasakhaNEWSClusteringS2S (yor-Latn)": 28.88, - "MedrxivClusteringP2P": 31.93, - "MedrxivClusteringS2S": 31.53, - "RedditClustering": 45.65, - "RedditClusteringP2P": 52.05, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 48.47, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 42.9, - "StackExchangeClustering": 52.99, - "StackExchangeClusteringP2P": 33.06, - "TenKGnadClusteringP2P": 35.96, - "TenKGnadClusteringS2S": 22.0, - "TwentyNewsgroupsClustering": 44.36 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "paraphrase-multilingual-mpnet-base-v2", - "CDSC-E": 75.76, - "CDSC-E (pol-Latn)": 75.77, - "OpusparcusPC (fr)": 93.45, - "OpusparcusPC (deu-Latn)": 97.34, - "OpusparcusPC (en)": 98.59, - "OpusparcusPC (fin-Latn)": 95.33, - "OpusparcusPC (fra-Latn)": 93.45, - "OpusparcusPC (rus-Cyrl)": 90.47, - "OpusparcusPC (swe-Latn)": 95.16, - "PPC": 93.67, - "PSC": 98.26, - "PSC (pol-Latn)": 98.26, - "PawsXPairClassification (fr)": 58.14, - "PawsXPairClassification (deu-Latn)": 55.69, - "PawsXPairClassification (en)": 60.12, - "PawsXPairClassification (spa-Latn)": 56.94, - "PawsXPairClassification (fra-Latn)": 58.14, - "PawsXPairClassification (jpn-Hira)": 49.37, - "PawsXPairClassification (kor-Hang)": 50.66, - "PawsXPairClassification (cmn-Hans)": 55.47, - "SICK-E-PL": 77.22, - "SICK-E-PL (pol-Latn)": 77.22, - "SprintDuplicateQuestions": 90.55, - "TERRa (rus-Cyrl)": 64.57, - "TwitterSemEval2015": 66.75, - "TwitterURLCorpus": 85.14 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "paraphrase-multilingual-mpnet-base-v2", - "AlloprofReranking": 54.34, - "AlloprofReranking (fra-Latn)": 67.2, - "AskUbuntuDupQuestions": 60.16, - "MMarcoReranking (cmn-Hans)": 14.57, - "MindSmallReranking": 30.15, - "RuBQReranking (rus-Cyrl)": 58.77, - "SciDocsRR": 78.09, - "StackOverflowDupQuestions": 46.78, - "SyntecReranking": 83.23, - "SyntecReranking (fra-Latn)": 80.97, - "T2Reranking (cmn-Hans)": 64.49 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "paraphrase-multilingual-mpnet-base-v2", - "AILACasedocs": 17.45, - "AILAStatutes": 22.24, - "ARCChallenge": 7.19, - "AlloprofRetrieval": 30.8, - "AlloprofRetrieval (fra-Latn)": 30.8, - "AlphaNLI": 21.87, - "ArguAna": 48.91, - "ArguAna-PL": 42.62, - "ArguAna-PL (pol-Latn)": 42.61, - "BSARDRetrieval": 0.0, - "BSARDRetrieval (fra-Latn)": 13.19, - "CQADupstackRetrieval": 31.32, - "ClimateFEVER": 15.27, - "CmedqaRetrieval (cmn-Hans)": 10.15, - "CovidRetrieval (cmn-Hans)": 28.85, - "DBPedia": 26.22, - "DBPedia-PL": 20.18, - "DuRetrieval (cmn-Hans)": 33.41, - "EcomRetrieval (cmn-Hans)": 9.69, - "FEVER": 56.76, - "FiQA-PL": 14.68, - "FiQA-PL (pol-Latn)": 14.71, - "FiQA2018": 22.96, - "GerDaLIRSmall (deu-Latn)": 3.0, - "HellaSwag": 17.53, - "HotpotQA": 37.03, - "HotpotQA-PL": 29.36, - "LEMBNarrativeQARetrieval": 16.02, - "LEMBNeedleRetrieval": 14.0, - "LEMBPasskeyRetrieval": 7.75, - "LEMBQMSumRetrieval": 12.23, - "LEMBSummScreenFDRetrieval": 41.15, - "LEMBWikimQARetrieval": 38.86, - "LeCaRDv2 (zho-Hans)": 33.91, - "LegalBenchConsumerContractsQA": 52.37, - "LegalBenchCorporateLobbying": 87.62, - "LegalQuAD (deu-Latn)": 17.8, - "LegalSummarization": 56.8, - "MMarcoRetrieval (cmn-Hans)": 44.62, - "MSMARCO": 26.6, - "MSMARCO-PL": 12.45, - "MedicalRetrieval (cmn-Hans)": 14.1, - "MintakaRetrieval (fr)": 24.45, - "MintakaRetrieval (ara-Arab)": 14.55, - "MintakaRetrieval (deu-Latn)": 25.43, - "MintakaRetrieval (spa-Latn)": 24.94, - "MintakaRetrieval (fra-Latn)": 24.45, - "MintakaRetrieval (hin-Deva)": 18.67, - "MintakaRetrieval (ita-Latn)": 25.62, - "MintakaRetrieval (jpn-Hira)": 15.46, - "MintakaRetrieval (por-Latn)": 26.15, - "NFCorpus": 25.49, - "NFCorpus-PL": 18.53, - "NFCorpus-PL (pol-Latn)": 18.54, - "NQ": 33.6, - "NQ-PL": 15.64, - "PIQA": 18.65, - "Quail": 2.98, - "Quora-PL": 79.18, - "QuoraRetrieval": 86.4, - "RARbCode": 11.02, - "RARbMath": 30.93, - "RiaNewsRetrieval (rus-Cyrl)": 51.75, - "RuBQRetrieval (rus-Cyrl)": 37.04, - "SCIDOCS": 13.97, - "SCIDOCS-PL": 11.18, - "SCIDOCS-PL (pol-Latn)": 11.17, - "SIQA": 1.21, - "SciFact": 50.3, - "SciFact-PL": 41.53, - "SciFact-PL (pol-Latn)": 41.55, - "SpartQA": 5.69, - "SyntecRetrieval": 76.0, - "SyntecRetrieval (fra-Latn)": 76.0, - "T2Retrieval (cmn-Hans)": 28.35, - "TRECCOVID": 37.87, - "TRECCOVID-PL": 35.38, - "TRECCOVID-PL (pol-Latn)": 35.43, - "TempReasonL1": 1.94, - "TempReasonL2Fact": 5.34, - "TempReasonL2Pure": 0.33, - "TempReasonL3Fact": 6.79, - "TempReasonL3Pure": 3.19, - "Touche2020": 17.4, - "VideoRetrieval (cmn-Hans)": 14.18, - "WinoGrande": 49.01, - "XPQARetrieval (fr)": 46.22, - "XPQARetrieval (ara-Arab_ara-Arab)": 24.86, - "XPQARetrieval (eng-Latn_ara-Arab)": 19.6, - "XPQARetrieval (ara-Arab_eng-Latn)": 28.21, - "XPQARetrieval (deu-Latn_deu-Latn)": 48.81, - "XPQARetrieval (eng-Latn_deu-Latn)": 31.93, - "XPQARetrieval (deu-Latn_eng-Latn)": 53.26, - "XPQARetrieval (spa-Latn_spa-Latn)": 41.08, - "XPQARetrieval (eng-Latn_spa-Latn)": 30.05, - "XPQARetrieval (spa-Latn_eng-Latn)": 43.4, - "XPQARetrieval (fra-Latn_fra-Latn)": 46.22, - "XPQARetrieval (eng-Latn_fra-Latn)": 29.55, - "XPQARetrieval (fra-Latn_eng-Latn)": 47.3, - "XPQARetrieval (hin-Deva_hin-Deva)": 50.74, - "XPQARetrieval (eng-Latn_hin-Deva)": 24.97, - "XPQARetrieval (hin-Deva_eng-Latn)": 49.24, - "XPQARetrieval (ita-Latn_ita-Latn)": 52.87, - "XPQARetrieval (eng-Latn_ita-Latn)": 33.44, - "XPQARetrieval (ita-Latn_eng-Latn)": 51.49, - "XPQARetrieval (jpn-Hira_jpn-Hira)": 53.17, - "XPQARetrieval (eng-Latn_jpn-Hira)": 26.66, - "XPQARetrieval (jpn-Hira_eng-Latn)": 49.86, - "XPQARetrieval (kor-Hang_kor-Hang)": 24.9, - "XPQARetrieval (eng-Latn_kor-Hang)": 24.5, - "XPQARetrieval (kor-Hang_eng-Latn)": 24.57, - "XPQARetrieval (pol-Latn_pol-Latn)": 29.36, - "XPQARetrieval (eng-Latn_pol-Latn)": 20.48, - "XPQARetrieval (pol-Latn_eng-Latn)": 29.31, - "XPQARetrieval (por-Latn_por-Latn)": 34.26, - "XPQARetrieval (eng-Latn_por-Latn)": 21.72, - "XPQARetrieval (por-Latn_eng-Latn)": 37.62, - "XPQARetrieval (tam-Taml_tam-Taml)": 19.8, - "XPQARetrieval (eng-Latn_tam-Taml)": 13.93, - "XPQARetrieval (tam-Taml_eng-Latn)": 18.26, - "XPQARetrieval (cmn-Hans_cmn-Hans)": 42.54, - "XPQARetrieval (eng-Latn_cmn-Hans)": 20.91, - "XPQARetrieval (cmn-Hans_eng-Latn)": 42.81 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "paraphrase-multilingual-mpnet-base-v2", - "AFQMC (cmn-Hans)": 15.69, - "ATEC (cmn-Hans)": 20.27, - "BIOSSES": 76.27, - "BQ (cmn-Hans)": 36.33, - "CDSC-R": 88.8, - "CDSC-R (pol-Latn)": 88.8, - "LCQMC (cmn-Hans)": 63.3, - "PAWSX (cmn-Hans)": 12.16, - "RUParaPhraserSTS (rus-Cyrl)": 65.74, - "RuSTSBenchmarkSTS (rus-Cyrl)": 82.46, - "SICK-R": 79.62, - "SICK-R-PL": 73.13, - "SICK-R-PL (pol-Latn)": 73.13, - "SICKFr": 75.56, - "SICKFr (fra-Latn)": 75.56, - "STS12": 77.9, - "STS13": 85.11, - "STS14": 80.81, - "STS15": 87.48, - "STS16": 83.2, - "STS17 (ar-ar)": 79.1, - "STS17 (en-ar)": 80.85, - "STS17 (en-de)": 83.28, - "STS17 (en-en)": 86.99, - "STS17 (en-tr)": 74.9, - "STS17 (es-en)": 86.11, - "STS17 (es-es)": 85.14, - "STS17 (fr-en)": 81.17, - "STS17 (it-en)": 84.24, - "STS17 (ko-ko)": 83.41, - "STS17 (nl-en)": 82.51, - "STS17 (eng-Latn_deu-Latn)": 83.28, - "STS17 (eng-Latn_tur-Latn)": 74.9, - "STS17 (eng-Latn_ara-Arab)": 80.85, - "STS17 (ara-Arab)": 79.1, - "STS17 (nld-Latn_eng-Latn)": 82.51, - "STS17 (fra-Latn_eng-Latn)": 81.17, - "STS17 (ita-Latn_eng-Latn)": 84.24, - "STS17 (spa-Latn_eng-Latn)": 86.11, - "STS17 (spa-Latn)": 85.14, - "STS17 (kor-Hang)": 83.41, - "STS22 (pl)": 33.64, - "STS22 (fr)": 74.3, - "STS22 (spa-Latn)": 59.91, - "STS22 (en)": 63.52, - "STS22 (spa-Latn_ita-Latn)": 53.7, - "STS22 (pol-Latn)": 33.65, - "STS22 (ara-Arab)": 52.19, - "STS22 (deu-Latn)": 46.7, - "STS22 (fra-Latn)": 74.3, - "STS22 (deu-Latn_pol-Latn)": 40.53, - "STS22 (tur-Latn)": 56.3, - "STS22 (cmn-Hans_eng-Latn)": 67.96, - "STS22 (pol-Latn_eng-Latn)": 73.07, - "STS22 (rus-Cyrl)": 58.74, - "STS22 (cmn-Hans)": 61.75, - "STS22 (spa-Latn_eng-Latn)": 70.26, - "STS22 (fra-Latn_pol-Latn)": 84.52, - "STS22 (deu-Latn_eng-Latn)": 50.81, - "STS22 (deu-Latn_fra-Latn)": 62.34, - "STS22 (ita-Latn)": 60.65, - "STSB (cmn-Hans)": 80.84, - "STSBenchmark": 86.82, - "STSBenchmarkMultilingualSTS (fr)": 84.69, - "STSBenchmarkMultilingualSTS (nld-Latn)": 83.36, - "STSBenchmarkMultilingualSTS (deu-Latn)": 83.56, - "STSBenchmarkMultilingualSTS (fra-Latn)": 84.69, - "STSBenchmarkMultilingualSTS (spa-Latn)": 84.61, - "STSBenchmarkMultilingualSTS (cmn-Hans)": 81.98, - "STSBenchmarkMultilingualSTS (en)": 86.82, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 82.45, - "STSBenchmarkMultilingualSTS (por-Latn)": 84.0, - "STSBenchmarkMultilingualSTS (ita-Latn)": 84.09, - "STSBenchmarkMultilingualSTS (pol-Latn)": 81.46 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "paraphrase-multilingual-mpnet-base-v2", - "SummEval": 31.57, - "SummEvalFr": 29.47, - "SummEvalFr (fra-Latn)": 29.47 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "paraphrase-multilingual-mpnet-base-v2" - } - ] - } - }, - "text-similarity-babbage-001": { - "BitextMining": { - "f1": [ - { - "Model": "text-similarity-babbage-001" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "text-similarity-babbage-001" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "text-similarity-babbage-001", - "RedditClustering": 45.64, - "StackExchangeClustering": 53.01, - "TwentyNewsgroupsClustering": 42.01 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "text-similarity-babbage-001", - "SprintDuplicateQuestions": 76.46, - "TwitterSemEval2015": 70.85, - "TwitterURLCorpus": 85.08 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "text-similarity-babbage-001", - "AskUbuntuDupQuestions": 54.68, - "SciDocsRR": 72.78, - "StackOverflowDupQuestions": 40.65 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "text-similarity-babbage-001" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "text-similarity-babbage-001", - "BIOSSES": 78.12, - "SICK-R": 77.02, - "STSBenchmark": 84.32 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "text-similarity-babbage-001" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "text-similarity-babbage-001" - } - ] - } - }, - "tart-dual-contriever-msmarco": { - "BitextMining": { - "f1": [ - { - "Model": "tart-dual-contriever-msmarco" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "tart-dual-contriever-msmarco" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "tart-dual-contriever-msmarco" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "tart-dual-contriever-msmarco" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "tart-dual-contriever-msmarco" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "tart-dual-contriever-msmarco" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "tart-dual-contriever-msmarco" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "tart-dual-contriever-msmarco" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "tart-dual-contriever-msmarco", - "Core17InstructionRetrieval": -3.04, - "News21InstructionRetrieval": -2.98, - "Robust04InstructionRetrieval": -8.98 - } - ] - } - }, - "USER-bge-m3": { - "BitextMining": { - "f1": [ - { - "Model": "USER-bge-m3", - "Tatoeba (rus-Cyrl_eng-Latn)": 93.52 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "USER-bge-m3", - "GeoreviewClassification (rus-Cyrl)": 50.98, - "HeadlineClassification (rus-Cyrl)": 70.09, - "InappropriatenessClassification (rus-Cyrl)": 60.76, - "KinopoiskClassification (rus-Cyrl)": 63.33, - "MassiveIntentClassification (rus-Cyrl)": 68.85, - "MassiveScenarioClassification (rus-Cyrl)": 72.9, - "RuReviewsClassification (rus-Cyrl)": 68.52, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 57.67, - "RuSciBenchOECDClassification (rus-Cyrl)": 44.2 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "USER-bge-m3", - "GeoreviewClusteringP2P (rus-Cyrl)": 62.79, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 53.11, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.93 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "USER-bge-m3", - "OpusparcusPC (rus-Cyrl)": 90.73, - "TERRa (rus-Cyrl)": 64.99 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "USER-bge-m3", - "RuBQReranking (rus-Cyrl)": 73.08 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "USER-bge-m3", - "RiaNewsRetrieval (rus-Cyrl)": 83.53, - "RuBQRetrieval (rus-Cyrl)": 70.03 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "USER-bge-m3", - "RUParaPhraserSTS (rus-Cyrl)": 76.36, - "RuSTSBenchmarkSTS (rus-Cyrl)": 83.35, - "STS22 (rus-Cyrl)": 66.42, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 82.96 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "USER-bge-m3" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "USER-bge-m3" - } - ] - } - }, - "bge-large-en-v1.5": { - "BitextMining": { - "f1": [ - { - "Model": "bge-large-en-v1.5" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "bge-large-en-v1.5" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "bge-large-en-v1.5" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "bge-large-en-v1.5" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "bge-large-en-v1.5" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bge-large-en-v1.5", - "AILACasedocs": 25.15, - "AILAStatutes": 20.74, - "ARCChallenge": 9.99, - "AlphaNLI": 13.13, - "BrightRetrieval (stackoverflow)": 9.51, - "BrightRetrieval (earth_science)": 24.15, - "BrightRetrieval (aops)": 6.08, - "BrightRetrieval (sustainable_living)": 13.27, - "BrightRetrieval (psychology)": 17.44, - "BrightRetrieval (robotics)": 12.21, - "BrightRetrieval (theoremqa_theorems)": 5.51, - "BrightRetrieval (pony)": 5.64, - "BrightRetrieval (biology)": 11.96, - "BrightRetrieval (theoremqa_questions)": 12.56, - "BrightRetrieval (leetcode)": 26.68, - "BrightRetrieval (economics)": 16.59, - "GerDaLIRSmall": 3.96, - "HellaSwag": 28.5, - "LeCaRDv2": 22.68, - "LegalBenchConsumerContractsQA": 73.52, - "LegalBenchCorporateLobbying": 91.51, - "LegalQuAD": 16.22, - "LegalSummarization": 59.99, - "PIQA": 27.99, - "Quail": 1.83, - "RARbCode": 48.12, - "RARbMath": 57.36, - "SIQA": 1.04, - "SpartQA": 2.99, - "TempReasonL1": 1.46, - "TempReasonL2Fact": 24.25, - "TempReasonL2Pure": 2.35, - "TempReasonL3Fact": 20.64, - "TempReasonL3Pure": 6.67, - "WinoGrande": 19.18 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "bge-large-en-v1.5" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "bge-large-en-v1.5" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "bge-large-en-v1.5" - } - ] - } - }, - "allenai-specter": { - "BitextMining": { - "f1": [ - { - "Model": "allenai-specter" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "allenai-specter", - "AmazonCounterfactualClassification (de)": 54.46, - "AmazonCounterfactualClassification (en)": 58.7, - "AmazonCounterfactualClassification (en-ext)": 59.28, - "AmazonCounterfactualClassification (ja)": 43.87, - "AmazonPolarityClassification": 57.77, - "AmazonReviewsClassification (de)": 24.08, - "AmazonReviewsClassification (en)": 26.26, - "AmazonReviewsClassification (es)": 23.88, - "AmazonReviewsClassification (fr)": 23.31, - "AmazonReviewsClassification (ja)": 20.25, - "AmazonReviewsClassification (zh)": 20.49, - "Banking77Classification": 66.66, - "EmotionClassification": 24.82, - "ImdbClassification": 56.35, - "MTOPDomainClassification (de)": 48.55, - "MTOPDomainClassification (en)": 74.53, - "MTOPDomainClassification (es)": 58.39, - "MTOPDomainClassification (fr)": 54.61, - "MTOPDomainClassification (hi)": 21.22, - "MTOPDomainClassification (th)": 14.98, - "MTOPIntentClassification (de)": 35.55, - "MTOPIntentClassification (en)": 50.05, - "MTOPIntentClassification (es)": 36.72, - "MTOPIntentClassification (fr)": 34.71, - "MTOPIntentClassification (hi)": 4.44, - "MTOPIntentClassification (th)": 4.67, - "MassiveIntentClassification (af)": 33.68, - "MassiveIntentClassification (am)": 2.94, - "MassiveIntentClassification (ar)": 10.04, - "MassiveIntentClassification (az)": 30.74, - "MassiveIntentClassification (bn)": 3.02, - "MassiveIntentClassification (cy)": 33.94, - "MassiveIntentClassification (da)": 38.47, - "MassiveIntentClassification (de)": 36.06, - "MassiveIntentClassification (el)": 27.7, - "MassiveIntentClassification (en)": 51.73, - "MassiveIntentClassification (es)": 35.6, - "MassiveIntentClassification (fa)": 17.97, - "MassiveIntentClassification (fi)": 35.53, - "MassiveIntentClassification (fr)": 38.41, - "MassiveIntentClassification (he)": 2.69, - "MassiveIntentClassification (hi)": 3.43, - "MassiveIntentClassification (hu)": 34.05, - "MassiveIntentClassification (hy)": 3.11, - "MassiveIntentClassification (id)": 40.02, - "MassiveIntentClassification (is)": 32.63, - "MassiveIntentClassification (it)": 39.28, - "MassiveIntentClassification (ja)": 4.95, - "MassiveIntentClassification (jv)": 34.95, - "MassiveIntentClassification (ka)": 2.57, - "MassiveIntentClassification (km)": 4.73, - "MassiveIntentClassification (kn)": 3.54, - "MassiveIntentClassification (ko)": 2.68, - "MassiveIntentClassification (lv)": 37.91, - "MassiveIntentClassification (ml)": 2.88, - "MassiveIntentClassification (mn)": 16.94, - "MassiveIntentClassification (ms)": 36.6, - "MassiveIntentClassification (my)": 3.96, - "MassiveIntentClassification (nb)": 34.75, - "MassiveIntentClassification (nl)": 33.95, - "MassiveIntentClassification (pl)": 35.77, - "MassiveIntentClassification (pt)": 43.05, - "MassiveIntentClassification (ro)": 36.2, - "MassiveIntentClassification (ru)": 25.3, - "MassiveIntentClassification (sl)": 35.9, - "MassiveIntentClassification (sq)": 36.6, - "MassiveIntentClassification (sv)": 36.0, - "MassiveIntentClassification (sw)": 34.81, - "MassiveIntentClassification (ta)": 3.11, - "MassiveIntentClassification (te)": 2.53, - "MassiveIntentClassification (th)": 4.38, - "MassiveIntentClassification (tl)": 35.51, - "MassiveIntentClassification (tr)": 32.02, - "MassiveIntentClassification (ur)": 9.61, - "MassiveIntentClassification (vi)": 37.07, - "MassiveIntentClassification (zh-CN)": 2.81, - "MassiveIntentClassification (zh-TW)": 4.79, - "MassiveScenarioClassification (af)": 36.17, - "MassiveScenarioClassification (am)": 7.64, - "MassiveScenarioClassification (ar)": 15.26, - "MassiveScenarioClassification (az)": 30.73, - "MassiveScenarioClassification (bn)": 7.15, - "MassiveScenarioClassification (cy)": 34.73, - "MassiveScenarioClassification (da)": 39.93, - "MassiveScenarioClassification (de)": 38.62, - "MassiveScenarioClassification (el)": 27.18, - "MassiveScenarioClassification (en)": 58.58, - "MassiveScenarioClassification (es)": 39.44, - "MassiveScenarioClassification (fa)": 21.43, - "MassiveScenarioClassification (fi)": 33.21, - "MassiveScenarioClassification (fr)": 40.26, - "MassiveScenarioClassification (he)": 7.42, - "MassiveScenarioClassification (hi)": 8.06, - "MassiveScenarioClassification (hu)": 34.54, - "MassiveScenarioClassification (hy)": 8.61, - "MassiveScenarioClassification (id)": 40.04, - "MassiveScenarioClassification (is)": 33.57, - "MassiveScenarioClassification (it)": 40.1, - "MassiveScenarioClassification (ja)": 9.96, - "MassiveScenarioClassification (jv)": 36.11, - "MassiveScenarioClassification (ka)": 7.13, - "MassiveScenarioClassification (km)": 9.66, - "MassiveScenarioClassification (kn)": 7.55, - "MassiveScenarioClassification (ko)": 7.27, - "MassiveScenarioClassification (lv)": 37.03, - "MassiveScenarioClassification (ml)": 7.22, - "MassiveScenarioClassification (mn)": 21.53, - "MassiveScenarioClassification (ms)": 37.57, - "MassiveScenarioClassification (my)": 9.54, - "MassiveScenarioClassification (nb)": 35.71, - "MassiveScenarioClassification (nl)": 34.62, - "MassiveScenarioClassification (pl)": 36.87, - "MassiveScenarioClassification (pt)": 44.68, - "MassiveScenarioClassification (ro)": 37.29, - "MassiveScenarioClassification (ru)": 28.16, - "MassiveScenarioClassification (sl)": 37.95, - "MassiveScenarioClassification (sq)": 37.82, - "MassiveScenarioClassification (sv)": 35.35, - "MassiveScenarioClassification (sw)": 35.37, - "MassiveScenarioClassification (ta)": 7.19, - "MassiveScenarioClassification (te)": 7.29, - "MassiveScenarioClassification (th)": 9.47, - "MassiveScenarioClassification (tl)": 37.31, - "MassiveScenarioClassification (tr)": 34.57, - "MassiveScenarioClassification (ur)": 16.17, - "MassiveScenarioClassification (vi)": 35.91, - "MassiveScenarioClassification (zh-CN)": 9.19, - "MassiveScenarioClassification (zh-TW)": 10.19, - "ToxicConversationsClassification": 57.44, - "TweetSentimentExtractionClassification": 45.52 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "allenai-specter", - "ArxivClusteringP2P": 44.75, - "ArxivClusteringS2S": 35.27, - "BiorxivClusteringP2P": 39.52, - "BiorxivClusteringS2S": 34.53, - "MedrxivClusteringP2P": 35.04, - "MedrxivClusteringS2S": 31.66, - "RedditClustering": 24.13, - "RedditClusteringP2P": 35.06, - "StackExchangeClustering": 39.01, - "StackExchangeClusteringP2P": 31.46, - "TwentyNewsgroupsClustering": 24.22 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "allenai-specter", - "SprintDuplicateQuestions": 71.63, - "TwitterSemEval2015": 43.25, - "TwitterURLCorpus": 69.22 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "allenai-specter", - "AskUbuntuDupQuestions": 50.07, - "MindSmallReranking": 24.8, - "SciDocsRR": 81.31, - "StackOverflowDupQuestions": 36.22 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "allenai-specter", - "ArguAna": 32.67, - "CQADupstackRetrieval": 14.6, - "ClimateFEVER": 6.86, - "DBPedia": 4.14, - "FEVER": 5.45, - "FiQA2018": 5.64, - "HotpotQA": 5.46, - "MSMARCO": 5.59, - "NFCorpus": 0.85, - "NQ": 5.99, - "QuoraRetrieval": 64.65, - "SCIDOCS": 0.0, - "SciFact": 47.88, - "TRECCOVID": 29.91, - "Touche2020": 8.46 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "allenai-specter", - "BIOSSES": 64.95, - "SICK-R": 56.39, - "STS12": 62.49, - "STS13": 58.7, - "STS14": 54.87, - "STS15": 62.54, - "STS16": 64.27, - "STS17 (ar-ar)": 27.14, - "STS17 (en-ar)": 6.9, - "STS17 (en-de)": 11.59, - "STS17 (en-en)": 69.63, - "STS17 (en-tr)": 6.46, - "STS17 (es-en)": 10.86, - "STS17 (es-es)": 55.45, - "STS17 (fr-en)": 16.02, - "STS17 (it-en)": 19.87, - "STS17 (ko-ko)": 8.08, - "STS17 (nl-en)": 24.92, - "STS22 (ar)": 19.57, - "STS22 (de)": 17.31, - "STS22 (de-en)": 26.03, - "STS22 (de-fr)": 10.26, - "STS22 (de-pl)": 16.94, - "STS22 (en)": 55.06, - "STS22 (es)": 48.89, - "STS22 (es-en)": 51.79, - "STS22 (es-it)": 25.24, - "STS22 (fr)": 53.92, - "STS22 (fr-pl)": 39.44, - "STS22 (it)": 39.43, - "STS22 (pl)": 13.56, - "STS22 (pl-en)": 25.36, - "STS22 (ru)": 1.11, - "STS22 (tr)": 31.73, - "STS22 (zh)": 16.35, - "STS22 (zh-en)": 8.44, - "STSBenchmark": 61.26 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "allenai-specter", - "SummEval": 27.66 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "allenai-specter" - } - ] - } - }, - "bert-base-25lang-cased": { - "BitextMining": { - "f1": [ - { - "Model": "bert-base-25lang-cased" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "bert-base-25lang-cased", - "AmazonReviewsClassification (fr)": 29.39, - "MTOPDomainClassification (fr)": 63.63, - "MTOPIntentClassification (fr)": 37.86, - "MasakhaNEWSClassification (fra)": 63.91, - "MassiveIntentClassification (fr)": 37.3, - "MassiveScenarioClassification (fr)": 44.47 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "bert-base-25lang-cased", - "AlloProfClusteringP2P": 53.49, - "AlloProfClusteringS2S": 43.1, - "HALClusteringS2S": 19.78, - "MLSUMClusteringP2P": 40.73, - "MLSUMClusteringS2S": 31.94, - "MasakhaNEWSClusteringP2P (fra)": 24.23, - "MasakhaNEWSClusteringS2S (fra)": 24.46 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "bert-base-25lang-cased", - "OpusparcusPC (fr)": 86.79, - "PawsXPairClassification (fr)": 53.39 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "bert-base-25lang-cased", - "AlloprofReranking": 36.25, - "SyntecReranking": 53.25 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bert-base-25lang-cased", - "AlloprofRetrieval": 1.6, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 3.55, - "SyntecRetrieval": 18.95, - "XPQARetrieval (fr)": 18.46 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "bert-base-25lang-cased", - "SICKFr": 58.76, - "STS22 (fr)": 38.77, - "STSBenchmarkMultilingualSTS (fr)": 52.25 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "bert-base-25lang-cased", - "SummEvalFr": 28.84 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "bert-base-25lang-cased" - } - ] - } - }, - "bge-base-en-v1.5": { - "BitextMining": { - "f1": [ - { - "Model": "bge-base-en-v1.5" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "bge-base-en-v1.5" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "bge-base-en-v1.5", - "BiorxivClusteringP2P": 39.44, - "BiorxivClusteringS2S": 36.62, - "MedrxivClusteringP2P": 33.21, - "MedrxivClusteringS2S": 31.68, - "RedditClustering": 56.61, - "RedditClusteringP2P": 62.66, - "StackExchangeClustering": 66.11, - "StackExchangeClusteringP2P": 35.24, - "TwentyNewsgroupsClustering": 50.75 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "bge-base-en-v1.5" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "bge-base-en-v1.5" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bge-base-en-v1.5", - "ARCChallenge": 9.66, - "AlphaNLI": 10.99, - "HellaSwag": 26.64, - "PIQA": 25.69, - "Quail": 1.42, - "RARbCode": 46.47, - "RARbMath": 46.86, - "SIQA": 0.94, - "SpartQA": 3.37, - "TempReasonL1": 1.07, - "TempReasonL2Fact": 17.23, - "TempReasonL2Pure": 1.29, - "TempReasonL3Fact": 13.36, - "TempReasonL3Pure": 5.2, - "WinoGrande": 13.76 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "bge-base-en-v1.5" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "bge-base-en-v1.5" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "bge-base-en-v1.5" - } - ] - } - }, - "cross-en-de-roberta-sentence-transformer": { - "BitextMining": { - "f1": [ - { - "Model": "cross-en-de-roberta-sentence-transformer" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "cross-en-de-roberta-sentence-transformer" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "cross-en-de-roberta-sentence-transformer", - "BlurbsClusteringP2P": 30.82, - "BlurbsClusteringS2S": 12.69, - "TenKGnadClusteringP2P": 23.5, - "TenKGnadClusteringS2S": 10.94 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "cross-en-de-roberta-sentence-transformer" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "cross-en-de-roberta-sentence-transformer" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "cross-en-de-roberta-sentence-transformer" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "cross-en-de-roberta-sentence-transformer" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "cross-en-de-roberta-sentence-transformer" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "cross-en-de-roberta-sentence-transformer" - } - ] - } - }, - "all-MiniLM-L6-v2-instruct": { - "BitextMining": { - "f1": [ - { - "Model": "all-MiniLM-L6-v2-instruct" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "all-MiniLM-L6-v2-instruct" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "all-MiniLM-L6-v2-instruct" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "all-MiniLM-L6-v2-instruct" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "all-MiniLM-L6-v2-instruct" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "all-MiniLM-L6-v2-instruct", - "ARCChallenge": 9.4, - "AlphaNLI": 15.09, - "HellaSwag": 20.51, - "PIQA": 24.68, - "Quail": 3.46, - "RARbCode": 42.47, - "RARbMath": 62.39, - "SIQA": 1.53, - "SpartQA": 0.57, - "TempReasonL1": 1.05, - "TempReasonL2Fact": 16.57, - "TempReasonL2Pure": 0.49, - "TempReasonL3Fact": 14.01, - "TempReasonL3Pure": 6.27, - "WinoGrande": 20.73 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "all-MiniLM-L6-v2-instruct" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "all-MiniLM-L6-v2-instruct" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "all-MiniLM-L6-v2-instruct" - } - ] - } - }, - "gtr-t5-base": { - "BitextMining": { - "f1": [ - { - "Model": "gtr-t5-base" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "gtr-t5-base", - "AmazonCounterfactualClassification (en)": 69.33, - "AmazonPolarityClassification": 67.82, - "AmazonReviewsClassification (en)": 38.48, - "Banking77Classification": 79.26, - "EmotionClassification": 42.2, - "ImdbClassification": 65.99, - "MTOPDomainClassification (en)": 92.42, - "MTOPIntentClassification (en)": 62.44, - "MassiveIntentClassification (en)": 67.05, - "MassiveScenarioClassification (en)": 75.4, - "ToxicConversationsClassification": 66.6, - "TweetSentimentExtractionClassification": 56.02 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "gtr-t5-base", - "ArxivClusteringP2P": 35.49, - "ArxivClusteringS2S": 27.18, - "BiorxivClusteringP2P": 27.66, - "BiorxivClusteringS2S": 23.25, - "MedrxivClusteringP2P": 27.57, - "MedrxivClusteringS2S": 25.13, - "RedditClustering": 56.13, - "RedditClusteringP2P": 58.53, - "StackExchangeClustering": 64.21, - "StackExchangeClusteringP2P": 33.01, - "TwentyNewsgroupsClustering": 46.72 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "gtr-t5-base", - "SprintDuplicateQuestions": 94.55, - "TwitterSemEval2015": 72.23, - "TwitterURLCorpus": 84.77 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "gtr-t5-base", - "AskUbuntuDupQuestions": 60.86, - "MindSmallReranking": 31.33, - "SciDocsRR": 73.71, - "StackOverflowDupQuestions": 51.01 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "gtr-t5-base", - "ArguAna": 50.83, - "CQADupstackRetrieval": 34.55, - "ClimateFEVER": 24.88, - "DBPedia": 35.24, - "FEVER": 68.93, - "FiQA2018": 35.15, - "HotpotQA": 54.93, - "MSMARCO": 41.16, - "NFCorpus": 30.22, - "NQ": 50.47, - "QuoraRetrieval": 87.98, - "SCIDOCS": 14.0, - "SciFact": 59.74, - "TRECCOVID": 56.05, - "Touche2020": 25.89 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "gtr-t5-base", - "BIOSSES": 79.0, - "SICK-R": 71.45, - "STS12": 68.59, - "STS13": 79.09, - "STS14": 74.64, - "STS15": 84.85, - "STS16": 81.57, - "STS17 (en-en)": 85.8, - "STS22 (en)": 66.17, - "STSBenchmark": 79.58 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "gtr-t5-base", - "SummEval": 29.67 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "gtr-t5-base" - } - ] - } - }, - "electra-small-nordic": { - "BitextMining": { - "f1": [ - { - "Model": "electra-small-nordic", - "BornholmBitextMining": 1.44 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "electra-small-nordic", - "AngryTweetsClassification": 47.91, - "DKHateClassification": 59.45, - "DanishPoliticalCommentsClassification": 31.89, - "LccSentimentClassification": 47.93, - "MassiveIntentClassification (da)": 26.3, - "MassiveIntentClassification (nb)": 24.6, - "MassiveIntentClassification (sv)": 27.58, - "MassiveScenarioClassification (da)": 28.93, - "MassiveScenarioClassification (nb)": 27.3, - "MassiveScenarioClassification (sv)": 29.93, - "NoRecClassification": 45.44, - "NordicLangClassification": 57.82, - "NorwegianParliament": 53.25, - "ScalaDaClassification": 70.41, - "ScalaNbClassification": 75.28 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "electra-small-nordic" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "electra-small-nordic" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "electra-small-nordic" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "electra-small-nordic" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "electra-small-nordic" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "electra-small-nordic" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "electra-small-nordic" - } - ] - } - }, - "electra-small-swedish-cased-discriminator": { - "BitextMining": { - "f1": [ - { - "Model": "electra-small-swedish-cased-discriminator", - "BornholmBitextMining": 0.85 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "electra-small-swedish-cased-discriminator", - "AngryTweetsClassification": 40.52, - "DKHateClassification": 52.28, - "DanishPoliticalCommentsClassification": 25.17, - "LccSentimentClassification": 36.67, - "MassiveIntentClassification (da)": 6.51, - "MassiveIntentClassification (nb)": 5.66, - "MassiveIntentClassification (sv)": 6.6, - "MassiveScenarioClassification (da)": 11.5, - "MassiveScenarioClassification (nb)": 11.26, - "MassiveScenarioClassification (sv)": 12.16, - "NoRecClassification": 39.72, - "NordicLangClassification": 44.53, - "NorwegianParliament": 52.44, - "ScalaDaClassification": 51.66, - "ScalaNbClassification": 52.41 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "electra-small-swedish-cased-discriminator" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "electra-small-swedish-cased-discriminator" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "electra-small-swedish-cased-discriminator" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "electra-small-swedish-cased-discriminator" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "electra-small-swedish-cased-discriminator" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "electra-small-swedish-cased-discriminator" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "electra-small-swedish-cased-discriminator" - } - ] - } - }, - "text-embedding-ada-002": { - "BitextMining": { - "f1": [ - { - "Model": "text-embedding-ada-002" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "text-embedding-ada-002", - "AmazonCounterfactualClassification (en)": 75.94, - "AmazonPolarityClassification": 86.72, - "AmazonReviewsClassification (zh)": 38.3, - "AmazonReviewsClassification (en)": 44.78, - "AmazonReviewsClassification (fr)": 43.76, - "Banking77Classification": 80.66, - "EmotionClassification": 48.74, - "IFlyTek": 44.62, - "ImdbClassification": 77.98, - "JDReview": 74.6, - "MTOPDomainClassification (en)": 92.13, - "MTOPDomainClassification (fr)": 89.38, - "MTOPIntentClassification (en)": 64.68, - "MTOPIntentClassification (fr)": 64.45, - "MasakhaNEWSClassification (fra)": 81.52, - "MassiveIntentClassification (zh-CN)": 64.81, - "MassiveIntentClassification (en)": 70.15, - "MassiveIntentClassification (fr)": 65.42, - "MassiveScenarioClassification (zh-CN)": 71.4, - "MassiveScenarioClassification (en)": 75.33, - "MassiveScenarioClassification (fr)": 71.11, - "MultilingualSentiment": 67.99, - "OnlineShopping": 88.94, - "TNews": 45.77, - "ToxicConversationsClassification": 72.29, - "TweetSentimentExtractionClassification": 61.81, - "Waimai": 82.37 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "text-embedding-ada-002", - "AlloProfClusteringP2P": 64.83, - "AlloProfClusteringS2S": 53.52, - "ArxivClusteringP2P": 45.01, - "ArxivClusteringS2S": 36.85, - "BiorxivClusteringP2P": 36.66, - "BiorxivClusteringS2S": 34.21, - "CLSClusteringP2P": 38.26, - "CLSClusteringS2S": 35.91, - "HALClusteringS2S": 26.18, - "MLSUMClusteringP2P": 44.59, - "MLSUMClusteringS2S": 41.67, - "MasakhaNEWSClusteringP2P (fra)": 68.35, - "MasakhaNEWSClusteringS2S (fra)": 48.58, - "MedrxivClusteringP2P": 32.6, - "MedrxivClusteringS2S": 30.8, - "RedditClustering": 61.42, - "RedditClusteringP2P": 64.13, - "StackExchangeClustering": 72.22, - "StackExchangeClusteringP2P": 38.49, - "ThuNewsClusteringP2P": 58.71, - "ThuNewsClusteringS2S": 49.86, - "TwentyNewsgroupsClustering": 52.56 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "text-embedding-ada-002", - "Cmnli": 76.03, - "Ocnli": 63.08, - "OpusparcusPC (fr)": 94.12, - "PawsXPairClassification (fr)": 60.16, - "SprintDuplicateQuestions": 92.17, - "TwitterSemEval2015": 75.28, - "TwitterURLCorpus": 87.22 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "text-embedding-ada-002", - "AskUbuntuDupQuestions": 62.05, - "CMedQAv1": 63.08, - "CMedQAv2": 64.02, - "MMarcoReranking": 23.39, - "MindSmallReranking": 31.45, - "SciDocsRR": 81.22, - "StackOverflowDupQuestions": 50.54, - "SyntecReranking": 89.87, - "T2Reranking": 66.65 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "text-embedding-ada-002", - "ARCChallenge": 13.3, - "AlloprofRetrieval": 51.64, - "AlphaNLI": 25.65, - "ArguAna": 57.44, - "BSARDRetrieval": 0.61, - "CQADupstackRetrieval": 41.69, - "ClimateFEVER": 21.64, - "CmedqaRetrieval": 22.36, - "CovidRetrieval": 57.21, - "DBPedia": 39.39, - "DuRetrieval": 71.17, - "EcomRetrieval": 44.49, - "FEVER": 74.99, - "FiQA2018": 44.41, - "HellaSwag": 29.29, - "HotpotQA": 60.9, - "MMarcoRetrieval": 69.86, - "MSMARCO": 40.91, - "MedicalRetrieval": 37.92, - "MintakaRetrieval (fr)": 29.94, - "NFCorpus": 36.97, - "NQ": 51.58, - "PIQA": 31.02, - "Quail": 5.83, - "QuoraRetrieval": 87.6, - "RARbCode": 83.39, - "RARbMath": 73.21, - "SCIDOCS": 18.36, - "SIQA": 3.14, - "SciFact": 72.75, - "SpartQA": 4.23, - "SyntecRetrieval": 85.97, - "T2Retrieval": 69.14, - "TRECCOVID": 68.47, - "TempReasonL1": 1.68, - "TempReasonL2Fact": 19.93, - "TempReasonL2Pure": 2.6, - "TempReasonL3Fact": 18.02, - "TempReasonL3Pure": 7.58, - "Touche2020": 21.61, - "VideoRetrieval": 43.85, - "WinoGrande": 19.65, - "XPQARetrieval (fr)": 73.0 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "text-embedding-ada-002", - "AFQMC": 23.88, - "ATEC": 29.25, - "BIOSSES": 86.35, - "BQ": 45.33, - "LCQMC": 68.41, - "PAWSX": 16.55, - "QBQTC": 30.27, - "SICK-R": 80.6, - "SICKFr": 76.28, - "STS12": 69.8, - "STS13": 83.27, - "STS14": 76.09, - "STS15": 86.12, - "STS16": 85.96, - "STS17 (en-en)": 90.25, - "STS22 (zh)": 62.53, - "STS22 (en)": 68.12, - "STS22 (tr)": 64.5, - "STS22 (fr)": 81.09, - "STSB": 70.61, - "STSBenchmark": 83.17, - "STSBenchmarkMultilingualSTS (fr)": 77.55 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "text-embedding-ada-002", - "SummEval": 30.8, - "SummEvalFr": 30.5 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "text-embedding-ada-002" - } - ] - } - }, - "GritLM-7B": { - "BitextMining": { - "f1": [ - { - "Model": "GritLM-7B" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "GritLM-7B" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "GritLM-7B" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "GritLM-7B" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "GritLM-7B" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "GritLM-7B", - "ARCChallenge": 26.68, - "AlphaNLI": 34.0, - "BrightRetrieval (pony)": 21.98, - "BrightRetrieval (robotics)": 17.31, - "BrightRetrieval (economics)": 19.0, - "BrightRetrieval (theoremqa_questions)": 23.34, - "BrightRetrieval (leetcode)": 29.85, - "BrightRetrieval (earth_science)": 32.77, - "BrightRetrieval (stackoverflow)": 11.62, - "BrightRetrieval (sustainable_living)": 18.04, - "BrightRetrieval (biology)": 25.04, - "BrightRetrieval (psychology)": 19.92, - "BrightRetrieval (theoremqa_theorems)": 17.41, - "BrightRetrieval (aops)": 8.91, - "HellaSwag": 39.45, - "PIQA": 44.35, - "Quail": 11.69, - "RARbCode": 84.0, - "RARbMath": 82.35, - "SIQA": 7.23, - "SpartQA": 9.29, - "TempReasonL1": 7.15, - "TempReasonL2Fact": 58.38, - "TempReasonL2Pure": 11.22, - "TempReasonL3Fact": 44.29, - "TempReasonL3Pure": 14.15, - "WinoGrande": 53.74 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "GritLM-7B" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "GritLM-7B" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "GritLM-7B", - "Core17InstructionRetrieval": 2.62, - "News21InstructionRetrieval": -1.01, - "Robust04InstructionRetrieval": -1.68 - } - ] - } - }, - "bge-m3": { - "BitextMining": { - "f1": [ - { - "Model": "bge-m3", - "Tatoeba (rus-Cyrl_eng-Latn)": 93.42 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "bge-m3", - "GeoreviewClassification (rus-Cyrl)": 48.27, - "HeadlineClassification (rus-Cyrl)": 70.32, - "InappropriatenessClassification (rus-Cyrl)": 59.87, - "KinopoiskClassification (rus-Cyrl)": 58.23, - "MassiveIntentClassification (rus-Cyrl)": 68.75, - "MassiveScenarioClassification (rus-Cyrl)": 73.42, - "RuReviewsClassification (rus-Cyrl)": 66.91, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 55.81, - "RuSciBenchOECDClassification (rus-Cyrl)": 42.57 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "bge-m3", - "GeoreviewClusteringP2P (rus-Cyrl)": 63.75, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.57, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 43.21 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "bge-m3", - "OpusparcusPC (rus-Cyrl)": 89.64, - "TERRa (rus-Cyrl)": 60.6 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "bge-m3", - "RuBQReranking (rus-Cyrl)": 74.02 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bge-m3", - "ARCChallenge": 9.02, - "AlphaNLI": 24.73, - "HellaSwag": 25.67, - "LEMBNarrativeQARetrieval": 45.76, - "LEMBNeedleRetrieval": 40.25, - "LEMBPasskeyRetrieval": 46.0, - "LEMBQMSumRetrieval": 35.54, - "LEMBSummScreenFDRetrieval": 94.09, - "LEMBWikimQARetrieval": 77.73, - "PIQA": 22.93, - "Quail": 7.51, - "RARbCode": 38.8, - "RARbMath": 69.19, - "RiaNewsRetrieval (rus-Cyrl)": 82.98, - "RuBQRetrieval (rus-Cyrl)": 71.21, - "SIQA": 4.89, - "SpartQA": 7.49, - "TempReasonL1": 0.99, - "TempReasonL2Fact": 33.23, - "TempReasonL2Pure": 0.68, - "TempReasonL3Fact": 30.05, - "TempReasonL3Pure": 5.28, - "WinoGrande": 41.72 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "bge-m3", - "RUParaPhraserSTS (rus-Cyrl)": 74.9, - "RuSTSBenchmarkSTS (rus-Cyrl)": 79.87, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.27 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "bge-m3" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "bge-m3" - } - ] - } - }, - "sentence-bert-swedish-cased": { - "BitextMining": { - "f1": [ - { - "Model": "sentence-bert-swedish-cased", - "BornholmBitextMining": 14.08 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "sentence-bert-swedish-cased", - "AngryTweetsClassification": 44.46, - "DKHateClassification": 59.36, - "DanishPoliticalCommentsClassification": 28.32, - "LccSentimentClassification": 47.2, - "MassiveIntentClassification (da)": 42.84, - "MassiveIntentClassification (nb)": 42.74, - "MassiveIntentClassification (sv)": 69.11, - "MassiveScenarioClassification (da)": 49.64, - "MassiveScenarioClassification (nb)": 49.49, - "MassiveScenarioClassification (sv)": 75.96, - "NoRecClassification": 43.53, - "NordicLangClassification": 51.45, - "NorwegianParliament": 55.74, - "ScalaDaClassification": 50.12, - "ScalaNbClassification": 50.34 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "sentence-bert-swedish-cased" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "sentence-bert-swedish-cased" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "sentence-bert-swedish-cased" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "sentence-bert-swedish-cased" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "sentence-bert-swedish-cased" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "sentence-bert-swedish-cased" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "sentence-bert-swedish-cased" - } - ] - } - }, - "voyage-2": { - "BitextMining": { - "f1": [ - { - "Model": "voyage-2" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "voyage-2", - "AmazonReviewsClassification (fr)": 37.26, - "MTOPDomainClassification (fr)": 79.79, - "MTOPIntentClassification (fr)": 45.62, - "MasakhaNEWSClassification (fra)": 80.19, - "MassiveIntentClassification (fr)": 53.7, - "MassiveScenarioClassification (fr)": 62.46 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "voyage-2", - "AlloProfClusteringP2P": 57.96, - "AlloProfClusteringS2S": 41.65, - "HALClusteringS2S": 24.84, - "MLSUMClusteringP2P": 45.08, - "MLSUMClusteringS2S": 38.77, - "MasakhaNEWSClusteringP2P (fra)": 48.54, - "MasakhaNEWSClusteringS2S (fra)": 36.33 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "voyage-2", - "OpusparcusPC (fr)": 89.76, - "PawsXPairClassification (fr)": 58.96 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "voyage-2", - "AlloprofReranking": 63.54, - "SyntecReranking": 82.65 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "voyage-2", - "AlloprofRetrieval": 45.5, - "BSARDRetrieval": 0.15, - "MintakaRetrieval (fr)": 15.51, - "SyntecRetrieval": 75.83, - "XPQARetrieval (fr)": 67.07 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "voyage-2", - "SICKFr": 68.51, - "STS22 (fr)": 70.51, - "STSBenchmarkMultilingualSTS (fr)": 76.43 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "voyage-2", - "SummEvalFr": 30.88 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "voyage-2" - } - ] - } - }, - "instructor-base": { - "BitextMining": { - "f1": [ - { - "Model": "instructor-base" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "instructor-base" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "instructor-base" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "instructor-base" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "instructor-base" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "instructor-base" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "instructor-base" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "instructor-base" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "instructor-base", - "Core17InstructionRetrieval": -1.09, - "News21InstructionRetrieval": -1.78, - "Robust04InstructionRetrieval": -10.42 - } - ] - } - }, - "dfm-encoder-large-v1": { - "BitextMining": { - "f1": [ - { - "Model": "dfm-encoder-large-v1", - "BornholmBitextMining": 11.65 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "dfm-encoder-large-v1", - "AngryTweetsClassification": 53.8, - "DKHateClassification": 60.09, - "DanishPoliticalCommentsClassification": 36.6, - "LccSentimentClassification": 57.33, - "MassiveIntentClassification (da)": 60.55, - "MassiveIntentClassification (nb)": 52.49, - "MassiveIntentClassification (sv)": 49.74, - "MassiveScenarioClassification (da)": 64.16, - "MassiveScenarioClassification (nb)": 54.59, - "MassiveScenarioClassification (sv)": 50.1, - "NoRecClassification": 48.3, - "NordicLangClassification": 77.68, - "NorwegianParliament": 58.78, - "ScalaDaClassification": 63.08, - "ScalaNbClassification": 58.95 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "dfm-encoder-large-v1" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "dfm-encoder-large-v1" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "dfm-encoder-large-v1" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "dfm-encoder-large-v1" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "dfm-encoder-large-v1" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "dfm-encoder-large-v1" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "dfm-encoder-large-v1" - } - ] - } - }, - "sentence-t5-base": { - "BitextMining": { - "f1": [ - { - "Model": "sentence-t5-base" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "sentence-t5-base", - "AmazonCounterfactualClassification (de)": 69.98, - "AmazonCounterfactualClassification (en)": 75.82, - "AmazonCounterfactualClassification (en-ext)": 76.81, - "AmazonCounterfactualClassification (ja)": 46.05, - "AmazonPolarityClassification": 85.12, - "AmazonReviewsClassification (de)": 37.9, - "AmazonReviewsClassification (en)": 44.94, - "AmazonReviewsClassification (es)": 37.33, - "AmazonReviewsClassification (fr)": 37.35, - "AmazonReviewsClassification (ja)": 22.29, - "AmazonReviewsClassification (zh)": 21.53, - "Banking77Classification": 76.48, - "EmotionClassification": 51.35, - "ImdbClassification": 77.34, - "MTOPDomainClassification (de)": 76.98, - "MTOPDomainClassification (en)": 90.34, - "MTOPDomainClassification (es)": 73.61, - "MTOPDomainClassification (fr)": 75.03, - "MTOPDomainClassification (hi)": 21.4, - "MTOPDomainClassification (th)": 16.21, - "MTOPIntentClassification (de)": 44.43, - "MTOPIntentClassification (en)": 63.32, - "MTOPIntentClassification (es)": 42.03, - "MTOPIntentClassification (fr)": 43.85, - "MTOPIntentClassification (hi)": 3.8, - "MTOPIntentClassification (th)": 5.21, - "MasakhaNEWSClassification (fra)": 81.21, - "MassiveIntentClassification (af)": 34.32, - "MassiveIntentClassification (am)": 2.38, - "MassiveIntentClassification (ar)": 4.53, - "MassiveIntentClassification (az)": 31.76, - "MassiveIntentClassification (bn)": 2.58, - "MassiveIntentClassification (cy)": 28.94, - "MassiveIntentClassification (da)": 38.82, - "MassiveIntentClassification (de)": 45.23, - "MassiveIntentClassification (el)": 10.05, - "MassiveIntentClassification (en)": 69.74, - "MassiveIntentClassification (es)": 45.32, - "MassiveIntentClassification (fa)": 3.58, - "MassiveIntentClassification (fi)": 33.52, - "MassiveIntentClassification (fr)": 51.13, - "MassiveIntentClassification (he)": 2.63, - "MassiveIntentClassification (hi)": 2.68, - "MassiveIntentClassification (hu)": 32.31, - "MassiveIntentClassification (hy)": 3.33, - "MassiveIntentClassification (id)": 35.5, - "MassiveIntentClassification (is)": 29.82, - "MassiveIntentClassification (it)": 45.59, - "MassiveIntentClassification (ja)": 3.67, - "MassiveIntentClassification (jv)": 31.15, - "MassiveIntentClassification (ka)": 2.77, - "MassiveIntentClassification (km)": 5.66, - "MassiveIntentClassification (kn)": 2.59, - "MassiveIntentClassification (ko)": 2.34, - "MassiveIntentClassification (lv)": 33.97, - "MassiveIntentClassification (ml)": 2.55, - "MassiveIntentClassification (mn)": 14.7, - "MassiveIntentClassification (ms)": 33.12, - "MassiveIntentClassification (my)": 4.42, - "MassiveIntentClassification (nb)": 38.53, - "MassiveIntentClassification (nl)": 37.96, - "MassiveIntentClassification (pl)": 34.41, - "MassiveIntentClassification (pt)": 43.35, - "MassiveIntentClassification (ro)": 42.69, - "MassiveIntentClassification (ru)": 14.82, - "MassiveIntentClassification (sl)": 34.54, - "MassiveIntentClassification (sq)": 38.54, - "MassiveIntentClassification (sv)": 35.98, - "MassiveIntentClassification (sw)": 32.14, - "MassiveIntentClassification (ta)": 1.41, - "MassiveIntentClassification (te)": 2.5, - "MassiveIntentClassification (th)": 3.71, - "MassiveIntentClassification (tl)": 36.04, - "MassiveIntentClassification (tr)": 33.77, - "MassiveIntentClassification (ur)": 2.99, - "MassiveIntentClassification (vi)": 22.62, - "MassiveIntentClassification (zh-CN)": 1.12, - "MassiveIntentClassification (zh-TW)": 4.63, - "MassiveScenarioClassification (af)": 44.45, - "MassiveScenarioClassification (am)": 7.51, - "MassiveScenarioClassification (ar)": 12.32, - "MassiveScenarioClassification (az)": 38.41, - "MassiveScenarioClassification (bn)": 8.45, - "MassiveScenarioClassification (cy)": 35.04, - "MassiveScenarioClassification (da)": 48.36, - "MassiveScenarioClassification (de)": 59.12, - "MassiveScenarioClassification (el)": 17.68, - "MassiveScenarioClassification (en)": 72.32, - "MassiveScenarioClassification (es)": 55.61, - "MassiveScenarioClassification (fa)": 6.86, - "MassiveScenarioClassification (fi)": 41.34, - "MassiveScenarioClassification (fr)": 59.92, - "MassiveScenarioClassification (he)": 7.86, - "MassiveScenarioClassification (hi)": 7.63, - "MassiveScenarioClassification (hu)": 41.31, - "MassiveScenarioClassification (hy)": 9.23, - "MassiveScenarioClassification (id)": 44.64, - "MassiveScenarioClassification (is)": 39.63, - "MassiveScenarioClassification (it)": 54.58, - "MassiveScenarioClassification (ja)": 4.96, - "MassiveScenarioClassification (jv)": 40.73, - "MassiveScenarioClassification (ka)": 7.51, - "MassiveScenarioClassification (km)": 8.73, - "MassiveScenarioClassification (kn)": 7.99, - "MassiveScenarioClassification (ko)": 6.03, - "MassiveScenarioClassification (lv)": 36.42, - "MassiveScenarioClassification (ml)": 6.96, - "MassiveScenarioClassification (mn)": 19.85, - "MassiveScenarioClassification (ms)": 43.18, - "MassiveScenarioClassification (my)": 9.46, - "MassiveScenarioClassification (nb)": 46.6, - "MassiveScenarioClassification (nl)": 50.0, - "MassiveScenarioClassification (pl)": 42.3, - "MassiveScenarioClassification (pt)": 52.24, - "MassiveScenarioClassification (ro)": 53.7, - "MassiveScenarioClassification (ru)": 20.69, - "MassiveScenarioClassification (sl)": 39.79, - "MassiveScenarioClassification (sq)": 50.16, - "MassiveScenarioClassification (sv)": 46.69, - "MassiveScenarioClassification (sw)": 40.48, - "MassiveScenarioClassification (ta)": 7.47, - "MassiveScenarioClassification (te)": 6.87, - "MassiveScenarioClassification (th)": 8.26, - "MassiveScenarioClassification (tl)": 48.94, - "MassiveScenarioClassification (tr)": 41.83, - "MassiveScenarioClassification (ur)": 9.77, - "MassiveScenarioClassification (vi)": 30.01, - "MassiveScenarioClassification (zh-CN)": 4.17, - "MassiveScenarioClassification (zh-TW)": 7.91, - "ToxicConversationsClassification": 68.2, - "TweetSentimentExtractionClassification": 62.71 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "sentence-t5-base", - "AlloProfClusteringP2P": 58.44, - "AlloProfClusteringS2S": 35.93, - "ArxivClusteringP2P": 39.28, - "ArxivClusteringS2S": 27.26, - "BiorxivClusteringP2P": 33.99, - "BiorxivClusteringS2S": 22.92, - "BlurbsClusteringP2P": 30.59, - "BlurbsClusteringS2S": 11.57, - "HALClusteringS2S": 17.72, - "MLSUMClusteringP2P": 40.77, - "MLSUMClusteringS2S": 30.06, - "MasakhaNEWSClusteringP2P (fra)": 61.9, - "MasakhaNEWSClusteringS2S (fra)": 35.64, - "MedrxivClusteringP2P": 33.2, - "MedrxivClusteringS2S": 26.13, - "RedditClustering": 52.93, - "RedditClusteringP2P": 59.67, - "StackExchangeClustering": 63.13, - "StackExchangeClusteringP2P": 35.68, - "TenKGnadClusteringP2P": 44.88, - "TenKGnadClusteringS2S": 18.11, - "TwentyNewsgroupsClustering": 48.1 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "sentence-t5-base", - "OpusparcusPC (fr)": 89.4, - "PawsXPairClassification (fr)": 55.35, - "SprintDuplicateQuestions": 91.23, - "TwitterSemEval2015": 78.25, - "TwitterURLCorpus": 86.05 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "sentence-t5-base", - "AlloprofReranking": 50.12, - "AskUbuntuDupQuestions": 59.73, - "MindSmallReranking": 30.2, - "SciDocsRR": 73.96, - "StackOverflowDupQuestions": 48.46, - "SyntecReranking": 78.05 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "sentence-t5-base", - "AlloprofRetrieval": 27.52, - "ArguAna": 44.85, - "BSARDRetrieval": 0.16, - "CQADupstackRetrieval": 35.23, - "ClimateFEVER": 10.37, - "DBPedia": 27.77, - "FEVER": 26.17, - "FiQA2018": 34.83, - "HotpotQA": 33.2, - "MSMARCO": 20.7, - "MintakaRetrieval (fr)": 21.04, - "NFCorpus": 28.65, - "NQ": 36.32, - "QuoraRetrieval": 85.49, - "SCIDOCS": 14.15, - "SciFact": 45.76, - "SyntecRetrieval": 67.0, - "TRECCOVID": 40.7, - "Touche2020": 20.3, - "XPQARetrieval (fr)": 45.19 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "sentence-t5-base", - "BIOSSES": 75.89, - "SICK-R": 80.18, - "SICKFr": 71.74, - "STS12": 78.05, - "STS13": 85.85, - "STS14": 82.19, - "STS15": 87.46, - "STS16": 84.03, - "STS17 (ar-ar)": 13.36, - "STS17 (en-ar)": -5.65, - "STS17 (en-de)": 67.11, - "STS17 (en-en)": 89.57, - "STS17 (en-tr)": -0.02, - "STS17 (es-en)": 47.72, - "STS17 (es-es)": 79.94, - "STS17 (fr-en)": 56.61, - "STS17 (it-en)": 30.46, - "STS17 (ko-ko)": 10.06, - "STS17 (nl-en)": 36.46, - "STS22 (ar)": 31.2, - "STS22 (de)": 42.08, - "STS22 (de-en)": 46.9, - "STS22 (de-fr)": 55.04, - "STS22 (de-pl)": 33.94, - "STS22 (en)": 62.66, - "STS22 (es)": 53.81, - "STS22 (es-en)": 65.19, - "STS22 (es-it)": 55.29, - "STS22 (fr)": 77.69, - "STS22 (fr-pl)": 28.17, - "STS22 (it)": 60.65, - "STS22 (pl)": 24.42, - "STS22 (pl-en)": 42.97, - "STS22 (ru)": 12.13, - "STS22 (tr)": 40.45, - "STS22 (zh)": 32.9, - "STS22 (zh-en)": 20.15, - "STSBenchmark": 85.52, - "STSBenchmarkMultilingualSTS (fr)": 74.04 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "sentence-t5-base", - "SummEval": 31.39, - "SummEvalFr": 30.01 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "sentence-t5-base" - } - ] - } - }, - "sentence-t5-large": { - "BitextMining": { - "f1": [ - { - "Model": "sentence-t5-large", - "BUCC (de-en)": 87.0, - "BUCC (fr-en)": 88.91, - "BUCC (ru-en)": 0.44, - "BUCC (zh-en)": 0.95, - "Tatoeba (afr-eng)": 23.7, - "Tatoeba (amh-eng)": 0.65, - "Tatoeba (ang-eng)": 30.98, - "Tatoeba (ara-eng)": 0.48, - "Tatoeba (arq-eng)": 0.68, - "Tatoeba (arz-eng)": 0.22, - "Tatoeba (ast-eng)": 55.3, - "Tatoeba (awa-eng)": 1.03, - "Tatoeba (aze-eng)": 5.83, - "Tatoeba (bel-eng)": 1.66, - "Tatoeba (ben-eng)": 0.0, - "Tatoeba (ber-eng)": 5.62, - "Tatoeba (bos-eng)": 12.23, - "Tatoeba (bre-eng)": 5.84, - "Tatoeba (bul-eng)": 1.35, - "Tatoeba (cat-eng)": 48.56, - "Tatoeba (cbk-eng)": 46.97, - "Tatoeba (ceb-eng)": 9.79, - "Tatoeba (ces-eng)": 6.0, - "Tatoeba (cha-eng)": 24.21, - "Tatoeba (cmn-eng)": 2.26, - "Tatoeba (cor-eng)": 4.03, - "Tatoeba (csb-eng)": 9.53, - "Tatoeba (cym-eng)": 9.17, - "Tatoeba (dan-eng)": 34.63, - "Tatoeba (deu-eng)": 89.31, - "Tatoeba (dsb-eng)": 9.68, - "Tatoeba (dtp-eng)": 4.66, - "Tatoeba (ell-eng)": 0.77, - "Tatoeba (epo-eng)": 26.88, - "Tatoeba (est-eng)": 5.19, - "Tatoeba (eus-eng)": 9.46, - "Tatoeba (fao-eng)": 21.59, - "Tatoeba (fin-eng)": 5.66, - "Tatoeba (fra-eng)": 79.71, - "Tatoeba (fry-eng)": 28.29, - "Tatoeba (gla-eng)": 2.34, - "Tatoeba (gle-eng)": 3.55, - "Tatoeba (glg-eng)": 56.25, - "Tatoeba (gsw-eng)": 24.25, - "Tatoeba (heb-eng)": 0.57, - "Tatoeba (hin-eng)": 0.12, - "Tatoeba (hrv-eng)": 10.29, - "Tatoeba (hsb-eng)": 9.52, - "Tatoeba (hun-eng)": 6.22, - "Tatoeba (hye-eng)": 0.81, - "Tatoeba (ido-eng)": 41.11, - "Tatoeba (ile-eng)": 54.0, - "Tatoeba (ina-eng)": 75.47, - "Tatoeba (ind-eng)": 13.02, - "Tatoeba (isl-eng)": 8.98, - "Tatoeba (ita-eng)": 67.23, - "Tatoeba (jav-eng)": 8.54, - "Tatoeba (jpn-eng)": 0.99, - "Tatoeba (kab-eng)": 1.85, - "Tatoeba (kat-eng)": 1.37, - "Tatoeba (kaz-eng)": 0.67, - "Tatoeba (khm-eng)": 0.56, - "Tatoeba (kor-eng)": 1.73, - "Tatoeba (kur-eng)": 9.23, - "Tatoeba (kzj-eng)": 5.38, - "Tatoeba (lat-eng)": 21.3, - "Tatoeba (lfn-eng)": 40.48, - "Tatoeba (lit-eng)": 5.38, - "Tatoeba (lvs-eng)": 6.83, - "Tatoeba (mal-eng)": 0.45, - "Tatoeba (mar-eng)": 0.01, - "Tatoeba (max-eng)": 16.44, - "Tatoeba (mhr-eng)": 0.33, - "Tatoeba (mkd-eng)": 0.4, - "Tatoeba (mon-eng)": 2.48, - "Tatoeba (nds-eng)": 34.66, - "Tatoeba (nld-eng)": 42.72, - "Tatoeba (nno-eng)": 24.08, - "Tatoeba (nob-eng)": 34.17, - "Tatoeba (nov-eng)": 55.01, - "Tatoeba (oci-eng)": 29.15, - "Tatoeba (orv-eng)": 0.2, - "Tatoeba (pam-eng)": 6.99, - "Tatoeba (pes-eng)": 0.9, - "Tatoeba (pms-eng)": 30.8, - "Tatoeba (pol-eng)": 12.81, - "Tatoeba (por-eng)": 73.45, - "Tatoeba (ron-eng)": 54.86, - "Tatoeba (rus-eng)": 2.43, - "Tatoeba (slk-eng)": 8.35, - "Tatoeba (slv-eng)": 9.3, - "Tatoeba (spa-eng)": 78.87, - "Tatoeba (sqi-eng)": 11.74, - "Tatoeba (srp-eng)": 5.83, - "Tatoeba (swe-eng)": 35.41, - "Tatoeba (swg-eng)": 28.18, - "Tatoeba (swh-eng)": 7.53, - "Tatoeba (tam-eng)": 0.36, - "Tatoeba (tat-eng)": 1.01, - "Tatoeba (tel-eng)": 1.1, - "Tatoeba (tgl-eng)": 12.4, - "Tatoeba (tha-eng)": 1.58, - "Tatoeba (tuk-eng)": 4.95, - "Tatoeba (tur-eng)": 6.45, - "Tatoeba (tzl-eng)": 37.82, - "Tatoeba (uig-eng)": 0.67, - "Tatoeba (ukr-eng)": 1.88, - "Tatoeba (urd-eng)": 0.0, - "Tatoeba (uzb-eng)": 4.79, - "Tatoeba (vie-eng)": 7.03, - "Tatoeba (war-eng)": 9.68, - "Tatoeba (wuu-eng)": 1.28, - "Tatoeba (xho-eng)": 10.64, - "Tatoeba (yid-eng)": 0.57, - "Tatoeba (yue-eng)": 0.88, - "Tatoeba (zsm-eng)": 14.67 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "sentence-t5-large", - "AmazonCounterfactualClassification (de)": 67.97, - "AmazonCounterfactualClassification (en)": 75.51, - "AmazonCounterfactualClassification (en-ext)": 75.44, - "AmazonCounterfactualClassification (ja)": 45.72, - "AmazonPolarityClassification": 92.87, - "AmazonReviewsClassification (de)": 43.16, - "AmazonReviewsClassification (en)": 47.12, - "AmazonReviewsClassification (es)": 42.89, - "AmazonReviewsClassification (fr)": 41.48, - "AmazonReviewsClassification (ja)": 22.49, - "AmazonReviewsClassification (zh)": 22.12, - "Banking77Classification": 78.46, - "EmotionClassification": 51.74, - "ImdbClassification": 87.01, - "MTOPDomainClassification (de)": 80.56, - "MTOPDomainClassification (en)": 90.99, - "MTOPDomainClassification (es)": 80.78, - "MTOPDomainClassification (fr)": 79.6, - "MTOPDomainClassification (hi)": 21.22, - "MTOPDomainClassification (th)": 15.82, - "MTOPIntentClassification (de)": 52.5, - "MTOPIntentClassification (en)": 64.98, - "MTOPIntentClassification (es)": 52.07, - "MTOPIntentClassification (fr)": 47.73, - "MTOPIntentClassification (hi)": 3.74, - "MTOPIntentClassification (th)": 4.96, - "MasakhaNEWSClassification (fra)": 80.43, - "MassiveIntentClassification (af)": 38.41, - "MassiveIntentClassification (am)": 2.49, - "MassiveIntentClassification (ar)": 4.7, - "MassiveIntentClassification (az)": 31.77, - "MassiveIntentClassification (bn)": 2.77, - "MassiveIntentClassification (cy)": 31.69, - "MassiveIntentClassification (da)": 41.76, - "MassiveIntentClassification (de)": 52.01, - "MassiveIntentClassification (el)": 9.74, - "MassiveIntentClassification (en)": 71.78, - "MassiveIntentClassification (es)": 54.1, - "MassiveIntentClassification (fa)": 3.86, - "MassiveIntentClassification (fi)": 34.07, - "MassiveIntentClassification (fr)": 57.01, - "MassiveIntentClassification (he)": 2.14, - "MassiveIntentClassification (hi)": 2.97, - "MassiveIntentClassification (hu)": 32.01, - "MassiveIntentClassification (hy)": 3.17, - "MassiveIntentClassification (id)": 34.55, - "MassiveIntentClassification (is)": 32.0, - "MassiveIntentClassification (it)": 52.94, - "MassiveIntentClassification (ja)": 2.9, - "MassiveIntentClassification (jv)": 32.42, - "MassiveIntentClassification (ka)": 2.71, - "MassiveIntentClassification (km)": 5.5, - "MassiveIntentClassification (kn)": 2.41, - "MassiveIntentClassification (ko)": 2.57, - "MassiveIntentClassification (lv)": 35.09, - "MassiveIntentClassification (ml)": 2.95, - "MassiveIntentClassification (mn)": 18.33, - "MassiveIntentClassification (ms)": 29.69, - "MassiveIntentClassification (my)": 3.99, - "MassiveIntentClassification (nb)": 41.29, - "MassiveIntentClassification (nl)": 44.95, - "MassiveIntentClassification (pl)": 37.67, - "MassiveIntentClassification (pt)": 51.96, - "MassiveIntentClassification (ro)": 43.83, - "MassiveIntentClassification (ru)": 17.32, - "MassiveIntentClassification (sl)": 33.71, - "MassiveIntentClassification (sq)": 37.62, - "MassiveIntentClassification (sv)": 40.67, - "MassiveIntentClassification (sw)": 31.9, - "MassiveIntentClassification (ta)": 1.91, - "MassiveIntentClassification (te)": 2.54, - "MassiveIntentClassification (th)": 3.85, - "MassiveIntentClassification (tl)": 36.83, - "MassiveIntentClassification (tr)": 33.0, - "MassiveIntentClassification (ur)": 2.62, - "MassiveIntentClassification (vi)": 22.81, - "MassiveIntentClassification (zh-CN)": 1.09, - "MassiveIntentClassification (zh-TW)": 3.49, - "MassiveScenarioClassification (af)": 50.28, - "MassiveScenarioClassification (am)": 7.15, - "MassiveScenarioClassification (ar)": 12.12, - "MassiveScenarioClassification (az)": 39.68, - "MassiveScenarioClassification (bn)": 8.06, - "MassiveScenarioClassification (cy)": 38.01, - "MassiveScenarioClassification (da)": 51.44, - "MassiveScenarioClassification (de)": 62.71, - "MassiveScenarioClassification (el)": 17.19, - "MassiveScenarioClassification (en)": 73.16, - "MassiveScenarioClassification (es)": 59.56, - "MassiveScenarioClassification (fa)": 6.5, - "MassiveScenarioClassification (fi)": 41.72, - "MassiveScenarioClassification (fr)": 63.6, - "MassiveScenarioClassification (he)": 7.93, - "MassiveScenarioClassification (hi)": 7.85, - "MassiveScenarioClassification (hu)": 41.37, - "MassiveScenarioClassification (hy)": 9.42, - "MassiveScenarioClassification (id)": 44.88, - "MassiveScenarioClassification (is)": 40.86, - "MassiveScenarioClassification (it)": 60.09, - "MassiveScenarioClassification (ja)": 6.56, - "MassiveScenarioClassification (jv)": 40.18, - "MassiveScenarioClassification (ka)": 7.37, - "MassiveScenarioClassification (km)": 9.56, - "MassiveScenarioClassification (kn)": 8.4, - "MassiveScenarioClassification (ko)": 5.96, - "MassiveScenarioClassification (lv)": 41.44, - "MassiveScenarioClassification (ml)": 7.47, - "MassiveScenarioClassification (mn)": 25.36, - "MassiveScenarioClassification (ms)": 39.69, - "MassiveScenarioClassification (my)": 9.68, - "MassiveScenarioClassification (nb)": 49.92, - "MassiveScenarioClassification (nl)": 56.09, - "MassiveScenarioClassification (pl)": 45.2, - "MassiveScenarioClassification (pt)": 57.99, - "MassiveScenarioClassification (ro)": 56.0, - "MassiveScenarioClassification (ru)": 27.47, - "MassiveScenarioClassification (sl)": 41.04, - "MassiveScenarioClassification (sq)": 49.38, - "MassiveScenarioClassification (sv)": 50.97, - "MassiveScenarioClassification (sw)": 40.62, - "MassiveScenarioClassification (ta)": 7.59, - "MassiveScenarioClassification (te)": 7.07, - "MassiveScenarioClassification (th)": 8.52, - "MassiveScenarioClassification (tl)": 49.89, - "MassiveScenarioClassification (tr)": 43.08, - "MassiveScenarioClassification (ur)": 9.31, - "MassiveScenarioClassification (vi)": 27.46, - "MassiveScenarioClassification (zh-CN)": 4.7, - "MassiveScenarioClassification (zh-TW)": 7.24, - "ToxicConversationsClassification": 71.73, - "TweetSentimentExtractionClassification": 62.33 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "sentence-t5-large", - "AlloProfClusteringP2P": 61.82, - "AlloProfClusteringS2S": 39.78, - "ArxivClusteringP2P": 41.62, - "ArxivClusteringS2S": 29.44, - "BiorxivClusteringP2P": 35.99, - "BiorxivClusteringS2S": 24.02, - "BlurbsClusteringP2P": 35.33, - "BlurbsClusteringS2S": 13.27, - "HALClusteringS2S": 18.73, - "MLSUMClusteringP2P": 42.07, - "MLSUMClusteringS2S": 31.87, - "MasakhaNEWSClusteringP2P (fra)": 58.6, - "MasakhaNEWSClusteringS2S (fra)": 31.33, - "MedrxivClusteringP2P": 32.4, - "MedrxivClusteringS2S": 26.33, - "RedditClustering": 54.53, - "RedditClusteringP2P": 62.5, - "StackExchangeClustering": 65.11, - "StackExchangeClusteringP2P": 36.86, - "TenKGnadClusteringP2P": 44.11, - "TenKGnadClusteringS2S": 17.26, - "TwentyNewsgroupsClustering": 49.33 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "sentence-t5-large", - "OpusparcusPC (fr)": 91.19, - "PawsXPairClassification (fr)": 59.59, - "SprintDuplicateQuestions": 89.01, - "TwitterSemEval2015": 79.75, - "TwitterURLCorpus": 86.14 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "sentence-t5-large", - "AlloprofReranking": 57.99, - "AskUbuntuDupQuestions": 61.51, - "MindSmallReranking": 30.27, - "SciDocsRR": 74.88, - "StackOverflowDupQuestions": 49.34, - "SyntecReranking": 79.77 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "sentence-t5-large", - "AlloprofRetrieval": 34.52, - "ArguAna": 39.27, - "BSARDRetrieval": 0.0, - "CQADupstackRetrieval": 38.96, - "ClimateFEVER": 11.36, - "DBPedia": 31.55, - "FEVER": 36.21, - "FiQA2018": 43.55, - "HotpotQA": 33.95, - "MSMARCO": 23.96, - "MintakaRetrieval (fr)": 23.92, - "NFCorpus": 31.1, - "NQ": 42.02, - "QuoraRetrieval": 85.73, - "SCIDOCS": 15.38, - "SciFact": 49.91, - "SyntecRetrieval": 71.05, - "TRECCOVID": 46.11, - "Touche2020": 21.63, - "XPQARetrieval (fr)": 48.79 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "sentence-t5-large", - "BIOSSES": 78.93, - "SICK-R": 80.34, - "SICKFr": 72.83, - "STS12": 79.11, - "STS13": 87.33, - "STS14": 83.17, - "STS15": 88.28, - "STS16": 84.36, - "STS17 (ar-ar)": 10.75, - "STS17 (en-ar)": -4.71, - "STS17 (en-de)": 73.62, - "STS17 (en-en)": 88.99, - "STS17 (en-tr)": -0.42, - "STS17 (es-en)": 62.62, - "STS17 (es-es)": 82.74, - "STS17 (fr-en)": 67.86, - "STS17 (it-en)": 51.86, - "STS17 (ko-ko)": 9.44, - "STS17 (nl-en)": 45.95, - "STS22 (ar)": 27.01, - "STS22 (de)": 43.73, - "STS22 (de-en)": 49.93, - "STS22 (de-fr)": 61.58, - "STS22 (de-pl)": 38.83, - "STS22 (en)": 62.39, - "STS22 (es)": 57.68, - "STS22 (es-en)": 68.09, - "STS22 (es-it)": 61.58, - "STS22 (fr)": 75.01, - "STS22 (fr-pl)": 5.63, - "STS22 (it)": 62.01, - "STS22 (pl)": 25.0, - "STS22 (pl-en)": 51.72, - "STS22 (ru)": 14.21, - "STS22 (tr)": 47.3, - "STS22 (zh)": 30.47, - "STS22 (zh-en)": 23.1, - "STSBenchmark": 85.36, - "STSBenchmarkMultilingualSTS (fr)": 77.59 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "sentence-t5-large", - "SummEval": 29.64, - "SummEvalFr": 30.23 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "sentence-t5-large" - } - ] - } - }, - "LLM2Vec-Mistral-supervised": { - "BitextMining": { - "f1": [ - { - "Model": "LLM2Vec-Mistral-supervised" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "LLM2Vec-Mistral-supervised", - "AmazonCounterfactualClassification (en)": 77.58, - "AmazonPolarityClassification": 91.12, - "AmazonReviewsClassification (en)": 49.97, - "Banking77Classification": 88.31, - "EmotionClassification": 52.04, - "ImdbClassification": 87.42, - "MTOPDomainClassification (en)": 96.04, - "MTOPIntentClassification (en)": 84.77, - "MassiveIntentClassification (en)": 79.29, - "MassiveScenarioClassification (en)": 81.64, - "ToxicConversationsClassification": 69.26, - "TweetSentimentExtractionClassification": 62.14 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "LLM2Vec-Mistral-supervised", - "ArxivClusteringP2P": 42.81, - "ArxivClusteringS2S": 44.24, - "BiorxivClusteringP2P": 34.27, - "BiorxivClusteringS2S": 35.53, - "MedrxivClusteringP2P": 31.07, - "MedrxivClusteringS2S": 31.27, - "RedditClustering": 60.24, - "RedditClusteringP2P": 64.12, - "StackExchangeClustering": 70.73, - "StackExchangeClusteringP2P": 34.5, - "TwentyNewsgroupsClustering": 52.18 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "LLM2Vec-Mistral-supervised", - "SprintDuplicateQuestions": 96.82, - "TwitterSemEval2015": 80.6, - "TwitterURLCorpus": 86.56 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "LLM2Vec-Mistral-supervised", - "AskUbuntuDupQuestions": 63.98, - "MindSmallReranking": 31.5, - "SciDocsRR": 83.8, - "StackOverflowDupQuestions": 54.41 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "LLM2Vec-Mistral-supervised", - "ArguAna": 57.48, - "CQADupstackRetrieval": 48.84, - "ClimateFEVER": 35.19, - "DBPedia": 49.58, - "FEVER": 89.4, - "FiQA2018": 53.11, - "HotpotQA": 74.07, - "MSMARCO": 42.17, - "NFCorpus": 39.33, - "NQ": 61.7, - "QuoraRetrieval": 87.75, - "SCIDOCS": 22.5, - "SciFact": 78.86, - "TRECCOVID": 77.69, - "Touche2020": 22.18 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "LLM2Vec-Mistral-supervised", - "BIOSSES": 85.24, - "SICK-R": 83.7, - "STS12": 78.8, - "STS13": 86.37, - "STS14": 84.04, - "STS15": 88.99, - "STS16": 87.22, - "STS17 (en-en)": 90.19, - "STS22 (en)": 67.68, - "STSBenchmark": 88.65 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "LLM2Vec-Mistral-supervised", - "SummEval": 29.96 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "LLM2Vec-Mistral-supervised" - } - ] - } - }, - "llama-2-7b-chat": { - "BitextMining": { - "f1": [ - { - "Model": "llama-2-7b-chat" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "llama-2-7b-chat" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "llama-2-7b-chat" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "llama-2-7b-chat" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "llama-2-7b-chat" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "llama-2-7b-chat" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "llama-2-7b-chat" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "llama-2-7b-chat" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "llama-2-7b-chat", - "Core17InstructionRetrieval": 2.84, - "News21InstructionRetrieval": 0.23, - "Robust04InstructionRetrieval": 2.0 - } - ] - } - }, - "LLM2Vec-Sheared-Llama-supervised": { - "BitextMining": { - "f1": [ - { - "Model": "LLM2Vec-Sheared-Llama-supervised" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "AmazonCounterfactualClassification (en)": 77.42, - "AmazonPolarityClassification": 82.05, - "AmazonReviewsClassification (en)": 40.81, - "Banking77Classification": 86.01, - "EmotionClassification": 48.38, - "ImdbClassification": 75.33, - "MTOPDomainClassification (en)": 94.09, - "MTOPIntentClassification (en)": 77.05, - "MassiveIntentClassification (en)": 75.58, - "MassiveScenarioClassification (en)": 79.16, - "ToxicConversationsClassification": 69.92, - "TweetSentimentExtractionClassification": 60.76 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "ArxivClusteringP2P": 43.47, - "ArxivClusteringS2S": 39.85, - "BiorxivClusteringP2P": 37.1, - "BiorxivClusteringS2S": 34.28, - "MedrxivClusteringP2P": 33.55, - "MedrxivClusteringS2S": 31.11, - "RedditClustering": 53.02, - "RedditClusteringP2P": 60.47, - "StackExchangeClustering": 63.04, - "StackExchangeClusteringP2P": 34.01, - "TwentyNewsgroupsClustering": 49.37 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "SprintDuplicateQuestions": 96.25, - "TwitterSemEval2015": 76.14, - "TwitterURLCorpus": 86.23 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "AskUbuntuDupQuestions": 60.71, - "MindSmallReranking": 31.96, - "SciDocsRR": 79.23, - "StackOverflowDupQuestions": 49.61 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "ArguAna": 51.66, - "CQADupstackRetrieval": 41.73, - "ClimateFEVER": 33.49, - "DBPedia": 43.58, - "FEVER": 86.81, - "FiQA2018": 41.0, - "HotpotQA": 63.85, - "MSMARCO": 38.32, - "NFCorpus": 37.12, - "NQ": 53.89, - "QuoraRetrieval": 87.37, - "SCIDOCS": 17.96, - "SciFact": 72.08, - "TRECCOVID": 80.41, - "Touche2020": 22.31 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "BIOSSES": 85.88, - "SICK-R": 82.25, - "STS12": 78.28, - "STS13": 85.52, - "STS14": 82.49, - "STS15": 88.76, - "STS16": 87.11, - "STS17 (en-en)": 90.1, - "STS22 (en)": 68.25, - "STSBenchmark": 87.16 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "LLM2Vec-Sheared-Llama-supervised", - "SummEval": 30.01 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "LLM2Vec-Sheared-Llama-supervised" - } - ] - } - }, - "use-cmlm-multilingual": { - "BitextMining": { - "f1": [ - { - "Model": "use-cmlm-multilingual" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "use-cmlm-multilingual" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "use-cmlm-multilingual", - "BlurbsClusteringP2P": 29.63, - "BlurbsClusteringS2S": 15.24, - "TenKGnadClusteringP2P": 37.1, - "TenKGnadClusteringS2S": 25.64 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "use-cmlm-multilingual" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "use-cmlm-multilingual" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "use-cmlm-multilingual" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "use-cmlm-multilingual" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "use-cmlm-multilingual" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "use-cmlm-multilingual" - } - ] - } - }, - "rubert-tiny2": { - "BitextMining": { - "f1": [ - { - "Model": "rubert-tiny2" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "rubert-tiny2", - "GeoreviewClassification (rus-Cyrl)": 39.64, - "HeadlineClassification (rus-Cyrl)": 74.19, - "InappropriatenessClassification (rus-Cyrl)": 58.57, - "KinopoiskClassification (rus-Cyrl)": 49.06, - "MassiveIntentClassification (rus-Cyrl)": 50.83, - "MassiveScenarioClassification (rus-Cyrl)": 59.15, - "RuReviewsClassification (rus-Cyrl)": 56.99, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 45.63, - "RuSciBenchOECDClassification (rus-Cyrl)": 35.48 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "rubert-tiny2", - "GeoreviewClusteringP2P (rus-Cyrl)": 44.18, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 41.41, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 38.09 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "rubert-tiny2", - "TERRa (rus-Cyrl)": 51.87 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "rubert-tiny2", - "RuBQReranking (rus-Cyrl)": 46.09 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "rubert-tiny2", - "RiaNewsRetrieval (rus-Cyrl)": 13.92, - "RuBQRetrieval (rus-Cyrl)": 10.87 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "rubert-tiny2", - "RUParaPhraserSTS (rus-Cyrl)": 65.14, - "RuSTSBenchmarkSTS (rus-Cyrl)": 69.43, - "STS22 (rus-Cyrl)": 50.23 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "rubert-tiny2" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "rubert-tiny2" - } - ] - } - }, - "gtr-t5-xxl": { - "BitextMining": { - "f1": [ - { - "Model": "gtr-t5-xxl" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "gtr-t5-xxl", - "AmazonCounterfactualClassification (en)": 67.3, - "AmazonPolarityClassification": 75.05, - "AmazonReviewsClassification (en)": 37.3, - "Banking77Classification": 82.32, - "EmotionClassification": 43.19, - "ImdbClassification": 70.8, - "MTOPDomainClassification (en)": 93.84, - "MTOPIntentClassification (en)": 67.71, - "MassiveIntentClassification (en)": 70.61, - "MassiveScenarioClassification (en)": 77.77, - "ToxicConversationsClassification": 68.48, - "TweetSentimentExtractionClassification": 54.54 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "gtr-t5-xxl", - "ArxivClusteringP2P": 37.9, - "ArxivClusteringS2S": 32.39, - "BiorxivClusteringP2P": 30.48, - "BiorxivClusteringS2S": 27.5, - "MedrxivClusteringP2P": 29.12, - "MedrxivClusteringS2S": 27.56, - "RedditClustering": 64.13, - "RedditClusteringP2P": 62.84, - "StackExchangeClustering": 71.43, - "StackExchangeClusteringP2P": 32.85, - "TwentyNewsgroupsClustering": 50.44 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "gtr-t5-xxl", - "SprintDuplicateQuestions": 95.68, - "TwitterSemEval2015": 77.54, - "TwitterURLCorpus": 85.13 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "gtr-t5-xxl", - "AskUbuntuDupQuestions": 63.23, - "MindSmallReranking": 31.93, - "SciDocsRR": 77.96, - "StackOverflowDupQuestions": 53.5 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "gtr-t5-xxl", - "ArguAna": 53.77, - "CQADupstackRetrieval": 38.56, - "ClimateFEVER": 27.21, - "DBPedia": 41.28, - "FEVER": 74.08, - "FiQA2018": 46.78, - "HotpotQA": 59.67, - "MSMARCO": 44.05, - "NFCorpus": 34.18, - "NQ": 57.24, - "QuoraRetrieval": 89.09, - "SCIDOCS": 15.88, - "SciFact": 66.77, - "TRECCOVID": 51.9, - "Touche2020": 26.76 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "gtr-t5-xxl", - "BIOSSES": 81.91, - "SICK-R": 74.29, - "STS12": 70.12, - "STS13": 82.72, - "STS14": 78.24, - "STS15": 86.26, - "STS16": 81.61, - "STS17 (en-en)": 85.18, - "STS22 (en)": 65.76, - "STSBenchmark": 77.73 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "gtr-t5-xxl", - "SummEval": 30.64 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "gtr-t5-xxl" - } - ] - } - }, - "voyage-lite-02-instruct": { - "BitextMining": { - "f1": [ - { - "Model": "voyage-lite-02-instruct" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "voyage-lite-02-instruct", - "AmazonCounterfactualClassification (en)": 88.31, - "AmazonPolarityClassification": 96.32, - "AmazonReviewsClassification (en)": 56.25, - "Banking77Classification": 88.59, - "EmotionClassification": 50.28, - "ImdbClassification": 95.75, - "MTOPDomainClassification (en)": 97.65, - "MTOPIntentClassification (en)": 75.16, - "MassiveIntentClassification (en)": 73.97, - "MassiveScenarioClassification (en)": 83.99, - "ToxicConversationsClassification": 81.75, - "TweetSentimentExtractionClassification": 62.98 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "voyage-lite-02-instruct", - "ArxivClusteringP2P": 51.95, - "ArxivClusteringS2S": 42.48, - "BiorxivClusteringP2P": 50.15, - "BiorxivClusteringS2S": 42.84, - "MedrxivClusteringP2P": 47.24, - "MedrxivClusteringS2S": 43.48, - "RedditClustering": 63.73, - "RedditClusteringP2P": 64.09, - "StackExchangeClustering": 70.71, - "StackExchangeClusteringP2P": 40.34, - "TwentyNewsgroupsClustering": 59.56 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "voyage-lite-02-instruct", - "SprintDuplicateQuestions": 98.07, - "TwitterSemEval2015": 74.44, - "TwitterURLCorpus": 88.11 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "voyage-lite-02-instruct", - "AskUbuntuDupQuestions": 63.24, - "MindSmallReranking": 31.48, - "SciDocsRR": 84.68, - "StackOverflowDupQuestions": 53.56 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "voyage-lite-02-instruct", - "ArguAna": 70.28, - "CQADupstackRetrieval": 46.2, - "ClimateFEVER": 31.95, - "DBPedia": 39.79, - "FEVER": 91.35, - "FiQA2018": 52.51, - "HotpotQA": 75.51, - "MSMARCO": 37.93, - "NFCorpus": 43.7, - "NQ": 64.26, - "QuoraRetrieval": 87.62, - "SCIDOCS": 20.24, - "SciFact": 79.91, - "TRECCOVID": 81.02, - "Touche2020": 26.8 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "voyage-lite-02-instruct", - "BIOSSES": 89.7, - "SICK-R": 78.44, - "STS12": 86.46, - "STS13": 87.76, - "STS14": 86.6, - "STS15": 90.1, - "STS16": 86.39, - "STS17 (en-en)": 86.98, - "STS22 (en)": 76.89, - "STSBenchmark": 88.56 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "voyage-lite-02-instruct", - "SummEval": 31.01 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "voyage-lite-02-instruct" - } - ] - } - }, - "gte-Qwen2-7B-instruct": { - "BitextMining": { - "f1": [ - { - "Model": "gte-Qwen2-7B-instruct" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "gte-Qwen2-7B-instruct" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "gte-Qwen2-7B-instruct" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "gte-Qwen2-7B-instruct" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "gte-Qwen2-7B-instruct" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "gte-Qwen2-7B-instruct", - "BrightRetrieval (earth_science)": 40.66, - "BrightRetrieval (sustainable_living)": 20.82, - "BrightRetrieval (theoremqa_theorems)": 28.15, - "BrightRetrieval (aops)": 15.1, - "BrightRetrieval (economics)": 16.18, - "BrightRetrieval (pony)": 1.25, - "BrightRetrieval (stackoverflow)": 13.95, - "BrightRetrieval (leetcode)": 31.07, - "BrightRetrieval (biology)": 32.09, - "BrightRetrieval (theoremqa_questions)": 29.9, - "BrightRetrieval (robotics)": 12.82, - "BrightRetrieval (psychology)": 26.58 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "gte-Qwen2-7B-instruct" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "gte-Qwen2-7B-instruct" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "gte-Qwen2-7B-instruct" - } - ] - } - }, - "instructor-xl": { - "BitextMining": { - "f1": [ - { - "Model": "instructor-xl" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "instructor-xl" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "instructor-xl" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "instructor-xl" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "instructor-xl" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "instructor-xl", - "BrightRetrieval (aops)": 8.26, - "BrightRetrieval (robotics)": 17.39, - "BrightRetrieval (economics)": 22.81, - "BrightRetrieval (stackoverflow)": 19.06, - "BrightRetrieval (leetcode)": 27.5, - "BrightRetrieval (theoremqa_questions)": 14.59, - "BrightRetrieval (psychology)": 27.43, - "BrightRetrieval (biology)": 21.91, - "BrightRetrieval (theoremqa_theorems)": 6.5, - "BrightRetrieval (earth_science)": 34.35, - "BrightRetrieval (sustainable_living)": 18.82, - "BrightRetrieval (pony)": 5.02 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "instructor-xl" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "instructor-xl" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "instructor-xl", - "Core17InstructionRetrieval": 0.69, - "News21InstructionRetrieval": -0.9, - "Robust04InstructionRetrieval": -8.08 - } - ] - } - }, - "mistral-embed": { - "BitextMining": { - "f1": [ - { - "Model": "mistral-embed" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "mistral-embed", - "AmazonReviewsClassification (fr)": 41.59, - "MTOPDomainClassification (fr)": 90.05, - "MTOPIntentClassification (fr)": 66.09, - "MasakhaNEWSClassification (fra)": 81.4, - "MassiveIntentClassification (fr)": 62.83, - "MassiveScenarioClassification (fr)": 69.71 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "mistral-embed", - "AlloProfClusteringP2P": 62.01, - "AlloProfClusteringS2S": 49.2, - "HALClusteringS2S": 26.17, - "MLSUMClusteringP2P": 45.28, - "MLSUMClusteringS2S": 42.74, - "MasakhaNEWSClusteringP2P (fra)": 48.13, - "MasakhaNEWSClusteringS2S (fra)": 39.62 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "mistral-embed", - "OpusparcusPC (fr)": 92.61, - "PawsXPairClassification (fr)": 62.02 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "mistral-embed", - "AlloprofReranking": 72.36, - "SyntecReranking": 88.57 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "mistral-embed", - "AILACasedocs": 38.2, - "AILAStatutes": 44.81, - "AlloprofRetrieval": 56.84, - "BSARDRetrieval": 2.48, - "GerDaLIRSmall": 17.85, - "LeCaRDv2": 61.12, - "LegalBenchConsumerContractsQA": 80.8, - "LegalBenchCorporateLobbying": 94.11, - "LegalQuAD": 47.17, - "LegalSummarization": 67.39, - "MintakaRetrieval (fr)": 21.73, - "SyntecRetrieval": 78.77, - "XPQARetrieval (fr)": 74.24 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "mistral-embed", - "SICKFr": 76.21, - "STS22 (fr)": 82.74, - "STSBenchmarkMultilingualSTS (fr)": 79.72 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "mistral-embed", - "SummEvalFr": 31.47 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "mistral-embed" - } - ] - } - }, - "bert-base-uncased": { - "BitextMining": { - "f1": [ - { - "Model": "bert-base-uncased" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "bert-base-uncased", - "AmazonCounterfactualClassification (en)": 74.25, - "AmazonPolarityClassification": 71.33, - "AmazonReviewsClassification (en)": 33.56, - "Banking77Classification": 63.41, - "EmotionClassification": 35.28, - "ImdbClassification": 65.35, - "MTOPDomainClassification (en)": 82.63, - "MTOPIntentClassification (en)": 68.14, - "MassiveIntentClassification (en)": 59.88, - "MassiveScenarioClassification (en)": 64.28, - "ToxicConversationsClassification": 70.0, - "TweetSentimentExtractionClassification": 51.81 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "bert-base-uncased", - "ArxivClusteringP2P": 35.19, - "ArxivClusteringS2S": 27.51, - "BiorxivClusteringP2P": 30.12, - "BiorxivClusteringS2S": 24.77, - "MedrxivClusteringP2P": 26.09, - "MedrxivClusteringS2S": 23.6, - "RedditClustering": 27.24, - "RedditClusteringP2P": 43.32, - "StackExchangeClustering": 43.58, - "StackExchangeClusteringP2P": 26.55, - "TwentyNewsgroupsClustering": 23.35 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "bert-base-uncased", - "SprintDuplicateQuestions": 36.81, - "TwitterSemEval2015": 55.9, - "TwitterURLCorpus": 76.29 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "bert-base-uncased", - "AskUbuntuDupQuestions": 45.84, - "MindSmallReranking": 28.37, - "SciDocsRR": 64.94, - "StackOverflowDupQuestions": 34.62 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bert-base-uncased", - "ArguAna": 28.29, - "CQADupstackRetrieval": 5.51, - "ClimateFEVER": 5.41, - "DBPedia": 4.13, - "FEVER": 3.3, - "FiQA2018": 2.19, - "HotpotQA": 8.26, - "MSMARCO": 1.91, - "NFCorpus": 4.3, - "NQ": 2.62, - "QuoraRetrieval": 61.03, - "SCIDOCS": 2.82, - "SciFact": 13.34, - "TRECCOVID": 14.74, - "Touche2020": 0.97 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "bert-base-uncased", - "BIOSSES": 54.7, - "SICK-R": 58.65, - "STS12": 30.87, - "STS13": 59.89, - "STS14": 47.73, - "STS15": 60.29, - "STS16": 63.73, - "STS17 (en-en)": 64.1, - "STS22 (en)": 56.37, - "STSBenchmark": 47.29 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "bert-base-uncased", - "SummEval": 29.82 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "bert-base-uncased" - } - ] - } - }, - "text-embedding-3-large-256": { - "BitextMining": { - "f1": [ - { - "Model": "text-embedding-3-large-256" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "text-embedding-3-large-256", - "AmazonCounterfactualClassification (en)": 73.96, - "AmazonPolarityClassification": 91.32, - "AmazonReviewsClassification (en)": 46.03, - "Banking77Classification": 83.19, - "EmotionClassification": 45.8, - "ImdbClassification": 85.93, - "MTOPDomainClassification (en)": 92.76, - "MTOPIntentClassification (en)": 70.45, - "MassiveIntentClassification (en)": 71.12, - "MassiveScenarioClassification (en)": 75.56, - "ToxicConversationsClassification": 68.52, - "TweetSentimentExtractionClassification": 58.98 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "text-embedding-3-large-256", - "ArxivClusteringP2P": 47.05, - "ArxivClusteringS2S": 42.59, - "BiorxivClusteringP2P": 35.43, - "BiorxivClusteringS2S": 33.86, - "MedrxivClusteringP2P": 32.1, - "MedrxivClusteringS2S": 31.15, - "RedditClustering": 60.18, - "RedditClusteringP2P": 64.71, - "StackExchangeClustering": 71.23, - "StackExchangeClusteringP2P": 35.95, - "TwentyNewsgroupsClustering": 54.24 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "text-embedding-3-large-256", - "SprintDuplicateQuestions": 89.02, - "TwitterSemEval2015": 76.56, - "TwitterURLCorpus": 87.09 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "text-embedding-3-large-256", - "AskUbuntuDupQuestions": 64.61, - "MindSmallReranking": 29.63, - "SciDocsRR": 84.25, - "StackOverflowDupQuestions": 53.46 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "text-embedding-3-large-256", - "ArguAna": 55.6, - "CQADupstackRetrieval": 42.28, - "ClimateFEVER": 25.8, - "DBPedia": 40.8, - "FEVER": 84.57, - "FiQA2018": 50.33, - "HotpotQA": 62.69, - "MSMARCO": 37.93, - "NFCorpus": 37.94, - "NQ": 56.64, - "QuoraRetrieval": 88.22, - "SCIDOCS": 20.44, - "SciFact": 73.1, - "TRECCOVID": 76.24, - "Touche2020": 22.31 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "text-embedding-3-large-256", - "BIOSSES": 84.87, - "SICK-R": 79.18, - "STS12": 71.98, - "STS13": 85.52, - "STS14": 80.5, - "STS15": 87.51, - "STS16": 84.48, - "STS17 (en-en)": 88.11, - "STS22 (en)": 65.92, - "STSBenchmark": 82.34 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "text-embedding-3-large-256", - "SummEval": 29.92 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "text-embedding-3-large-256" - } - ] - } - }, - "google-gecko.text-embedding-preview-0409": { - "BitextMining": { - "f1": [ - { - "Model": "google-gecko.text-embedding-preview-0409" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "google-gecko.text-embedding-preview-0409", - "AmazonCounterfactualClassification (en)": 75.34, - "AmazonPolarityClassification": 97.34, - "AmazonReviewsClassification (en)": 51.17, - "Banking77Classification": 88.62, - "EmotionClassification": 52.51, - "ImdbClassification": 95.65, - "MTOPDomainClassification (en)": 98.35, - "MTOPIntentClassification (en)": 83.43, - "MassiveIntentClassification (en)": 80.22, - "MassiveScenarioClassification (en)": 87.19, - "ToxicConversationsClassification": 89.67, - "TweetSentimentExtractionClassification": 74.52 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "google-gecko.text-embedding-preview-0409", - "ArxivClusteringP2P": 46.27, - "ArxivClusteringS2S": 38.36, - "BiorxivClusteringP2P": 37.87, - "BiorxivClusteringS2S": 35.67, - "MedrxivClusteringP2P": 33.11, - "MedrxivClusteringS2S": 31.54, - "RedditClustering": 65.81, - "RedditClusteringP2P": 66.62, - "StackExchangeClustering": 74.52, - "StackExchangeClusteringP2P": 37.63, - "TwentyNewsgroupsClustering": 54.87 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "google-gecko.text-embedding-preview-0409", - "SprintDuplicateQuestions": 96.26, - "TwitterSemEval2015": 79.04, - "TwitterURLCorpus": 87.53 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "google-gecko.text-embedding-preview-0409", - "AskUbuntuDupQuestions": 64.4, - "MindSmallReranking": 33.07, - "SciDocsRR": 83.59, - "StackOverflowDupQuestions": 54.56 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "google-gecko.text-embedding-preview-0409", - "ArguAna": 62.18, - "BrightRetrieval (earth_science)": 34.38, - "BrightRetrieval (leetcode)": 29.64, - "BrightRetrieval (theoremqa_questions)": 21.51, - "BrightRetrieval (aops)": 9.33, - "BrightRetrieval (sustainable_living)": 17.25, - "BrightRetrieval (pony)": 3.59, - "BrightRetrieval (theoremqa_theorems)": 16.77, - "BrightRetrieval (stackoverflow)": 17.93, - "BrightRetrieval (biology)": 22.98, - "BrightRetrieval (robotics)": 15.98, - "BrightRetrieval (economics)": 19.5, - "BrightRetrieval (psychology)": 27.86, - "CQADupstackRetrieval": 48.89, - "ClimateFEVER": 33.21, - "DBPedia": 47.12, - "FEVER": 86.96, - "FiQA2018": 59.24, - "HotpotQA": 71.33, - "MSMARCO": 32.58, - "NFCorpus": 40.33, - "NQ": 61.28, - "QuoraRetrieval": 88.18, - "SCIDOCS": 20.34, - "SciFact": 75.42, - "TRECCOVID": 82.62, - "Touche2020": 25.86 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "google-gecko.text-embedding-preview-0409", - "BIOSSES": 89.46, - "SICK-R": 81.93, - "STS12": 77.59, - "STS13": 90.36, - "STS14": 85.25, - "STS15": 89.66, - "STS16": 87.34, - "STS17 (en-en)": 92.06, - "STS22 (en)": 68.02, - "STSBenchmark": 88.99 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "google-gecko.text-embedding-preview-0409", - "SummEval": 32.63 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "google-gecko.text-embedding-preview-0409", - "Core17InstructionRetrieval": 5.44, - "News21InstructionRetrieval": 3.94, - "Robust04InstructionRetrieval": -2.4 - } - ] - } - }, - "jina-embeddings-v2-base-en": { - "BitextMining": { - "f1": [ - { - "Model": "jina-embeddings-v2-base-en" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "jina-embeddings-v2-base-en" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "jina-embeddings-v2-base-en" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "jina-embeddings-v2-base-en" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "jina-embeddings-v2-base-en" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "jina-embeddings-v2-base-en", - "LEMBNarrativeQARetrieval": 37.89, - "LEMBNeedleRetrieval": 54.25, - "LEMBPasskeyRetrieval": 50.25, - "LEMBQMSumRetrieval": 38.87, - "LEMBSummScreenFDRetrieval": 93.48, - "LEMBWikimQARetrieval": 73.99 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "jina-embeddings-v2-base-en" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "jina-embeddings-v2-base-en" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "jina-embeddings-v2-base-en" - } - ] - } - }, - "nb-bert-base": { - "BitextMining": { - "f1": [ - { - "Model": "nb-bert-base", - "BornholmBitextMining": 9.88 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "nb-bert-base", - "AngryTweetsClassification": 52.14, - "DKHateClassification": 61.73, - "DanishPoliticalCommentsClassification": 34.84, - "LccSentimentClassification": 51.4, - "MassiveIntentClassification (da)": 56.69, - "MassiveIntentClassification (nb)": 60.67, - "MassiveIntentClassification (sv)": 53.89, - "MassiveScenarioClassification (da)": 61.93, - "MassiveScenarioClassification (nb)": 67.31, - "MassiveScenarioClassification (sv)": 55.37, - "NoRecClassification": 51.32, - "NordicLangClassification": 84.69, - "NorwegianParliament": 57.41, - "ScalaDaClassification": 57.99, - "ScalaNbClassification": 62.25 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "nb-bert-base" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "nb-bert-base" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "nb-bert-base" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "nb-bert-base" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "nb-bert-base" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "nb-bert-base" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "nb-bert-base" - } - ] - } - }, - "bge-base-en-v1.5-instruct": { - "BitextMining": { - "f1": [ - { - "Model": "bge-base-en-v1.5-instruct" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "bge-base-en-v1.5-instruct" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "bge-base-en-v1.5-instruct" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "bge-base-en-v1.5-instruct" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "bge-base-en-v1.5-instruct" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bge-base-en-v1.5-instruct", - "ARCChallenge": 8.85, - "AlphaNLI": 4.13, - "HellaSwag": 24.03, - "PIQA": 23.03, - "Quail": 1.25, - "RARbCode": 46.32, - "RARbMath": 45.62, - "SIQA": 0.24, - "SpartQA": 2.67, - "TempReasonL1": 0.8, - "TempReasonL2Fact": 16.56, - "TempReasonL2Pure": 1.33, - "TempReasonL3Fact": 12.68, - "TempReasonL3Pure": 5.08, - "WinoGrande": 10.27 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "bge-base-en-v1.5-instruct" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "bge-base-en-v1.5-instruct" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "bge-base-en-v1.5-instruct" - } - ] - } - }, - "GritLM-7B-noinstruct": { - "BitextMining": { - "f1": [ - { - "Model": "GritLM-7B-noinstruct" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "GritLM-7B-noinstruct" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "GritLM-7B-noinstruct" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "GritLM-7B-noinstruct" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "GritLM-7B-noinstruct" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "GritLM-7B-noinstruct", - "ARCChallenge": 16.57, - "AlphaNLI": 29.56, - "HellaSwag": 36.03, - "PIQA": 35.8, - "Quail": 8.68, - "RARbCode": 83.14, - "RARbMath": 83.01, - "SIQA": 5.73, - "SpartQA": 1.56, - "TempReasonL1": 2.57, - "TempReasonL2Fact": 48.25, - "TempReasonL2Pure": 8.98, - "TempReasonL3Fact": 34.11, - "TempReasonL3Pure": 12.44, - "WinoGrande": 52.12 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "GritLM-7B-noinstruct" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "GritLM-7B-noinstruct" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "GritLM-7B-noinstruct" - } - ] - } - }, - "st-polish-paraphrase-from-mpnet": { - "BitextMining": { - "f1": [ - { - "Model": "st-polish-paraphrase-from-mpnet" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "st-polish-paraphrase-from-mpnet", - "AllegroReviews": 34.55, - "CBD": 67.48, - "MassiveIntentClassification (pl)": 65.93, - "MassiveScenarioClassification (pl)": 71.85, - "PAC": 63.25, - "PolEmo2.0-IN": 68.37, - "PolEmo2.0-OUT": 30.99 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "st-polish-paraphrase-from-mpnet", - "8TagsClustering": 33.15 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "st-polish-paraphrase-from-mpnet", - "CDSC-E": 75.06, - "PPC": 93.49, - "PSC": 99.05, - "SICK-E-PL": 80.56 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "st-polish-paraphrase-from-mpnet" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "st-polish-paraphrase-from-mpnet", - "ArguAna-PL": 51.87, - "DBPedia-PL": 24.59, - "FiQA-PL": 22.27, - "HotpotQA-PL": 32.11, - "MSMARCO-PL": 17.91, - "NFCorpus-PL": 24.05, - "NQ-PL": 23.54, - "Quora-PL": 81.49, - "SCIDOCS-PL": 13.23, - "SciFact-PL": 52.51, - "TRECCOVID-PL": 35.23 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "st-polish-paraphrase-from-mpnet", - "CDSC-R": 88.55, - "SICK-R-PL": 76.18, - "STS22 (pl)": 37.34 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "st-polish-paraphrase-from-mpnet" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "st-polish-paraphrase-from-mpnet" - } - ] - } - }, - "contriever": { - "BitextMining": { - "f1": [ - { - "Model": "contriever" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "contriever" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "contriever" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "contriever" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "contriever" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "contriever", - "ARCChallenge": 8.62, - "AlphaNLI": 31.77, - "HellaSwag": 17.73, - "PIQA": 24.64, - "Quail": 4.97, - "RARbCode": 9.28, - "RARbMath": 30.76, - "SIQA": 1.27, - "SpartQA": 10.94, - "TempReasonL1": 1.93, - "TempReasonL2Fact": 22.68, - "TempReasonL2Pure": 1.12, - "TempReasonL3Fact": 20.62, - "TempReasonL3Pure": 7.8, - "WinoGrande": 47.15 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "contriever" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "contriever" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "contriever" - } - ] - } - }, - "e5-small": { - "BitextMining": { - "f1": [ - { - "Model": "e5-small", - "BornholmBitextMining": 40.27 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "e5-small", - "AngryTweetsClassification": 43.6, - "DKHateClassification": 57.57, - "DanishPoliticalCommentsClassification": 28.37, - "LccSentimentClassification": 40.27, - "MassiveIntentClassification (da)": 41.89, - "MassiveIntentClassification (nb)": 40.25, - "MassiveIntentClassification (sv)": 40.07, - "MassiveScenarioClassification (da)": 49.93, - "MassiveScenarioClassification (nb)": 48.58, - "MassiveScenarioClassification (sv)": 47.06, - "NoRecClassification": 41.84, - "NordicLangClassification": 53.47, - "NorwegianParliament": 56.57, - "ScalaDaClassification": 50.15, - "ScalaNbClassification": 50.03 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "e5-small", - "BiorxivClusteringP2P": 36.1, - "BiorxivClusteringS2S": 31.51, - "MedrxivClusteringP2P": 31.31, - "MedrxivClusteringS2S": 28.32, - "RedditClustering": 43.27, - "RedditClusteringP2P": 57.22, - "StackExchangeClustering": 59.6, - "StackExchangeClusteringP2P": 30.82, - "TwentyNewsgroupsClustering": 37.65 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "e5-small" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "e5-small" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "e5-small" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "e5-small" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "e5-small" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "e5-small" - } - ] - } - }, - "udever-bloom-560m": { - "BitextMining": { - "f1": [ - { - "Model": "udever-bloom-560m" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "udever-bloom-560m", - "AmazonReviewsClassification (fr)": 26.85, - "MTOPDomainClassification (fr)": 34.99, - "MTOPIntentClassification (fr)": 15.76, - "MasakhaNEWSClassification (fra)": 67.94, - "MassiveIntentClassification (fr)": 15.09, - "MassiveScenarioClassification (fr)": 21.67 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "udever-bloom-560m", - "AlloProfClusteringP2P": 53.57, - "AlloProfClusteringS2S": 22.13, - "HALClusteringS2S": 7.68, - "MLSUMClusteringP2P": 36.43, - "MLSUMClusteringS2S": 25.26, - "MasakhaNEWSClusteringP2P (fra)": 37.57, - "MasakhaNEWSClusteringS2S (fra)": 20.58 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "udever-bloom-560m", - "OpusparcusPC (fr)": 82.1, - "PawsXPairClassification (fr)": 59.69 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "udever-bloom-560m", - "AlloprofReranking": 28.75, - "SyntecReranking": 50.88 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "udever-bloom-560m", - "AlloprofRetrieval": 1.98, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 0.48, - "SyntecRetrieval": 24.45, - "XPQARetrieval (fr)": 12.98 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "udever-bloom-560m", - "SICKFr": 54.54, - "STS22 (fr)": 61.35, - "STSBenchmarkMultilingualSTS (fr)": 36.78 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "udever-bloom-560m", - "SummEvalFr": 23.63 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "udever-bloom-560m" - } - ] - } - }, - "google-gecko-256.text-embedding-preview-0409": { - "BitextMining": { - "f1": [ - { - "Model": "google-gecko-256.text-embedding-preview-0409" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "google-gecko-256.text-embedding-preview-0409", - "AmazonCounterfactualClassification (en)": 70.93, - "AmazonPolarityClassification": 97.34, - "AmazonReviewsClassification (en)": 48.47, - "Banking77Classification": 86.01, - "EmotionClassification": 51.53, - "ImdbClassification": 95.7, - "MTOPDomainClassification (en)": 98.02, - "MTOPIntentClassification (en)": 77.82, - "MassiveIntentClassification (en)": 75.67, - "MassiveScenarioClassification (en)": 85.16, - "ToxicConversationsClassification": 88.33, - "TweetSentimentExtractionClassification": 72.97 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "google-gecko-256.text-embedding-preview-0409", - "ArxivClusteringP2P": 44.12, - "ArxivClusteringS2S": 36.54, - "BiorxivClusteringP2P": 36.28, - "BiorxivClusteringS2S": 33.09, - "MedrxivClusteringP2P": 32.08, - "MedrxivClusteringS2S": 30.84, - "RedditClustering": 62.24, - "RedditClusteringP2P": 63.7, - "StackExchangeClustering": 70.19, - "StackExchangeClusteringP2P": 36.1, - "TwentyNewsgroupsClustering": 50.6 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "google-gecko-256.text-embedding-preview-0409", - "SprintDuplicateQuestions": 96.49, - "TwitterSemEval2015": 78.23, - "TwitterURLCorpus": 87.04 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "google-gecko-256.text-embedding-preview-0409", - "AskUbuntuDupQuestions": 63.84, - "MindSmallReranking": 31.89, - "SciDocsRR": 81.62, - "StackOverflowDupQuestions": 53.76 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "google-gecko-256.text-embedding-preview-0409", - "ArguAna": 56.27, - "CQADupstackRetrieval": 45.41, - "ClimateFEVER": 29.35, - "DBPedia": 41.91, - "FEVER": 82.61, - "FiQA2018": 55.54, - "HotpotQA": 64.65, - "MSMARCO": 31.12, - "NFCorpus": 37.81, - "NQ": 57.37, - "QuoraRetrieval": 87.89, - "SCIDOCS": 18.21, - "SciFact": 70.86, - "TRECCOVID": 80.13, - "Touche2020": 27.4 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "google-gecko-256.text-embedding-preview-0409", - "BIOSSES": 89.42, - "SICK-R": 81.67, - "STS12": 78.02, - "STS13": 90.1, - "STS14": 85.44, - "STS15": 89.64, - "STS16": 87.24, - "STS17 (en-en)": 90.46, - "STS22 (en)": 67.99, - "STSBenchmark": 89.33 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "google-gecko-256.text-embedding-preview-0409", - "SummEval": 32.36 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "google-gecko-256.text-embedding-preview-0409" - } - ] - } - }, - "text-similarity-davinci-001": { - "BitextMining": { - "f1": [ - { - "Model": "text-similarity-davinci-001" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "text-similarity-davinci-001" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "text-similarity-davinci-001", - "RedditClustering": 31.78, - "StackExchangeClustering": 36.86, - "TwentyNewsgroupsClustering": 29.33 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "text-similarity-davinci-001", - "SprintDuplicateQuestions": 69.52, - "TwitterSemEval2015": 74.42, - "TwitterURLCorpus": 83.75 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "text-similarity-davinci-001", - "AskUbuntuDupQuestions": 53.56, - "SciDocsRR": 68.7, - "StackOverflowDupQuestions": 39.41 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "text-similarity-davinci-001" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "text-similarity-davinci-001", - "BIOSSES": 68.95, - "SICK-R": 78.72, - "STSBenchmark": 84.08 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "text-similarity-davinci-001" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "text-similarity-davinci-001" - } - ] - } - }, - "e5-large": { - "BitextMining": { - "f1": [ - { - "Model": "e5-large", - "BornholmBitextMining": 40.15 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "e5-large", - "AngryTweetsClassification": 46.14, - "DKHateClassification": 58.72, - "DanishPoliticalCommentsClassification": 28.67, - "LccSentimentClassification": 42.13, - "MassiveIntentClassification (da)": 42.29, - "MassiveIntentClassification (nb)": 40.63, - "MassiveIntentClassification (sv)": 40.69, - "MassiveScenarioClassification (da)": 52.95, - "MassiveScenarioClassification (nb)": 51.91, - "MassiveScenarioClassification (sv)": 50.97, - "NoRecClassification": 41.83, - "NordicLangClassification": 58.3, - "NorwegianParliament": 57.26, - "ScalaDaClassification": 49.9, - "ScalaNbClassification": 50.13 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "e5-large" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "e5-large" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "e5-large" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "e5-large" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "e5-large" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "e5-large" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "e5-large" - } - ] - } - }, - "text-similarity-ada-001": { - "BitextMining": { - "f1": [ - { - "Model": "text-similarity-ada-001" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "text-similarity-ada-001", - "AmazonCounterfactualClassification (en)": 76.4, - "AmazonPolarityClassification": 92.83, - "AmazonReviewsClassification (en)": 47.45, - "Banking77Classification": 68.04, - "EmotionClassification": 50.33, - "ImdbClassification": 89.38, - "MTOPDomainClassification (en)": 89.89, - "MTOPIntentClassification (en)": 64.8, - "MassiveIntentClassification (en)": 65.17, - "MassiveScenarioClassification (en)": 67.67, - "ToxicConversationsClassification": 70.0, - "TweetSentimentExtractionClassification": 63.35 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "text-similarity-ada-001", - "ArxivClusteringP2P": 41.49, - "ArxivClusteringS2S": 28.47, - "BiorxivClusteringP2P": 36.86, - "BiorxivClusteringS2S": 27.55, - "MedrxivClusteringP2P": 31.09, - "MedrxivClusteringS2S": 26.5, - "RedditClustering": 42.47, - "RedditClusteringP2P": 58.1, - "StackExchangeClustering": 53.52, - "StackExchangeClusteringP2P": 30.43, - "TwentyNewsgroupsClustering": 36.26 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "text-similarity-ada-001", - "SprintDuplicateQuestions": 77.85, - "TwitterSemEval2015": 69.04, - "TwitterURLCorpus": 83.69 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "text-similarity-ada-001", - "AskUbuntuDupQuestions": 53.49, - "MindSmallReranking": 30.71, - "SciDocsRR": 71.04, - "StackOverflowDupQuestions": 40.85 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "text-similarity-ada-001", - "ArguAna": 39.65, - "CQADupstackRetrieval": 10.17, - "ClimateFEVER": 2.83, - "DBPedia": 3.48, - "FEVER": 4.45, - "FiQA2018": 7.54, - "HotpotQA": 12.6, - "MSMARCO": 10.53, - "NFCorpus": 20.59, - "NQ": 2.02, - "QuoraRetrieval": 82.18, - "SCIDOCS": 6.28, - "SciFact": 45.46, - "TRECCOVID": 24.56, - "Touche2020": 3.1 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "text-similarity-ada-001", - "BIOSSES": 78.04, - "SICK-R": 77.48, - "STS12": 72.3, - "STS13": 81.49, - "STS14": 74.74, - "STS15": 84.28, - "STS16": 82.06, - "STS17 (en-en)": 87.08, - "STS22 (en)": 64.71, - "STSBenchmark": 83.78 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "text-similarity-ada-001", - "SummEval": 26.94 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "text-similarity-ada-001" - } - ] - } - }, - "tart-full-flan-t5-xl": { - "BitextMining": { - "f1": [ - { - "Model": "tart-full-flan-t5-xl" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "tart-full-flan-t5-xl" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "tart-full-flan-t5-xl" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "tart-full-flan-t5-xl" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "tart-full-flan-t5-xl" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "tart-full-flan-t5-xl" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "tart-full-flan-t5-xl" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "tart-full-flan-t5-xl" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "tart-full-flan-t5-xl", - "Core17InstructionRetrieval": 2.82, - "News21InstructionRetrieval": 1.99, - "Robust04InstructionRetrieval": -0.72 - } - ] - } - }, - "bge-small-en-v1.5": { - "BitextMining": { - "f1": [ - { - "Model": "bge-small-en-v1.5" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "bge-small-en-v1.5" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "bge-small-en-v1.5" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "bge-small-en-v1.5" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "bge-small-en-v1.5" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "bge-small-en-v1.5", - "ARCChallenge": 8.95, - "AlphaNLI": 11.64, - "HellaSwag": 25.44, - "PIQA": 23.92, - "Quail": 1.75, - "RARbCode": 42.36, - "RARbMath": 44.98, - "SIQA": 0.77, - "SpartQA": 3.55, - "TempReasonL1": 1.41, - "TempReasonL2Fact": 17.56, - "TempReasonL2Pure": 1.05, - "TempReasonL3Fact": 13.88, - "TempReasonL3Pure": 4.76, - "WinoGrande": 10.28 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "bge-small-en-v1.5" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "bge-small-en-v1.5" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "bge-small-en-v1.5" - } - ] - } - }, - "multilingual-e5-small": { - "BitextMining": { - "f1": [ - { - "Model": "multilingual-e5-small", - "BornholmBitextMining (dan-Latn)": 37.15, - "BornholmBitextMining": 43.89, - "Tatoeba (swh-Latn_eng-Latn)": 65.43, - "Tatoeba (jpn-Jpan_eng-Latn)": 77.43, - "Tatoeba (tuk-Latn_eng-Latn)": 16.99, - "Tatoeba (lat-Latn_eng-Latn)": 37.76, - "Tatoeba (mal-Mlym_eng-Latn)": 94.78, - "Tatoeba (ast-Latn_eng-Latn)": 62.81, - "Tatoeba (est-Latn_eng-Latn)": 56.47, - "Tatoeba (cym-Latn_eng-Latn)": 62.3, - "Tatoeba (pol-Latn_eng-Latn)": 88.85, - "Tatoeba (ukr-Cyrl_eng-Latn)": 82.98, - "Tatoeba (ido-Latn_eng-Latn)": 70.07, - "Tatoeba (zsm-Latn_eng-Latn)": 91.37, - "Tatoeba (bul-Cyrl_eng-Latn)": 85.47, - "Tatoeba (dsb-Latn_eng-Latn)": 29.87, - "Tatoeba (tha-Thai_eng-Latn)": 90.88, - "Tatoeba (arz-Arab_eng-Latn)": 53.35, - "Tatoeba (cbk-Latn_eng-Latn)": 55.36, - "Tatoeba (pms-Latn_eng-Latn)": 35.47, - "Tatoeba (ber-Tfng_eng-Latn)": 18.22, - "Tatoeba (slk-Latn_eng-Latn)": 79.86, - "Tatoeba (ang-Latn_eng-Latn)": 30.3, - "Tatoeba (ind-Latn_eng-Latn)": 88.28, - "Tatoeba (cha-Latn_eng-Latn)": 24.88, - "Tatoeba (slv-Latn_eng-Latn)": 73.93, - "Tatoeba (kab-Latn_eng-Latn)": 18.06, - "Tatoeba (ina-Latn_eng-Latn)": 86.39, - "Tatoeba (lfn-Latn_eng-Latn)": 51.46, - "Tatoeba (hye-Armn_eng-Latn)": 83.81, - "Tatoeba (war-Latn_eng-Latn)": 39.14, - "Tatoeba (dtp-Latn_eng-Latn)": 6.42, - "Tatoeba (nds-Latn_eng-Latn)": 52.46, - "Tatoeba (urd-Arab_eng-Latn)": 85.07, - "Tatoeba (rus-Cyrl_eng-Latn)": 89.77, - "Tatoeba (fao-Latn_eng-Latn)": 56.57, - "Tatoeba (cat-Latn_eng-Latn)": 79.3, - "Tatoeba (gla-Latn_eng-Latn)": 35.96, - "Tatoeba (kur-Latn_eng-Latn)": 39.99, - "Tatoeba (cor-Latn_eng-Latn)": 5.24, - "Tatoeba (nov-Latn_eng-Latn)": 64.2, - "Tatoeba (max-Deva_eng-Latn)": 48.29, - "Tatoeba (nno-Latn_eng-Latn)": 70.29, - "Tatoeba (kor-Hang_eng-Latn)": 73.74, - "Tatoeba (vie-Latn_eng-Latn)": 89.03, - "Tatoeba (tur-Latn_eng-Latn)": 88.42, - "Tatoeba (spa-Latn_eng-Latn)": 93.01, - "Tatoeba (gsw-Latn_eng-Latn)": 40.13, - "Tatoeba (yid-Hebr_eng-Latn)": 65.9, - "Tatoeba (orv-Cyrl_eng-Latn)": 14.89, - "Tatoeba (wuu-Hans_eng-Latn)": 67.3, - "Tatoeba (heb-Hebr_eng-Latn)": 73.68, - "Tatoeba (arq-Arab_eng-Latn)": 23.62, - "Tatoeba (nld-Latn_eng-Latn)": 91.87, - "Tatoeba (kaz-Cyrl_eng-Latn)": 70.57, - "Tatoeba (mon-Cyrl_eng-Latn)": 77.7, - "Tatoeba (fin-Latn_eng-Latn)": 70.23, - "Tatoeba (hrv-Latn_eng-Latn)": 84.42, - "Tatoeba (fra-Latn_eng-Latn)": 90.51, - "Tatoeba (khm-Khmr_eng-Latn)": 44.34, - "Tatoeba (amh-Ethi_eng-Latn)": 74.11, - "Tatoeba (eus-Latn_eng-Latn)": 50.9, - "Tatoeba (lvs-Latn_eng-Latn)": 61.84, - "Tatoeba (pes-Arab_eng-Latn)": 85.51, - "Tatoeba (tzl-Latn_eng-Latn)": 34.83, - "Tatoeba (oci-Latn_eng-Latn)": 38.27, - "Tatoeba (ell-Grek_eng-Latn)": 86.81, - "Tatoeba (tgl-Latn_eng-Latn)": 77.54, - "Tatoeba (uig-Arab_eng-Latn)": 60.59, - "Tatoeba (ben-Beng_eng-Latn)": 81.4, - "Tatoeba (uzb-Latn_eng-Latn)": 59.11, - "Tatoeba (epo-Latn_eng-Latn)": 88.96, - "Tatoeba (sqi-Latn_eng-Latn)": 86.21, - "Tatoeba (kzj-Latn_eng-Latn)": 6.56, - "Tatoeba (mkd-Cyrl_eng-Latn)": 63.74, - "Tatoeba (bre-Latn_eng-Latn)": 7.09, - "Tatoeba (dan-Latn_eng-Latn)": 86.38, - "Tatoeba (mhr-Cyrl_eng-Latn)": 5.58, - "Tatoeba (csb-Latn_eng-Latn)": 26.23, - "Tatoeba (xho-Latn_eng-Latn)": 63.2, - "Tatoeba (swe-Latn_eng-Latn)": 87.46, - "Tatoeba (tat-Cyrl_eng-Latn)": 66.8, - "Tatoeba (srp-Cyrl_eng-Latn)": 83.06, - "Tatoeba (cmn-Hans_eng-Latn)": 89.85, - "Tatoeba (ces-Latn_eng-Latn)": 80.99, - "Tatoeba (bel-Cyrl_eng-Latn)": 80.89, - "Tatoeba (yue-Hant_eng-Latn)": 69.33, - "Tatoeba (lit-Latn_eng-Latn)": 59.95, - "Tatoeba (tel-Telu_eng-Latn)": 86.82, - "Tatoeba (nob-Latn_eng-Latn)": 90.18, - "Tatoeba (mar-Deva_eng-Latn)": 85.94, - "Tatoeba (ara-Arab_eng-Latn)": 76.09, - "Tatoeba (swg-Latn_eng-Latn)": 44.0, - "Tatoeba (bos-Latn_eng-Latn)": 81.15, - "Tatoeba (pam-Latn_eng-Latn)": 5.76, - "Tatoeba (fry-Latn_eng-Latn)": 49.05, - "Tatoeba (hun-Latn_eng-Latn)": 74.44, - "Tatoeba (ron-Latn_eng-Latn)": 85.68, - "Tatoeba (afr-Latn_eng-Latn)": 85.17, - "Tatoeba (isl-Latn_eng-Latn)": 62.32, - "Tatoeba (aze-Latn_eng-Latn)": 80.79, - "Tatoeba (hsb-Latn_eng-Latn)": 36.49, - "Tatoeba (tam-Taml_eng-Latn)": 82.82, - "Tatoeba (ceb-Latn_eng-Latn)": 42.35, - "Tatoeba (jav-Latn_eng-Latn)": 53.39, - "Tatoeba (glg-Latn_eng-Latn)": 79.65, - "Tatoeba (por-Latn_eng-Latn)": 89.63, - "Tatoeba (awa-Deva_eng-Latn)": 74.55, - "Tatoeba (hin-Deva_eng-Latn)": 92.36, - "Tatoeba (ita-Latn_eng-Latn)": 88.54, - "Tatoeba (deu-Latn_eng-Latn)": 97.22, - "Tatoeba (gle-Latn_eng-Latn)": 56.32, - "Tatoeba (kat-Geor_eng-Latn)": 77.6, - "Tatoeba (ile-Latn_eng-Latn)": 70.31 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "multilingual-e5-small", - "AllegroReviews (pol-Latn)": 37.33, - "AllegroReviews": 37.42, - "AmazonCounterfactualClassification (en-ext)": 73.07, - "AmazonCounterfactualClassification (en)": 71.87, - "AmazonCounterfactualClassification (deu-Latn)": 71.72, - "AmazonCounterfactualClassification (jpn-Jpan)": 61.46, - "AmazonPolarityClassification": 88.61, - "AmazonReviewsClassification (en)": 45.75, - "AmazonReviewsClassification (deu-Latn)": 41.07, - "AmazonReviewsClassification (spa-Latn)": 41.37, - "AmazonReviewsClassification (fra-Latn)": 39.47, - "AmazonReviewsClassification (jpn-Jpan)": 38.55, - "AmazonReviewsClassification (cmn-Hans)": 38.31, - "AmazonReviewsClassification (fr)": 39.68, - "AngryTweetsClassification (dan-Latn)": 56.27, - "AngryTweetsClassification": 53.57, - "Banking77Classification": 70.44, - "CBD (pol-Latn)": 63.33, - "CBD": 63.25, - "DKHateClassification": 60.73, - "DanishPoliticalCommentsClassification (dan-Latn)": 34.82, - "DanishPoliticalCommentsClassification": 34.38, - "EmotionClassification": 42.86, - "GeoreviewClassification (rus-Cyrl)": 44.66, - "HeadlineClassification (rus-Cyrl)": 73.94, - "IFlyTek (cmn-Hans)": 40.74, - "IFlyTek": 47.35, - "ImdbClassification": 79.57, - "InappropriatenessClassification (rus-Cyrl)": 59.16, - "JDReview (cmn-Hans)": 78.37, - "JDReview": 79.34, - "KinopoiskClassification (rus-Cyrl)": 49.96, - "LccSentimentClassification (dan-Latn)": 58.6, - "LccSentimentClassification": 57.87, - "MTOPDomainClassification (en)": 88.99, - "MTOPDomainClassification (deu-Latn)": 86.15, - "MTOPDomainClassification (spa-Latn)": 85.53, - "MTOPDomainClassification (fra-Latn)": 81.5, - "MTOPDomainClassification (hin-Deva)": 84.07, - "MTOPDomainClassification (tha-Thai)": 83.16, - "MTOPDomainClassification (fr)": 81.2, - "MTOPIntentClassification (en)": 56.69, - "MTOPIntentClassification (deu-Latn)": 55.88, - "MTOPIntentClassification (spa-Latn)": 53.15, - "MTOPIntentClassification (fra-Latn)": 44.35, - "MTOPIntentClassification (hin-Deva)": 52.26, - "MTOPIntentClassification (tha-Thai)": 54.61, - "MTOPIntentClassification (fr)": 46.01, - "MasakhaNEWSClassification (amh-Ethi)": 84.28, - "MasakhaNEWSClassification (eng)": 75.61, - "MasakhaNEWSClassification (fra-Latn)": 74.67, - "MasakhaNEWSClassification (hau-Latn)": 73.08, - "MasakhaNEWSClassification (ibo-Latn)": 63.9, - "MasakhaNEWSClassification (lin-Latn)": 73.37, - "MasakhaNEWSClassification (lug-Latn)": 67.89, - "MasakhaNEWSClassification (orm-Ethi)": 68.77, - "MasakhaNEWSClassification (pcm-Latn)": 90.79, - "MasakhaNEWSClassification (run-Latn)": 75.4, - "MasakhaNEWSClassification (sna-Latn)": 82.76, - "MasakhaNEWSClassification (som-Latn)": 59.8, - "MasakhaNEWSClassification (swa-Latn)": 69.85, - "MasakhaNEWSClassification (tir-Ethi)": 68.01, - "MasakhaNEWSClassification (xho-Latn)": 72.22, - "MasakhaNEWSClassification (yor-Latn)": 73.84, - "MasakhaNEWSClassification (fra)": 77.65, - "MassiveIntentClassification (ben-Beng)": 50.68, - "MassiveIntentClassification (tur-Latn)": 56.88, - "MassiveIntentClassification (ind-Latn)": 56.2, - "MassiveIntentClassification (khm-Khmr)": 33.45, - "MassiveIntentClassification (en)": 63.87, - "MassiveIntentClassification (mal-Mlym)": 52.81, - "MassiveIntentClassification (pol-Latn)": 57.33, - "MassiveIntentClassification (lav-Latn)": 44.93, - "MassiveIntentClassification (isl-Latn)": 41.53, - "MassiveIntentClassification (sqi-Latn)": 48.68, - "MassiveIntentClassification (amh-Ethi)": 43.52, - "MassiveIntentClassification (cmo-Hans)": 62.04, - "MassiveIntentClassification (nld-Latn)": 59.27, - "MassiveIntentClassification (deu-Latn)": 55.52, - "MassiveIntentClassification (nob-Latn)": 55.36, - "MassiveIntentClassification (cmo-Hant)": 53.75, - "MassiveIntentClassification (urd-Arab)": 50.51, - "MassiveIntentClassification (slv-Latn)": 47.71, - "MassiveIntentClassification (hun-Latn)": 53.21, - "MassiveIntentClassification (jpn-Jpan)": 61.58, - "MassiveIntentClassification (swa-Latn)": 44.84, - "MassiveIntentClassification (fra-Latn)": 57.9, - "MassiveIntentClassification (spa-Latn)": 59.19, - "MassiveIntentClassification (mon-Cyrl)": 47.38, - "MassiveIntentClassification (dan-Latn)": 56.12, - "MassiveIntentClassification (msa-Latn)": 50.8, - "MassiveIntentClassification (aze-Latn)": 49.32, - "MassiveIntentClassification (fas-Arab)": 57.73, - "MassiveIntentClassification (kan-Knda)": 47.85, - "MassiveIntentClassification (kor-Kore)": 57.12, - "MassiveIntentClassification (tha-Thai)": 56.26, - "MassiveIntentClassification (heb-Hebr)": 51.11, - "MassiveIntentClassification (hin-Deva)": 55.69, - "MassiveIntentClassification (ara-Arab)": 47.78, - "MassiveIntentClassification (por-Latn)": 60.12, - "MassiveIntentClassification (vie-Latn)": 56.19, - "MassiveIntentClassification (hye-Armn)": 47.89, - "MassiveIntentClassification (ita-Latn)": 58.8, - "MassiveIntentClassification (ell-Grek)": 54.14, - "MassiveIntentClassification (cym-Latn)": 36.62, - "MassiveIntentClassification (tel-Telu)": 48.85, - "MassiveIntentClassification (kat-Geor)": 39.52, - "MassiveIntentClassification (swe-Latn)": 58.2, - "MassiveIntentClassification (tam-Taml)": 47.65, - "MassiveIntentClassification (fin-Latn)": 55.14, - "MassiveIntentClassification (tgl-Latn)": 48.7, - "MassiveIntentClassification (ron-Latn)": 52.82, - "MassiveIntentClassification (jav-Latn)": 42.96, - "MassiveIntentClassification (rus-Cyrl)": 58.43, - "MassiveIntentClassification (afr-Latn)": 48.74, - "MassiveIntentClassification (mya-Mymr)": 45.64, - "MassiveIntentClassification (da)": 54.63, - "MassiveIntentClassification (nb)": 53.96, - "MassiveIntentClassification (sv)": 56.6, - "MassiveIntentClassification (pl)": 57.4, - "MassiveScenarioClassification (nld-Latn)": 67.01, - "MassiveScenarioClassification (tur-Latn)": 62.14, - "MassiveScenarioClassification (cym-Latn)": 44.63, - "MassiveScenarioClassification (jav-Latn)": 51.39, - "MassiveScenarioClassification (hin-Deva)": 62.22, - "MassiveScenarioClassification (fra-Latn)": 63.9, - "MassiveScenarioClassification (cmo-Hans)": 68.96, - "MassiveScenarioClassification (kan-Knda)": 52.73, - "MassiveScenarioClassification (isl-Latn)": 49.66, - "MassiveScenarioClassification (jpn-Jpan)": 67.75, - "MassiveScenarioClassification (mal-Mlym)": 60.31, - "MassiveScenarioClassification (pol-Latn)": 64.27, - "MassiveScenarioClassification (mya-Mymr)": 51.07, - "MassiveScenarioClassification (slv-Latn)": 54.05, - "MassiveScenarioClassification (rus-Cyrl)": 63.89, - "MassiveScenarioClassification (urd-Arab)": 55.91, - "MassiveScenarioClassification (fas-Arab)": 63.32, - "MassiveScenarioClassification (fin-Latn)": 61.89, - "MassiveScenarioClassification (kat-Geor)": 44.96, - "MassiveScenarioClassification (sqi-Latn)": 56.15, - "MassiveScenarioClassification (en)": 69.28, - "MassiveScenarioClassification (hun-Latn)": 61.93, - "MassiveScenarioClassification (aze-Latn)": 53.27, - "MassiveScenarioClassification (heb-Hebr)": 59.22, - "MassiveScenarioClassification (kor-Kore)": 65.7, - "MassiveScenarioClassification (nob-Latn)": 61.96, - "MassiveScenarioClassification (dan-Latn)": 64.03, - "MassiveScenarioClassification (cmo-Hant)": 61.15, - "MassiveScenarioClassification (ron-Latn)": 60.0, - "MassiveScenarioClassification (amh-Ethi)": 50.53, - "MassiveScenarioClassification (spa-Latn)": 64.43, - "MassiveScenarioClassification (afr-Latn)": 58.0, - "MassiveScenarioClassification (lav-Latn)": 51.0, - "MassiveScenarioClassification (deu-Latn)": 65.88, - "MassiveScenarioClassification (ita-Latn)": 64.03, - "MassiveScenarioClassification (tha-Thai)": 65.72, - "MassiveScenarioClassification (msa-Latn)": 59.18, - "MassiveScenarioClassification (tam-Taml)": 52.74, - "MassiveScenarioClassification (ara-Arab)": 54.56, - "MassiveScenarioClassification (tgl-Latn)": 55.3, - "MassiveScenarioClassification (por-Latn)": 62.75, - "MassiveScenarioClassification (swe-Latn)": 67.33, - "MassiveScenarioClassification (tel-Telu)": 54.86, - "MassiveScenarioClassification (khm-Khmr)": 39.01, - "MassiveScenarioClassification (swa-Latn)": 52.42, - "MassiveScenarioClassification (vie-Latn)": 62.67, - "MassiveScenarioClassification (ind-Latn)": 62.0, - "MassiveScenarioClassification (hye-Armn)": 52.93, - "MassiveScenarioClassification (ben-Beng)": 57.38, - "MassiveScenarioClassification (mon-Cyrl)": 52.41, - "MassiveScenarioClassification (ell-Grek)": 62.29, - "MassiveScenarioClassification (da)": 62.34, - "MassiveScenarioClassification (nb)": 59.9, - "MassiveScenarioClassification (sv)": 65.54, - "MassiveScenarioClassification (pl)": 64.25, - "MultilingualSentiment (cmn-Hans)": 66.0, - "MultilingualSentiment": 64.74, - "NoRecClassification (nob-Latn)": 50.08, - "NoRecClassification": 53.96, - "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 72.15, - "NordicLangClassification": 75.15, - "NorwegianParliament": 60.15, - "OnlineShopping (cmn-Hans)": 88.7, - "OnlineShopping": 88.73, - "PAC (pol-Latn)": 70.48, - "PAC": 70.55, - "PolEmo2.0-IN (pol-Latn)": 67.31, - "PolEmo2.0-IN": 67.35, - "PolEmo2.0-OUT (pol-Latn)": 39.17, - "PolEmo2.0-OUT": 39.13, - "RuReviewsClassification (rus-Cyrl)": 61.18, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 54.99, - "RuSciBenchOECDClassification (rus-Cyrl)": 41.72, - "ScalaDaClassification": 50.3, - "ScalaNbClassification": 50.06, - "TNews (cmn-Hans)": 46.6, - "TNews": 48.38, - "ToxicConversationsClassification": 63.59, - "TweetSentimentExtractionClassification": 62.79, - "Waimai (cmn-Hans)": 84.15, - "Waimai": 83.9 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "multilingual-e5-small", - "8TagsClustering": 23.92, - "AlloProfClusteringP2P": 60.89, - "AlloProfClusteringS2S": 32.52, - "BiorxivClusteringP2P": 35.84, - "BiorxivClusteringS2S": 27.35, - "CLSClusteringP2P": 39.14, - "CLSClusteringS2S": 37.79, - "GeoreviewClusteringP2P (rus-Cyrl)": 58.57, - "HALClusteringS2S": 18.95, - "MLSUMClusteringP2P (rus-Cyrl)": 39.69, - "MLSUMClusteringP2P": 43.2, - "MLSUMClusteringS2S (rus-Cyrl)": 39.9, - "MLSUMClusteringS2S": 37.61, - "MasakhaNEWSClusteringP2P (amh-Ethi)": 66.2, - "MasakhaNEWSClusteringP2P (eng)": 50.08, - "MasakhaNEWSClusteringP2P (fra-Latn)": 56.32, - "MasakhaNEWSClusteringP2P (hau-Latn)": 53.63, - "MasakhaNEWSClusteringP2P (ibo-Latn)": 49.19, - "MasakhaNEWSClusteringP2P (lin-Latn)": 55.06, - "MasakhaNEWSClusteringP2P (lug-Latn)": 59.97, - "MasakhaNEWSClusteringP2P (orm-Ethi)": 32.72, - "MasakhaNEWSClusteringP2P (pcm-Latn)": 62.22, - "MasakhaNEWSClusteringP2P (run-Latn)": 57.52, - "MasakhaNEWSClusteringP2P (sna-Latn)": 45.11, - "MasakhaNEWSClusteringP2P (som-Latn)": 42.39, - "MasakhaNEWSClusteringP2P (swa-Latn)": 23.77, - "MasakhaNEWSClusteringP2P (tir-Ethi)": 57.68, - "MasakhaNEWSClusteringP2P (xho-Latn)": 39.96, - "MasakhaNEWSClusteringP2P (yor-Latn)": 26.56, - "MasakhaNEWSClusteringP2P (fra)": 40.12, - "MasakhaNEWSClusteringS2S (amh-Ethi)": 55.48, - "MasakhaNEWSClusteringS2S (eng)": 37.79, - "MasakhaNEWSClusteringS2S (fra-Latn)": 35.8, - "MasakhaNEWSClusteringS2S (hau-Latn)": 20.22, - "MasakhaNEWSClusteringS2S (ibo-Latn)": 35.67, - "MasakhaNEWSClusteringS2S (lin-Latn)": 41.12, - "MasakhaNEWSClusteringS2S (lug-Latn)": 48.63, - "MasakhaNEWSClusteringS2S (orm-Ethi)": 29.16, - "MasakhaNEWSClusteringS2S (pcm-Latn)": 65.36, - "MasakhaNEWSClusteringS2S (run-Latn)": 45.5, - "MasakhaNEWSClusteringS2S (sna-Latn)": 47.61, - "MasakhaNEWSClusteringS2S (som-Latn)": 28.59, - "MasakhaNEWSClusteringS2S (swa-Latn)": 13.91, - "MasakhaNEWSClusteringS2S (tir-Ethi)": 50.51, - "MasakhaNEWSClusteringS2S (xho-Latn)": 37.26, - "MasakhaNEWSClusteringS2S (yor-Latn)": 23.38, - "MasakhaNEWSClusteringS2S (fra)": 39.22, - "MedrxivClusteringP2P": 30.72, - "MedrxivClusteringS2S": 27.0, - "RedditClustering": 40.12, - "RedditClusteringP2P": 59.49, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 51.1, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 45.29, - "StackExchangeClustering": 53.32, - "StackExchangeClusteringP2P": 31.87, - "ThuNewsClusteringP2P": 55.18, - "ThuNewsClusteringS2S": 48.93, - "TwentyNewsgroupsClustering": 33.67 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "multilingual-e5-small", - "CDSC-E (pol-Latn)": 69.69, - "CDSC-E": 69.7, - "Cmnli": 72.12, - "Ocnli": 60.77, - "OpusparcusPC (deu-Latn)": 94.9, - "OpusparcusPC (en)": 98.42, - "OpusparcusPC (fin-Latn)": 88.29, - "OpusparcusPC (fra-Latn)": 91.77, - "OpusparcusPC (rus-Cyrl)": 84.79, - "OpusparcusPC (swe-Latn)": 91.07, - "OpusparcusPC (fr)": 92.52, - "PPC": 86.72, - "PSC (pol-Latn)": 99.23, - "PSC": 99.24, - "PawsXPairClassification (deu-Latn)": 52.13, - "PawsXPairClassification (en)": 53.91, - "PawsXPairClassification (spa-Latn)": 51.39, - "PawsXPairClassification (fra-Latn)": 52.69, - "PawsXPairClassification (jpn-Hira)": 48.24, - "PawsXPairClassification (kor-Hang)": 49.95, - "PawsXPairClassification (cmn-Hans)": 54.01, - "PawsXPairClassification (fr)": 55.68, - "SICK-E-PL (pol-Latn)": 66.35, - "SICK-E-PL": 66.34, - "SprintDuplicateQuestions": 92.18, - "TERRa (rus-Cyrl)": 55.14, - "TwitterSemEval2015": 70.75, - "TwitterURLCorpus": 85.03 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "multilingual-e5-small", - "AlloprofReranking (fra-Latn)": 64.41, - "AlloprofReranking": 56.17, - "AskUbuntuDupQuestions": 56.42, - "CMedQAv1": 63.44, - "CMedQAv2": 62.41, - "MMarcoReranking (cmn-Hans)": 29.98, - "MMarcoReranking": 24.33, - "MindSmallReranking": 29.96, - "RuBQReranking (rus-Cyrl)": 71.46, - "SciDocsRR": 78.26, - "StackOverflowDupQuestions": 46.97, - "SyntecReranking (fra-Latn)": 81.22, - "SyntecReranking": 86.7, - "T2Reranking (cmn-Hans)": 65.72, - "T2Reranking": 65.24 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "multilingual-e5-small", - "AILACasedocs": 23.43, - "AILAStatutes": 19.01, - "ARCChallenge": 7.14, - "AlloprofRetrieval (fra-Latn)": 27.38, - "AlloprofRetrieval": 27.01, - "AlphaNLI": 13.0, - "ArguAna": 39.09, - "ArguAna-PL (pol-Latn)": 37.49, - "ArguAna-PL": 37.43, - "BSARDRetrieval (fra-Latn)": 14.54, - "BSARDRetrieval": 0.0, - "CmedqaRetrieval (cmn-Hans)": 24.36, - "CmedqaRetrieval": 24.38, - "CovidRetrieval (cmn-Hans)": 72.82, - "CovidRetrieval": 72.82, - "DBPedia-PL": 29.27, - "DuRetrieval (cmn-Hans)": 81.36, - "DuRetrieval": 81.35, - "EcomRetrieval (cmn-Hans)": 53.53, - "EcomRetrieval": 53.56, - "FiQA-PL (pol-Latn)": 22.02, - "FiQA-PL": 22.03, - "FiQA2018": 33.13, - "GerDaLIRSmall (deu-Latn)": 14.81, - "HellaSwag": 23.73, - "HotpotQA-PL": 60.15, - "LEMBNarrativeQARetrieval": 22.6, - "LEMBNeedleRetrieval": 30.75, - "LEMBPasskeyRetrieval": 38.25, - "LEMBQMSumRetrieval": 21.51, - "LEMBSummScreenFDRetrieval": 62.75, - "LEMBWikimQARetrieval": 57.13, - "LeCaRDv2 (zho-Hans)": 61.58, - "LegalBenchConsumerContractsQA": 66.98, - "LegalBenchCorporateLobbying": 89.47, - "LegalQuAD (deu-Latn)": 47.8, - "LegalSummarization": 55.76, - "MMarcoRetrieval (cmn-Hans)": 73.17, - "MMarcoRetrieval": 73.17, - "MSMARCO-PL": 26.94, - "MedicalRetrieval (cmn-Hans)": 44.84, - "MedicalRetrieval": 44.84, - "MintakaRetrieval (ara-Arab)": 21.22, - "MintakaRetrieval (deu-Latn)": 25.6, - "MintakaRetrieval (spa-Latn)": 26.4, - "MintakaRetrieval (fra-Latn)": 25.0, - "MintakaRetrieval (hin-Deva)": 21.1, - "MintakaRetrieval (ita-Latn)": 26.25, - "MintakaRetrieval (jpn-Hira)": 20.69, - "MintakaRetrieval (por-Latn)": 24.44, - "MintakaRetrieval (fr)": 22.53, - "NFCorpus": 31.0, - "NFCorpus-PL (pol-Latn)": 26.5, - "NFCorpus-PL": 26.48, - "NQ-PL": 40.46, - "PIQA": 21.08, - "Quail": 2.38, - "Quora-PL": 78.7, - "RARbCode": 46.96, - "RARbMath": 63.91, - "RiaNewsRetrieval (rus-Cyrl)": 70.01, - "RuBQRetrieval (rus-Cyrl)": 68.53, - "SCIDOCS": 13.9, - "SCIDOCS-PL (pol-Latn)": 11.59, - "SCIDOCS-PL": 11.6, - "SIQA": 2.57, - "SciFact": 67.7, - "SciFact-PL (pol-Latn)": 62.76, - "SciFact-PL": 62.76, - "SpartQA": 5.43, - "SyntecRetrieval (fra-Latn)": 73.46, - "SyntecRetrieval": 75.76, - "T2Retrieval (cmn-Hans)": 71.36, - "T2Retrieval": 71.39, - "TRECCOVID": 72.57, - "TRECCOVID-PL (pol-Latn)": 70.92, - "TRECCOVID-PL": 70.92, - "TempReasonL1": 0.8, - "TempReasonL2Fact": 36.76, - "TempReasonL2Pure": 0.62, - "TempReasonL3Fact": 32.42, - "TempReasonL3Pure": 6.36, - "Touche2020": 21.16, - "VideoRetrieval (cmn-Hans)": 58.06, - "VideoRetrieval": 58.09, - "WinoGrande": 37.46, - "XPQARetrieval (ara-Arab_ara-Arab)": 39.93, - "XPQARetrieval (eng-Latn_ara-Arab)": 18.09, - "XPQARetrieval (ara-Arab_eng-Latn)": 31.64, - "XPQARetrieval (deu-Latn_deu-Latn)": 69.43, - "XPQARetrieval (eng-Latn_deu-Latn)": 25.14, - "XPQARetrieval (deu-Latn_eng-Latn)": 52.36, - "XPQARetrieval (spa-Latn_spa-Latn)": 55.71, - "XPQARetrieval (eng-Latn_spa-Latn)": 22.5, - "XPQARetrieval (spa-Latn_eng-Latn)": 42.4, - "XPQARetrieval (fra-Latn_fra-Latn)": 57.17, - "XPQARetrieval (eng-Latn_fra-Latn)": 27.69, - "XPQARetrieval (fra-Latn_eng-Latn)": 47.46, - "XPQARetrieval (hin-Deva_hin-Deva)": 68.15, - "XPQARetrieval (eng-Latn_hin-Deva)": 25.82, - "XPQARetrieval (hin-Deva_eng-Latn)": 63.79, - "XPQARetrieval (ita-Latn_ita-Latn)": 67.71, - "XPQARetrieval (eng-Latn_ita-Latn)": 22.97, - "XPQARetrieval (ita-Latn_eng-Latn)": 46.61, - "XPQARetrieval (jpn-Hira_jpn-Hira)": 69.49, - "XPQARetrieval (eng-Latn_jpn-Hira)": 25.08, - "XPQARetrieval (jpn-Hira_eng-Latn)": 54.6, - "XPQARetrieval (kor-Hang_kor-Hang)": 33.0, - "XPQARetrieval (eng-Latn_kor-Hang)": 22.49, - "XPQARetrieval (kor-Hang_eng-Latn)": 23.02, - "XPQARetrieval (pol-Latn_pol-Latn)": 43.37, - "XPQARetrieval (eng-Latn_pol-Latn)": 19.89, - "XPQARetrieval (pol-Latn_eng-Latn)": 28.72, - "XPQARetrieval (por-Latn_por-Latn)": 41.8, - "XPQARetrieval (eng-Latn_por-Latn)": 15.79, - "XPQARetrieval (por-Latn_eng-Latn)": 33.74, - "XPQARetrieval (tam-Taml_tam-Taml)": 31.65, - "XPQARetrieval (eng-Latn_tam-Taml)": 13.18, - "XPQARetrieval (tam-Taml_eng-Latn)": 26.44, - "XPQARetrieval (cmn-Hans_cmn-Hans)": 63.98, - "XPQARetrieval (eng-Latn_cmn-Hans)": 16.52, - "XPQARetrieval (cmn-Hans_eng-Latn)": 45.32, - "XPQARetrieval (fr)": 57.47 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "multilingual-e5-small", - "AFQMC (cmn-Hans)": 25.21, - "AFQMC": 25.21, - "ATEC (cmn-Hans)": 35.14, - "ATEC": 35.14, - "BIOSSES": 82.46, - "BQ (cmn-Hans)": 43.27, - "BQ": 43.27, - "CDSC-R (pol-Latn)": 90.27, - "CDSC-R": 90.27, - "LCQMC (cmn-Hans)": 72.7, - "LCQMC": 72.7, - "PAWSX (cmn-Hans)": 11.0, - "PAWSX": 11.01, - "QBQTC": 30.25, - "RUParaPhraserSTS (rus-Cyrl)": 70.46, - "RuSTSBenchmarkSTS (rus-Cyrl)": 78.08, - "SICK-R": 77.51, - "SICK-R-PL (pol-Latn)": 69.45, - "SICK-R-PL": 69.46, - "SICKFr (fra-Latn)": 74.67, - "SICKFr": 75.62, - "STS12": 76.56, - "STS13": 76.97, - "STS14": 75.52, - "STS15": 87.12, - "STS16": 83.63, - "STS17 (ita-Latn_eng-Latn)": 77.31, - "STS17 (en-en)": 86.42, - "STS17 (eng-Latn_ara-Arab)": 57.39, - "STS17 (eng-Latn_tur-Latn)": 55.93, - "STS17 (spa-Latn_eng-Latn)": 72.43, - "STS17 (kor-Hang)": 78.87, - "STS17 (spa-Latn)": 84.83, - "STS17 (eng-Latn_deu-Latn)": 76.82, - "STS17 (fra-Latn_eng-Latn)": 72.28, - "STS17 (nld-Latn_eng-Latn)": 75.43, - "STS17 (ara-Arab)": 73.0, - "STS22 (ita-Latn)": 76.53, - "STS22 (en)": 61.25, - "STS22 (pol-Latn_eng-Latn)": 72.69, - "STS22 (cmn-Hans)": 66.85, - "STS22 (fra-Latn)": 76.58, - "STS22 (deu-Latn)": 53.45, - "STS22 (fra-Latn_pol-Latn)": 84.52, - "STS22 (deu-Latn_pol-Latn)": 28.24, - "STS22 (spa-Latn_eng-Latn)": 74.2, - "STS22 (spa-Latn)": 66.86, - "STS22 (rus-Cyrl)": 59.9, - "STS22 (spa-Latn_ita-Latn)": 71.74, - "STS22 (pol-Latn)": 35.78, - "STS22 (tur-Latn)": 63.69, - "STS22 (ara-Arab)": 56.65, - "STS22 (cmn-Hans_eng-Latn)": 65.32, - "STS22 (deu-Latn_eng-Latn)": 56.07, - "STS22 (deu-Latn_fra-Latn)": 60.62, - "STS22 (pl)": 35.8, - "STSB (cmn-Hans)": 77.73, - "STSB": 77.73, - "STSBenchmark": 84.11, - "STSBenchmarkMultilingualSTS (en)": 84.11, - "STSBenchmarkMultilingualSTS (cmn-Hans)": 78.49, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 78.24, - "STSBenchmarkMultilingualSTS (spa-Latn)": 80.31, - "STSBenchmarkMultilingualSTS (deu-Latn)": 79.17, - "STSBenchmarkMultilingualSTS (fra-Latn)": 79.2, - "STSBenchmarkMultilingualSTS (nld-Latn)": 76.04, - "STSBenchmarkMultilingualSTS (pol-Latn)": 72.61, - "STSBenchmarkMultilingualSTS (por-Latn)": 77.39, - "STSBenchmarkMultilingualSTS (ita-Latn)": 78.21, - "STSBenchmarkMultilingualSTS (fr)": 79.32 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "multilingual-e5-small", - "SummEval": 30.04, - "SummEvalFr (fra-Latn)": 31.14, - "SummEvalFr": 31.85 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "multilingual-e5-small" - } - ] - } - }, - "Cohere-embed-multilingual-light-v3.0": { - "BitextMining": { - "f1": [ - { - "Model": "Cohere-embed-multilingual-light-v3.0" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "Cohere-embed-multilingual-light-v3.0", - "AmazonReviewsClassification (fr)": 38.6, - "MTOPDomainClassification (fr)": 80.79, - "MTOPIntentClassification (fr)": 50.01, - "MasakhaNEWSClassification (fra)": 82.58, - "MassiveIntentClassification (fr)": 56.31, - "MassiveScenarioClassification (fr)": 59.5 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "Cohere-embed-multilingual-light-v3.0", - "AlloProfClusteringP2P": 61.96, - "AlloProfClusteringS2S": 31.36, - "HALClusteringS2S": 17.31, - "MLSUMClusteringP2P": 42.8, - "MLSUMClusteringS2S": 32.72, - "MasakhaNEWSClusteringP2P (fra)": 56.81, - "MasakhaNEWSClusteringS2S (fra)": 29.41 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "Cohere-embed-multilingual-light-v3.0", - "OpusparcusPC (fr)": 90.92, - "PawsXPairClassification (fr)": 57.32 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "Cohere-embed-multilingual-light-v3.0", - "AlloprofReranking": 51.6, - "SyntecReranking": 88.03 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "Cohere-embed-multilingual-light-v3.0", - "AlloprofRetrieval": 35.39, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 23.0, - "SyntecRetrieval": 76.88, - "XPQARetrieval (fr)": 45.23 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "Cohere-embed-multilingual-light-v3.0", - "SICKFr": 75.5, - "STS22 (fr)": 82.8, - "STSBenchmarkMultilingualSTS (fr)": 76.48 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "Cohere-embed-multilingual-light-v3.0", - "SummEvalFr": 31.4 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "Cohere-embed-multilingual-light-v3.0" - } - ] - } - }, - "e5-mistral-7b-instruct": { - "BitextMining": { - "f1": [ - { - "Model": "e5-mistral-7b-instruct", - "Tatoeba (rus-Cyrl_eng-Latn)": 93.75 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "e5-mistral-7b-instruct", - "AmazonReviewsClassification (fr)": 36.71, - "GeoreviewClassification (rus-Cyrl)": 50.25, - "HeadlineClassification (rus-Cyrl)": 85.68, - "InappropriatenessClassification (rus-Cyrl)": 67.19, - "KinopoiskClassification (rus-Cyrl)": 65.49, - "MTOPDomainClassification (fr)": 74.8, - "MTOPIntentClassification (fr)": 53.97, - "MasakhaNEWSClassification (fra)": 80.59, - "MassiveIntentClassification (rus-Cyrl)": 76.08, - "MassiveIntentClassification (fr)": 46.39, - "MassiveScenarioClassification (rus-Cyrl)": 79.61, - "MassiveScenarioClassification (fr)": 53.86, - "RuReviewsClassification (rus-Cyrl)": 67.68, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 64.59, - "RuSciBenchOECDClassification (rus-Cyrl)": 51.13 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "e5-mistral-7b-instruct", - "AlloProfClusteringP2P": 61.06, - "AlloProfClusteringS2S": 28.12, - "GeoreviewClusteringP2P (rus-Cyrl)": 65.68, - "HALClusteringS2S": 19.69, - "MLSUMClusteringP2P": 45.59, - "MLSUMClusteringS2S": 32.0, - "MasakhaNEWSClusteringP2P (fra)": 52.47, - "MasakhaNEWSClusteringS2S (fra)": 49.2, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 61.55, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 52.72 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "e5-mistral-7b-instruct", - "OpusparcusPC (rus-Cyrl)": 91.44, - "OpusparcusPC (fr)": 88.5, - "PawsXPairClassification (fr)": 63.65, - "TERRa (rus-Cyrl)": 59.38 - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "e5-mistral-7b-instruct", - "AlloprofReranking": 47.36, - "RuBQReranking (rus-Cyrl)": 74.61, - "SyntecReranking": 77.05 - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "e5-mistral-7b-instruct", - "AILACasedocs": 38.76, - "AILAStatutes": 38.07, - "ARCChallenge": 17.81, - "AlloprofRetrieval": 16.46, - "AlphaNLI": 26.12, - "BSARDRetrieval": 0.0, - "BrightRetrieval (sustainable_living)": 18.51, - "BrightRetrieval (economics)": 15.49, - "BrightRetrieval (theoremqa_theorems)": 23.78, - "BrightRetrieval (aops)": 7.1, - "BrightRetrieval (theoremqa_questions)": 23.94, - "BrightRetrieval (stackoverflow)": 9.83, - "BrightRetrieval (psychology)": 15.79, - "BrightRetrieval (pony)": 4.81, - "BrightRetrieval (leetcode)": 28.72, - "BrightRetrieval (biology)": 18.84, - "BrightRetrieval (earth_science)": 25.96, - "BrightRetrieval (robotics)": 16.37, - "GerDaLIRSmall": 37.18, - "HellaSwag": 34.85, - "LEMBNarrativeQARetrieval": 44.62, - "LEMBNeedleRetrieval": 48.25, - "LEMBPasskeyRetrieval": 71.0, - "LEMBQMSumRetrieval": 43.63, - "LEMBSummScreenFDRetrieval": 96.82, - "LEMBWikimQARetrieval": 82.11, - "LeCaRDv2": 68.56, - "LegalBenchConsumerContractsQA": 75.46, - "LegalBenchCorporateLobbying": 94.01, - "LegalQuAD": 59.64, - "LegalSummarization": 66.51, - "MintakaRetrieval (fr)": 3.57, - "PIQA": 39.37, - "Quail": 7.01, - "RARbCode": 78.46, - "RARbMath": 72.16, - "RiaNewsRetrieval (rus-Cyrl)": 81.94, - "RuBQRetrieval (rus-Cyrl)": 73.98, - "SIQA": 5.42, - "SpartQA": 9.92, - "SyntecRetrieval": 55.9, - "TempReasonL1": 3.31, - "TempReasonL2Fact": 36.9, - "TempReasonL2Pure": 9.18, - "TempReasonL3Fact": 30.18, - "TempReasonL3Pure": 14.31, - "WinoGrande": 41.21, - "XPQARetrieval (fr)": 41.29 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "e5-mistral-7b-instruct", - "RUParaPhraserSTS (rus-Cyrl)": 76.17, - "RuSTSBenchmarkSTS (rus-Cyrl)": 84.13, - "SICKFr": 64.39, - "STS22 (fr)": 69.82, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 84.25, - "STSBenchmarkMultilingualSTS (fr)": 61.87 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "e5-mistral-7b-instruct", - "SummEvalFr": 32.22 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "e5-mistral-7b-instruct", - "Core17InstructionRetrieval": 0.09, - "News21InstructionRetrieval": -0.86, - "Robust04InstructionRetrieval": -9.59 - } - ] - } - }, - "gbert-large": { - "BitextMining": { - "f1": [ - { - "Model": "gbert-large" - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "gbert-large" - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "gbert-large", - "BlurbsClusteringP2P": 39.3, - "BlurbsClusteringS2S": 13.38, - "TenKGnadClusteringP2P": 41.69, - "TenKGnadClusteringS2S": 34.97 - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "gbert-large" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "gbert-large" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "gbert-large" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "gbert-large" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "gbert-large" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "gbert-large" - } - ] - } - }, - "norbert3-base": { - "BitextMining": { - "f1": [ - { - "Model": "norbert3-base", - "BornholmBitextMining": 6.08 - } - ] - }, - "Classification": { - "accuracy": [ - { - "Model": "norbert3-base", - "AngryTweetsClassification": 52.48, - "DKHateClassification": 58.78, - "DanishPoliticalCommentsClassification": 34.14, - "LccSentimentClassification": 54.07, - "MassiveIntentClassification (da)": 53.16, - "MassiveIntentClassification (nb)": 54.2, - "MassiveIntentClassification (sv)": 52.08, - "MassiveScenarioClassification (da)": 57.17, - "MassiveScenarioClassification (nb)": 60.69, - "MassiveScenarioClassification (sv)": 53.53, - "NoRecClassification": 53.4, - "NordicLangClassification": 82.67, - "NorwegianParliament": 59.33, - "ScalaDaClassification": 58.25, - "ScalaNbClassification": 60.19 - } - ] - }, - "Clustering": { - "v_measure": [ - { - "Model": "norbert3-base" - } - ] - }, - "PairClassification": { - "ap": [ - { - "Model": "norbert3-base" - } - ] - }, - "Reranking": { - "map": [ - { - "Model": "norbert3-base" - } - ] - }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "norbert3-base" - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "norbert3-base" - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "norbert3-base" - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "norbert3-base" - } - ] - } - }, - "LaBSE": { - "BitextMining": { - "f1": [ - { - "Model": "LaBSE", - "BUCC (de-en)": 99.35, - "BUCC (fr-en)": 98.72, - "BUCC (ru-en)": 97.78, - "BUCC (zh-en)": 99.16, - "BornholmBitextMining (dan-Latn)": 45.63, - "Tatoeba (ber-Tfng_eng-Latn)": 8.4, - "Tatoeba (kab-Latn_eng-Latn)": 4.31, - "Tatoeba (tur-Latn_eng-Latn)": 98.0, - "Tatoeba (gle-Latn_eng-Latn)": 93.8, - "Tatoeba (awa-Deva_eng-Latn)": 71.7, - "Tatoeba (yue-Hant_eng-Latn)": 89.58, - "Tatoeba (tzl-Latn_eng-Latn)": 58.88, - "Tatoeba (tat-Cyrl_eng-Latn)": 85.92, - "Tatoeba (fin-Latn_eng-Latn)": 96.37, - "Tatoeba (cor-Latn_eng-Latn)": 10.11, - "Tatoeba (hye-Armn_eng-Latn)": 94.09, - "Tatoeba (ben-Beng_eng-Latn)": 88.55, - "Tatoeba (epo-Latn_eng-Latn)": 98.2, - "Tatoeba (ile-Latn_eng-Latn)": 85.58, - "Tatoeba (nld-Latn_eng-Latn)": 96.07, - "Tatoeba (mar-Deva_eng-Latn)": 92.65, - "Tatoeba (cmn-Hans_eng-Latn)": 95.1, - "Tatoeba (hin-Deva_eng-Latn)": 96.87, - "Tatoeba (tgl-Latn_eng-Latn)": 96.02, - "Tatoeba (mon-Cyrl_eng-Latn)": 95.91, - "Tatoeba (oci-Latn_eng-Latn)": 65.81, - "Tatoeba (dan-Latn_eng-Latn)": 95.71, - "Tatoeba (mkd-Cyrl_eng-Latn)": 93.6, - "Tatoeba (ces-Latn_eng-Latn)": 96.68, - "Tatoeba (fra-Latn_eng-Latn)": 94.86, - "Tatoeba (yid-Hebr_eng-Latn)": 88.79, - "Tatoeba (est-Latn_eng-Latn)": 96.55, - "Tatoeba (ast-Latn_eng-Latn)": 90.68, - "Tatoeba (ind-Latn_eng-Latn)": 93.66, - "Tatoeba (bre-Latn_eng-Latn)": 15.07, - "Tatoeba (eus-Latn_eng-Latn)": 95.01, - "Tatoeba (heb-Hebr_eng-Latn)": 91.53, - "Tatoeba (rus-Cyrl_eng-Latn)": 93.75, - "Tatoeba (lfn-Latn_eng-Latn)": 67.54, - "Tatoeba (jav-Latn_eng-Latn)": 79.77, - "Tatoeba (ukr-Cyrl_eng-Latn)": 93.97, - "Tatoeba (ell-Grek_eng-Latn)": 95.35, - "Tatoeba (nds-Latn_eng-Latn)": 79.42, - "Tatoeba (arz-Arab_eng-Latn)": 76.0, - "Tatoeba (gla-Latn_eng-Latn)": 85.66, - "Tatoeba (cbk-Latn_eng-Latn)": 79.44, - "Tatoeba (max-Deva_eng-Latn)": 63.26, - "Tatoeba (ron-Latn_eng-Latn)": 96.92, - "Tatoeba (ido-Latn_eng-Latn)": 89.42, - "Tatoeba (lvs-Latn_eng-Latn)": 95.88, - "Tatoeba (khm-Khmr_eng-Latn)": 78.37, - "Tatoeba (urd-Arab_eng-Latn)": 93.22, - "Tatoeba (glg-Latn_eng-Latn)": 96.82, - "Tatoeba (gsw-Latn_eng-Latn)": 46.5, - "Tatoeba (swe-Latn_eng-Latn)": 95.63, - "Tatoeba (swh-Latn_eng-Latn)": 84.5, - "Tatoeba (tha-Thai_eng-Latn)": 96.14, - "Tatoeba (tam-Taml_eng-Latn)": 89.0, - "Tatoeba (uzb-Latn_eng-Latn)": 84.23, - "Tatoeba (bul-Cyrl_eng-Latn)": 94.58, - "Tatoeba (kur-Latn_eng-Latn)": 83.59, - "Tatoeba (ina-Latn_eng-Latn)": 95.37, - "Tatoeba (nov-Latn_eng-Latn)": 74.38, - "Tatoeba (afr-Latn_eng-Latn)": 96.18, - "Tatoeba (csb-Latn_eng-Latn)": 52.57, - "Tatoeba (war-Latn_eng-Latn)": 60.29, - "Tatoeba (cha-Latn_eng-Latn)": 31.77, - "Tatoeba (pes-Arab_eng-Latn)": 94.7, - "Tatoeba (kat-Geor_eng-Latn)": 95.02, - "Tatoeba (bos-Latn_eng-Latn)": 94.92, - "Tatoeba (kor-Hang_eng-Latn)": 90.95, - "Tatoeba (slk-Latn_eng-Latn)": 96.5, - "Tatoeba (fry-Latn_eng-Latn)": 89.31, - "Tatoeba (ara-Arab_eng-Latn)": 88.8, - "Tatoeba (sqi-Latn_eng-Latn)": 96.76, - "Tatoeba (ita-Latn_eng-Latn)": 92.72, - "Tatoeba (lat-Latn_eng-Latn)": 80.07, - "Tatoeba (hsb-Latn_eng-Latn)": 67.11, - "Tatoeba (swg-Latn_eng-Latn)": 59.36, - "Tatoeba (srp-Cyrl_eng-Latn)": 94.43, - "Tatoeba (isl-Latn_eng-Latn)": 94.75, - "Tatoeba (hrv-Latn_eng-Latn)": 96.95, - "Tatoeba (wuu-Hans_eng-Latn)": 90.18, - "Tatoeba (mhr-Cyrl_eng-Latn)": 15.74, - "Tatoeba (vie-Latn_eng-Latn)": 97.2, - "Tatoeba (cym-Latn_eng-Latn)": 92.0, - "Tatoeba (dsb-Latn_eng-Latn)": 64.81, - "Tatoeba (hun-Latn_eng-Latn)": 96.55, - "Tatoeba (slv-Latn_eng-Latn)": 96.03, - "Tatoeba (orv-Cyrl_eng-Latn)": 38.93, - "Tatoeba (cat-Latn_eng-Latn)": 95.38, - "Tatoeba (dtp-Latn_eng-Latn)": 10.85, - "Tatoeba (por-Latn_eng-Latn)": 94.14, - "Tatoeba (jpn-Jpan_eng-Latn)": 95.38, - "Tatoeba (ang-Latn_eng-Latn)": 59.28, - "Tatoeba (aze-Latn_eng-Latn)": 94.93, - "Tatoeba (kzj-Latn_eng-Latn)": 11.33, - "Tatoeba (deu-Latn_eng-Latn)": 99.2, - "Tatoeba (uig-Arab_eng-Latn)": 92.4, - "Tatoeba (tel-Telu_eng-Latn)": 97.86, - "Tatoeba (tuk-Latn_eng-Latn)": 75.27, - "Tatoeba (nob-Latn_eng-Latn)": 98.4, - "Tatoeba (nno-Latn_eng-Latn)": 94.48, - "Tatoeba (spa-Latn_eng-Latn)": 98.4, - "Tatoeba (mal-Mlym_eng-Latn)": 98.45, - "Tatoeba (pam-Latn_eng-Latn)": 10.73, - "Tatoeba (xho-Latn_eng-Latn)": 91.55, - "Tatoeba (arq-Arab_eng-Latn)": 42.69, - "Tatoeba (kaz-Cyrl_eng-Latn)": 87.49, - "Tatoeba (bel-Cyrl_eng-Latn)": 95.0, - "Tatoeba (pol-Latn_eng-Latn)": 97.22, - "Tatoeba (fao-Latn_eng-Latn)": 87.4, - "Tatoeba (zsm-Latn_eng-Latn)": 95.62, - "Tatoeba (lit-Latn_eng-Latn)": 96.47, - "Tatoeba (ceb-Latn_eng-Latn)": 64.42, - "Tatoeba (pms-Latn_eng-Latn)": 64.57, - "Tatoeba (amh-Ethi_eng-Latn)": 91.47, - "Tatoeba (afr-eng)": 96.18, - "Tatoeba (amh-eng)": 91.47, - "Tatoeba (ang-eng)": 59.28, - "Tatoeba (ara-eng)": 88.8, - "Tatoeba (arq-eng)": 42.69, - "Tatoeba (arz-eng)": 76.0, - "Tatoeba (ast-eng)": 90.68, - "Tatoeba (awa-eng)": 71.7, - "Tatoeba (aze-eng)": 94.93, - "Tatoeba (bel-eng)": 95.0, - "Tatoeba (ben-eng)": 88.55, - "Tatoeba (ber-eng)": 8.4, - "Tatoeba (bos-eng)": 94.92, - "Tatoeba (bre-eng)": 15.07, - "Tatoeba (bul-eng)": 94.58, - "Tatoeba (cat-eng)": 95.38, - "Tatoeba (cbk-eng)": 79.44, - "Tatoeba (ceb-eng)": 64.42, - "Tatoeba (ces-eng)": 96.68, - "Tatoeba (cha-eng)": 31.77, - "Tatoeba (cmn-eng)": 95.1, - "Tatoeba (cor-eng)": 10.11, - "Tatoeba (csb-eng)": 52.57, - "Tatoeba (cym-eng)": 92.0, - "Tatoeba (dan-eng)": 95.71, - "Tatoeba (deu-eng)": 99.2, - "Tatoeba (dsb-eng)": 64.81, - "Tatoeba (dtp-eng)": 10.85, - "Tatoeba (ell-eng)": 95.35, - "Tatoeba (epo-eng)": 98.2, - "Tatoeba (est-eng)": 96.55, - "Tatoeba (eus-eng)": 95.01, - "Tatoeba (fao-eng)": 87.4, - "Tatoeba (fin-eng)": 96.37, - "Tatoeba (fra-eng)": 94.86, - "Tatoeba (fry-eng)": 89.31, - "Tatoeba (gla-eng)": 85.66, - "Tatoeba (gle-eng)": 93.8, - "Tatoeba (glg-eng)": 96.82, - "Tatoeba (gsw-eng)": 46.5, - "Tatoeba (heb-eng)": 91.53, - "Tatoeba (hin-eng)": 96.87, - "Tatoeba (hrv-eng)": 96.95, - "Tatoeba (hsb-eng)": 67.11, - "Tatoeba (hun-eng)": 96.55, - "Tatoeba (hye-eng)": 94.09, - "Tatoeba (ido-eng)": 89.42, - "Tatoeba (ile-eng)": 85.58, - "Tatoeba (ina-eng)": 95.37, - "Tatoeba (ind-eng)": 93.66, - "Tatoeba (isl-eng)": 94.75, - "Tatoeba (ita-eng)": 92.72, - "Tatoeba (jav-eng)": 79.77, - "Tatoeba (jpn-eng)": 95.38, - "Tatoeba (kab-eng)": 4.31, - "Tatoeba (kat-eng)": 95.02, - "Tatoeba (kaz-eng)": 87.49, - "Tatoeba (khm-eng)": 78.37, - "Tatoeba (kor-eng)": 90.95, - "Tatoeba (kur-eng)": 83.59, - "Tatoeba (kzj-eng)": 11.33, - "Tatoeba (lat-eng)": 80.07, - "Tatoeba (lfn-eng)": 67.54, - "Tatoeba (lit-eng)": 96.47, - "Tatoeba (lvs-eng)": 95.88, - "Tatoeba (mal-eng)": 98.45, - "Tatoeba (mar-eng)": 92.65, - "Tatoeba (max-eng)": 63.26, - "Tatoeba (mhr-eng)": 15.74, - "Tatoeba (mkd-eng)": 93.6, - "Tatoeba (mon-eng)": 95.91, - "Tatoeba (nds-eng)": 79.42, - "Tatoeba (nld-eng)": 96.07, - "Tatoeba (nno-eng)": 94.48, - "Tatoeba (nob-eng)": 98.4, - "Tatoeba (nov-eng)": 74.38, - "Tatoeba (oci-eng)": 65.81, - "Tatoeba (orv-eng)": 38.93, - "Tatoeba (pam-eng)": 10.73, - "Tatoeba (pes-eng)": 94.7, - "Tatoeba (pms-eng)": 64.57, - "Tatoeba (pol-eng)": 97.22, - "Tatoeba (por-eng)": 94.14, - "Tatoeba (ron-eng)": 96.92, - "Tatoeba (rus-eng)": 93.75, - "Tatoeba (slk-eng)": 96.5, - "Tatoeba (slv-eng)": 96.03, - "Tatoeba (spa-eng)": 98.4, - "Tatoeba (sqi-eng)": 96.76, - "Tatoeba (srp-eng)": 94.43, - "Tatoeba (swe-eng)": 95.63, - "Tatoeba (swg-eng)": 59.36, - "Tatoeba (swh-eng)": 84.5, - "Tatoeba (tam-eng)": 89.0, - "Tatoeba (tat-eng)": 85.92, - "Tatoeba (tel-eng)": 97.86, - "Tatoeba (tgl-eng)": 96.02, - "Tatoeba (tha-eng)": 96.14, - "Tatoeba (tuk-eng)": 75.27, - "Tatoeba (tur-eng)": 98.0, - "Tatoeba (tzl-eng)": 58.88, - "Tatoeba (uig-eng)": 92.4, - "Tatoeba (ukr-eng)": 93.97, - "Tatoeba (urd-eng)": 93.22, - "Tatoeba (uzb-eng)": 84.23, - "Tatoeba (vie-eng)": 97.2, - "Tatoeba (war-eng)": 60.29, - "Tatoeba (wuu-eng)": 90.18, - "Tatoeba (xho-eng)": 91.55, - "Tatoeba (yid-eng)": 88.79, - "Tatoeba (yue-eng)": 89.58, - "Tatoeba (zsm-eng)": 95.62 - } - ] - }, - "Classification": { - "accuracy": [ + "Classification": { + "accuracy": [ { "Model": "LaBSE", "AllegroReviews (pol-Latn)": 34.86, @@ -16695,4754 +5565,16581 @@ "Clustering": { "v_measure": [ { - "Model": "LaBSE", - "8TagsClustering": 12.96, - "AlloProfClusteringP2P": 54.78, - "AlloProfClusteringS2S": 31.6, - "ArxivClusteringP2P": 32.13, - "ArxivClusteringS2S": 22.05, - "BiorxivClusteringP2P": 29.84, - "BiorxivClusteringS2S": 20.57, - "GeoreviewClusteringP2P (rus-Cyrl)": 52.19, - "HALClusteringS2S": 20.62, - "MLSUMClusteringP2P (rus-Cyrl)": 39.45, - "MLSUMClusteringP2P": 42.09, - "MLSUMClusteringS2S (rus-Cyrl)": 35.77, - "MLSUMClusteringS2S": 34.84, - "MasakhaNEWSClusteringP2P (amh-Ethi)": 67.78, - "MasakhaNEWSClusteringP2P (eng)": 48.16, - "MasakhaNEWSClusteringP2P (fra-Latn)": 46.16, - "MasakhaNEWSClusteringP2P (hau-Latn)": 39.77, - "MasakhaNEWSClusteringP2P (ibo-Latn)": 62.67, - "MasakhaNEWSClusteringP2P (lin-Latn)": 62.98, - "MasakhaNEWSClusteringP2P (lug-Latn)": 47.76, - "MasakhaNEWSClusteringP2P (orm-Ethi)": 28.76, - "MasakhaNEWSClusteringP2P (pcm-Latn)": 77.16, - "MasakhaNEWSClusteringP2P (run-Latn)": 60.36, - "MasakhaNEWSClusteringP2P (sna-Latn)": 63.57, - "MasakhaNEWSClusteringP2P (som-Latn)": 34.94, - "MasakhaNEWSClusteringP2P (swa-Latn)": 27.26, - "MasakhaNEWSClusteringP2P (tir-Ethi)": 51.59, - "MasakhaNEWSClusteringP2P (xho-Latn)": 45.32, - "MasakhaNEWSClusteringP2P (yor-Latn)": 48.73, - "MasakhaNEWSClusteringP2P (fra)": 46.16, - "MasakhaNEWSClusteringS2S (amh-Ethi)": 52.73, - "MasakhaNEWSClusteringS2S (eng)": 32.6, - "MasakhaNEWSClusteringS2S (fra-Latn)": 38.13, - "MasakhaNEWSClusteringS2S (hau-Latn)": 31.62, - "MasakhaNEWSClusteringS2S (ibo-Latn)": 32.27, - "MasakhaNEWSClusteringS2S (lin-Latn)": 49.38, - "MasakhaNEWSClusteringS2S (lug-Latn)": 47.63, - "MasakhaNEWSClusteringS2S (orm-Ethi)": 25.05, - "MasakhaNEWSClusteringS2S (pcm-Latn)": 68.18, - "MasakhaNEWSClusteringS2S (run-Latn)": 52.39, - "MasakhaNEWSClusteringS2S (sna-Latn)": 46.9, - "MasakhaNEWSClusteringS2S (som-Latn)": 24.08, - "MasakhaNEWSClusteringS2S (swa-Latn)": 15.83, - "MasakhaNEWSClusteringS2S (tir-Ethi)": 49.07, - "MasakhaNEWSClusteringS2S (xho-Latn)": 28.52, - "MasakhaNEWSClusteringS2S (yor-Latn)": 32.26, - "MasakhaNEWSClusteringS2S (fra)": 38.13, - "MedrxivClusteringP2P": 30.13, - "MedrxivClusteringS2S": 24.82, - "RedditClustering": 28.79, - "RedditClusteringP2P": 49.14, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 49.09, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.97, - "StackExchangeClustering": 35.43, - "StackExchangeClusteringP2P": 28.83, - "TwentyNewsgroupsClustering": 23.28 + "Model": "LaBSE", + "8TagsClustering": 12.96, + "AlloProfClusteringP2P": 54.78, + "AlloProfClusteringS2S": 31.6, + "ArxivClusteringP2P": 32.13, + "ArxivClusteringS2S": 22.05, + "BiorxivClusteringP2P": 29.84, + "BiorxivClusteringS2S": 20.57, + "GeoreviewClusteringP2P (rus-Cyrl)": 52.19, + "HALClusteringS2S": 20.62, + "MLSUMClusteringP2P (rus-Cyrl)": 39.45, + "MLSUMClusteringP2P": 42.09, + "MLSUMClusteringS2S (rus-Cyrl)": 35.77, + "MLSUMClusteringS2S": 34.84, + "MasakhaNEWSClusteringP2P (amh-Ethi)": 67.78, + "MasakhaNEWSClusteringP2P (eng)": 48.16, + "MasakhaNEWSClusteringP2P (fra-Latn)": 46.16, + "MasakhaNEWSClusteringP2P (hau-Latn)": 39.77, + "MasakhaNEWSClusteringP2P (ibo-Latn)": 62.67, + "MasakhaNEWSClusteringP2P (lin-Latn)": 62.98, + "MasakhaNEWSClusteringP2P (lug-Latn)": 47.76, + "MasakhaNEWSClusteringP2P (orm-Ethi)": 28.76, + "MasakhaNEWSClusteringP2P (pcm-Latn)": 77.16, + "MasakhaNEWSClusteringP2P (run-Latn)": 60.36, + "MasakhaNEWSClusteringP2P (sna-Latn)": 63.57, + "MasakhaNEWSClusteringP2P (som-Latn)": 34.94, + "MasakhaNEWSClusteringP2P (swa-Latn)": 27.26, + "MasakhaNEWSClusteringP2P (tir-Ethi)": 51.59, + "MasakhaNEWSClusteringP2P (xho-Latn)": 45.32, + "MasakhaNEWSClusteringP2P (yor-Latn)": 48.73, + "MasakhaNEWSClusteringP2P (fra)": 46.16, + "MasakhaNEWSClusteringS2S (amh-Ethi)": 52.73, + "MasakhaNEWSClusteringS2S (eng)": 32.6, + "MasakhaNEWSClusteringS2S (fra-Latn)": 38.13, + "MasakhaNEWSClusteringS2S (hau-Latn)": 31.62, + "MasakhaNEWSClusteringS2S (ibo-Latn)": 32.27, + "MasakhaNEWSClusteringS2S (lin-Latn)": 49.38, + "MasakhaNEWSClusteringS2S (lug-Latn)": 47.63, + "MasakhaNEWSClusteringS2S (orm-Ethi)": 25.05, + "MasakhaNEWSClusteringS2S (pcm-Latn)": 68.18, + "MasakhaNEWSClusteringS2S (run-Latn)": 52.39, + "MasakhaNEWSClusteringS2S (sna-Latn)": 46.9, + "MasakhaNEWSClusteringS2S (som-Latn)": 24.08, + "MasakhaNEWSClusteringS2S (swa-Latn)": 15.83, + "MasakhaNEWSClusteringS2S (tir-Ethi)": 49.07, + "MasakhaNEWSClusteringS2S (xho-Latn)": 28.52, + "MasakhaNEWSClusteringS2S (yor-Latn)": 32.26, + "MasakhaNEWSClusteringS2S (fra)": 38.13, + "MedrxivClusteringP2P": 30.13, + "MedrxivClusteringS2S": 24.82, + "RedditClustering": 28.79, + "RedditClusteringP2P": 49.14, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 49.09, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.97, + "StackExchangeClustering": 35.43, + "StackExchangeClusteringP2P": 28.83, + "TwentyNewsgroupsClustering": 23.28 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "LaBSE", + "CDSC-E (pol-Latn)": 68.92, + "CDSC-E": 68.91, + "OpusparcusPC (deu-Latn)": 96.58, + "OpusparcusPC (en)": 98.12, + "OpusparcusPC (fin-Latn)": 94.44, + "OpusparcusPC (fra-Latn)": 93.96, + "OpusparcusPC (rus-Cyrl)": 87.3, + "OpusparcusPC (swe-Latn)": 93.69, + "OpusparcusPC (fr)": 93.96, + "PPC": 86.97, + "PSC (pol-Latn)": 97.42, + "PSC": 97.42, + "PawsXPairClassification (deu-Latn)": 51.07, + "PawsXPairClassification (en)": 54.07, + "PawsXPairClassification (spa-Latn)": 52.19, + "PawsXPairClassification (fra-Latn)": 54.63, + "PawsXPairClassification (jpn-Hira)": 47.56, + "PawsXPairClassification (kor-Hang)": 49.39, + "PawsXPairClassification (cmn-Hans)": 54.26, + "PawsXPairClassification (fr)": 54.63, + "SICK-E-PL (pol-Latn)": 63.77, + "SICK-E-PL": 63.77, + "SprintDuplicateQuestions": 89.26, + "TERRa (rus-Cyrl)": 55.71, + "TwitterSemEval2015": 62.78, + "TwitterURLCorpus": 84.58 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "LaBSE", + "AlloprofReranking (fra-Latn)": 55.37, + "AlloprofReranking": 49.51, + "AskUbuntuDupQuestions": 52.75, + "MMarcoReranking (cmn-Hans)": 14.83, + "MindSmallReranking": 29.81, + "RuBQReranking (rus-Cyrl)": 55.13, + "SciDocsRR": 68.72, + "StackOverflowDupQuestions": 42.42, + "SyntecReranking (fra-Latn)": 67.62, + "SyntecReranking": 73.28, + "T2Reranking (cmn-Hans)": 63.29 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "LaBSE", + "AILACasedocs": 17.67, + "AILAStatutes": 16.72, + "ARCChallenge": 3.78, + "AlloprofRetrieval (fra-Latn)": 19.77, + "AlloprofRetrieval": 19.77, + "AlphaNLI": 13.11, + "ArguAna": 34.18, + "ArguAna-PL (pol-Latn)": 38.56, + "ArguAna-PL": 38.52, + "BSARDRetrieval (fra-Latn)": 4.44, + "BSARDRetrieval": 0.0, + "CQADupstackRetrieval": 18.75, + "ClimateFEVER": 3.83, + "CmedqaRetrieval (cmn-Hans)": 5.49, + "CovidRetrieval (cmn-Hans)": 28.6, + "DBPedia": 15.57, + "DBPedia-PL": 16.1, + "DuRetrieval (cmn-Hans)": 26.34, + "EcomRetrieval (cmn-Hans)": 25.42, + "FEVER": 12.18, + "FiQA-PL (pol-Latn)": 7.66, + "FiQA-PL": 7.63, + "FiQA2018": 7.0, + "GerDaLIRSmall (deu-Latn)": 4.59, + "HellaSwag": 5.59, + "HotpotQA": 18.75, + "HotpotQA-PL": 19.72, + "LEMBNarrativeQARetrieval": 11.45, + "LEMBNeedleRetrieval": 17.5, + "LEMBPasskeyRetrieval": 20.25, + "LEMBQMSumRetrieval": 14.07, + "LEMBSummScreenFDRetrieval": 40.52, + "LEMBWikimQARetrieval": 28.1, + "LeCaRDv2 (zho-Hans)": 24.68, + "LegalBenchConsumerContractsQA": 54.66, + "LegalBenchCorporateLobbying": 69.39, + "LegalQuAD (deu-Latn)": 16.64, + "LegalSummarization": 53.89, + "MMarcoRetrieval (cmn-Hans)": 34.78, + "MSMARCO": 7.6, + "MSMARCO-PL": 7.22, + "MedicalRetrieval (cmn-Hans)": 6.68, + "MintakaRetrieval (ara-Arab)": 14.06, + "MintakaRetrieval (deu-Latn)": 15.26, + "MintakaRetrieval (spa-Latn)": 15.65, + "MintakaRetrieval (fra-Latn)": 15.53, + "MintakaRetrieval (hin-Deva)": 13.67, + "MintakaRetrieval (ita-Latn)": 15.94, + "MintakaRetrieval (jpn-Hira)": 12.8, + "MintakaRetrieval (por-Latn)": 15.03, + "MintakaRetrieval (fr)": 15.53, + "NFCorpus": 16.54, + "NFCorpus-PL (pol-Latn)": 17.45, + "NFCorpus-PL": 17.45, + "NQ": 8.42, + "NQ-PL": 9.65, + "PIQA": 6.53, + "Quail": 1.91, + "Quora-PL": 74.96, + "QuoraRetrieval": 77.03, + "RARbCode": 2.31, + "RARbMath": 27.19, + "RiaNewsRetrieval (rus-Cyrl)": 42.75, + "RuBQRetrieval (rus-Cyrl)": 30.02, + "SCIDOCS": 5.63, + "SCIDOCS-PL (pol-Latn)": 7.47, + "SCIDOCS-PL": 7.48, + "SIQA": 1.07, + "SciFact": 38.2, + "SciFact-PL (pol-Latn)": 39.79, + "SciFact-PL": 39.79, + "SpartQA": 1.56, + "SyntecRetrieval (fra-Latn)": 55.31, + "SyntecRetrieval": 55.31, + "T2Retrieval (cmn-Hans)": 25.32, + "TRECCOVID": 16.34, + "TRECCOVID-PL (pol-Latn)": 18.51, + "TRECCOVID-PL": 18.45, + "TempReasonL1": 1.56, + "TempReasonL2Fact": 7.06, + "TempReasonL2Pure": 0.14, + "TempReasonL3Fact": 8.74, + "TempReasonL3Pure": 4.73, + "Touche2020": 4.88, + "VideoRetrieval (cmn-Hans)": 22.04, + "WinoGrande": 54.3, + "XPQARetrieval (ara-Arab_ara-Arab)": 35.19, + "XPQARetrieval (eng-Latn_ara-Arab)": 20.64, + "XPQARetrieval (ara-Arab_eng-Latn)": 32.47, + "XPQARetrieval (deu-Latn_deu-Latn)": 53.56, + "XPQARetrieval (eng-Latn_deu-Latn)": 24.31, + "XPQARetrieval (deu-Latn_eng-Latn)": 54.87, + "XPQARetrieval (spa-Latn_spa-Latn)": 44.49, + "XPQARetrieval (eng-Latn_spa-Latn)": 25.31, + "XPQARetrieval (spa-Latn_eng-Latn)": 43.4, + "XPQARetrieval (fra-Latn_fra-Latn)": 51.74, + "XPQARetrieval (eng-Latn_fra-Latn)": 21.29, + "XPQARetrieval (fra-Latn_eng-Latn)": 49.4, + "XPQARetrieval (hin-Deva_hin-Deva)": 66.64, + "XPQARetrieval (eng-Latn_hin-Deva)": 23.25, + "XPQARetrieval (hin-Deva_eng-Latn)": 64.54, + "XPQARetrieval (ita-Latn_ita-Latn)": 56.27, + "XPQARetrieval (eng-Latn_ita-Latn)": 25.8, + "XPQARetrieval (ita-Latn_eng-Latn)": 52.69, + "XPQARetrieval (jpn-Hira_jpn-Hira)": 58.6, + "XPQARetrieval (eng-Latn_jpn-Hira)": 21.49, + "XPQARetrieval (jpn-Hira_eng-Latn)": 52.41, + "XPQARetrieval (kor-Hang_kor-Hang)": 27.66, + "XPQARetrieval (eng-Latn_kor-Hang)": 23.33, + "XPQARetrieval (kor-Hang_eng-Latn)": 23.96, + "XPQARetrieval (pol-Latn_pol-Latn)": 37.33, + "XPQARetrieval (eng-Latn_pol-Latn)": 16.19, + "XPQARetrieval (pol-Latn_eng-Latn)": 37.7, + "XPQARetrieval (por-Latn_por-Latn)": 38.49, + "XPQARetrieval (eng-Latn_por-Latn)": 19.41, + "XPQARetrieval (por-Latn_eng-Latn)": 37.33, + "XPQARetrieval (tam-Taml_tam-Taml)": 37.32, + "XPQARetrieval (eng-Latn_tam-Taml)": 20.53, + "XPQARetrieval (tam-Taml_eng-Latn)": 30.14, + "XPQARetrieval (cmn-Hans_cmn-Hans)": 50.7, + "XPQARetrieval (eng-Latn_cmn-Hans)": 20.59, + "XPQARetrieval (cmn-Hans_eng-Latn)": 48.23, + "XPQARetrieval (fr)": 51.74 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "LaBSE", + "AFQMC (cmn-Hans)": 21.02, + "ATEC (cmn-Hans)": 26.61, + "BIOSSES": 78.7, + "BQ (cmn-Hans)": 42.6, + "CDSC-R (pol-Latn)": 85.53, + "CDSC-R": 85.53, + "LCQMC (cmn-Hans)": 52.19, + "PAWSX (cmn-Hans)": 10.23, + "RUParaPhraserSTS (rus-Cyrl)": 65.74, + "RuSTSBenchmarkSTS (rus-Cyrl)": 73.34, + "SICK-R": 69.99, + "SICK-R-PL (pol-Latn)": 65.9, + "SICK-R-PL": 65.9, + "SICKFr (fra-Latn)": 69.94, + "SICKFr": 69.94, + "STS12": 65.08, + "STS13": 67.98, + "STS14": 64.03, + "STS15": 76.59, + "STS16": 72.98, + "STS17 (nld-Latn_eng-Latn)": 75.22, + "STS17 (eng-Latn_tur-Latn)": 72.07, + "STS17 (spa-Latn)": 80.83, + "STS17 (kor-Hang)": 71.32, + "STS17 (eng-Latn_deu-Latn)": 73.85, + "STS17 (ita-Latn_eng-Latn)": 76.99, + "STS17 (eng-Latn_ara-Arab)": 74.51, + "STS17 (ara-Arab)": 69.07, + "STS17 (fra-Latn_eng-Latn)": 76.98, + "STS17 (spa-Latn_eng-Latn)": 65.71, + "STS17 (en-en)": 79.45, + "STS17 (ar-ar)": 69.07, + "STS17 (en-ar)": 74.51, + "STS17 (en-de)": 73.85, + "STS17 (en-tr)": 72.07, + "STS17 (es-en)": 65.71, + "STS17 (es-es)": 80.83, + "STS17 (fr-en)": 76.98, + "STS17 (it-en)": 76.99, + "STS17 (ko-ko)": 71.32, + "STS17 (nl-en)": 75.22, + "STS22 (pol-Latn_eng-Latn)": 69.41, + "STS22 (deu-Latn_eng-Latn)": 50.14, + "STS22 (spa-Latn)": 63.18, + "STS22 (deu-Latn_pol-Latn)": 58.69, + "STS22 (fra-Latn)": 77.95, + "STS22 (fra-Latn_pol-Latn)": 61.98, + "STS22 (deu-Latn)": 48.58, + "STS22 (pol-Latn)": 39.3, + "STS22 (en)": 60.97, + "STS22 (spa-Latn_ita-Latn)": 69.69, + "STS22 (cmn-Hans_eng-Latn)": 64.02, + "STS22 (deu-Latn_fra-Latn)": 53.28, + "STS22 (tur-Latn)": 58.15, + "STS22 (ita-Latn)": 72.22, + "STS22 (rus-Cyrl)": 57.49, + "STS22 (spa-Latn_eng-Latn)": 71.86, + "STS22 (ara-Arab)": 57.67, + "STS22 (cmn-Hans)": 63.02, + "STS22 (ar)": 57.67, + "STS22 (de)": 48.58, + "STS22 (de-en)": 50.14, + "STS22 (de-fr)": 53.28, + "STS22 (de-pl)": 58.69, + "STS22 (es)": 63.18, + "STS22 (es-en)": 71.86, + "STS22 (es-it)": 69.69, + "STS22 (fr)": 77.95, + "STS22 (fr-pl)": 61.98, + "STS22 (it)": 72.22, + "STS22 (pl)": 39.28, + "STS22 (pl-en)": 69.41, + "STS22 (ru)": 57.49, + "STS22 (tr)": 58.15, + "STS22 (zh)": 63.02, + "STS22 (zh-en)": 64.02, + "STSB (cmn-Hans)": 68.38, + "STSBenchmark": 72.25, + "STSBenchmarkMultilingualSTS (en)": 72.25, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 73.06, + "STSBenchmarkMultilingualSTS (fra-Latn)": 75.1, + "STSBenchmarkMultilingualSTS (spa-Latn)": 72.92, + "STSBenchmarkMultilingualSTS (nld-Latn)": 70.22, + "STSBenchmarkMultilingualSTS (cmn-Hans)": 69.5, + "STSBenchmarkMultilingualSTS (ita-Latn)": 72.97, + "STSBenchmarkMultilingualSTS (por-Latn)": 71.65, + "STSBenchmarkMultilingualSTS (deu-Latn)": 72.43, + "STSBenchmarkMultilingualSTS (pol-Latn)": 72.58, + "STSBenchmarkMultilingualSTS (fr)": 75.1 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "LaBSE", + "SummEval": 31.05, + "SummEvalFr (fra-Latn)": 30.16, + "SummEvalFr": 30.16 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LaBSE", + "CEDRClassification (rus-Cyrl)": 40.61, + "SensitiveTopicsClassification (rus-Cyrl)": 22.23 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "LaBSE" + } + ] + } + }, + "sentence-t5-large": { + "BitextMining": { + "f1": [ + { + "Model": "sentence-t5-large", + "BUCC (de-en)": 87.0, + "BUCC (fr-en)": 88.91, + "BUCC (ru-en)": 0.44, + "BUCC (zh-en)": 0.95, + "Tatoeba (afr-eng)": 23.7, + "Tatoeba (amh-eng)": 0.65, + "Tatoeba (ang-eng)": 30.98, + "Tatoeba (ara-eng)": 0.48, + "Tatoeba (arq-eng)": 0.68, + "Tatoeba (arz-eng)": 0.22, + "Tatoeba (ast-eng)": 55.3, + "Tatoeba (awa-eng)": 1.03, + "Tatoeba (aze-eng)": 5.83, + "Tatoeba (bel-eng)": 1.66, + "Tatoeba (ben-eng)": 0.0, + "Tatoeba (ber-eng)": 5.62, + "Tatoeba (bos-eng)": 12.23, + "Tatoeba (bre-eng)": 5.84, + "Tatoeba (bul-eng)": 1.35, + "Tatoeba (cat-eng)": 48.56, + "Tatoeba (cbk-eng)": 46.97, + "Tatoeba (ceb-eng)": 9.79, + "Tatoeba (ces-eng)": 6.0, + "Tatoeba (cha-eng)": 24.21, + "Tatoeba (cmn-eng)": 2.26, + "Tatoeba (cor-eng)": 4.03, + "Tatoeba (csb-eng)": 9.53, + "Tatoeba (cym-eng)": 9.17, + "Tatoeba (dan-eng)": 34.63, + "Tatoeba (deu-eng)": 89.31, + "Tatoeba (dsb-eng)": 9.68, + "Tatoeba (dtp-eng)": 4.66, + "Tatoeba (ell-eng)": 0.77, + "Tatoeba (epo-eng)": 26.88, + "Tatoeba (est-eng)": 5.19, + "Tatoeba (eus-eng)": 9.46, + "Tatoeba (fao-eng)": 21.59, + "Tatoeba (fin-eng)": 5.66, + "Tatoeba (fra-eng)": 79.71, + "Tatoeba (fry-eng)": 28.29, + "Tatoeba (gla-eng)": 2.34, + "Tatoeba (gle-eng)": 3.55, + "Tatoeba (glg-eng)": 56.25, + "Tatoeba (gsw-eng)": 24.25, + "Tatoeba (heb-eng)": 0.57, + "Tatoeba (hin-eng)": 0.12, + "Tatoeba (hrv-eng)": 10.29, + "Tatoeba (hsb-eng)": 9.52, + "Tatoeba (hun-eng)": 6.22, + "Tatoeba (hye-eng)": 0.81, + "Tatoeba (ido-eng)": 41.11, + "Tatoeba (ile-eng)": 54.0, + "Tatoeba (ina-eng)": 75.47, + "Tatoeba (ind-eng)": 13.02, + "Tatoeba (isl-eng)": 8.98, + "Tatoeba (ita-eng)": 67.23, + "Tatoeba (jav-eng)": 8.54, + "Tatoeba (jpn-eng)": 0.99, + "Tatoeba (kab-eng)": 1.85, + "Tatoeba (kat-eng)": 1.37, + "Tatoeba (kaz-eng)": 0.67, + "Tatoeba (khm-eng)": 0.56, + "Tatoeba (kor-eng)": 1.73, + "Tatoeba (kur-eng)": 9.23, + "Tatoeba (kzj-eng)": 5.38, + "Tatoeba (lat-eng)": 21.3, + "Tatoeba (lfn-eng)": 40.48, + "Tatoeba (lit-eng)": 5.38, + "Tatoeba (lvs-eng)": 6.83, + "Tatoeba (mal-eng)": 0.45, + "Tatoeba (mar-eng)": 0.01, + "Tatoeba (max-eng)": 16.44, + "Tatoeba (mhr-eng)": 0.33, + "Tatoeba (mkd-eng)": 0.4, + "Tatoeba (mon-eng)": 2.48, + "Tatoeba (nds-eng)": 34.66, + "Tatoeba (nld-eng)": 42.72, + "Tatoeba (nno-eng)": 24.08, + "Tatoeba (nob-eng)": 34.17, + "Tatoeba (nov-eng)": 55.01, + "Tatoeba (oci-eng)": 29.15, + "Tatoeba (orv-eng)": 0.2, + "Tatoeba (pam-eng)": 6.99, + "Tatoeba (pes-eng)": 0.9, + "Tatoeba (pms-eng)": 30.8, + "Tatoeba (pol-eng)": 12.81, + "Tatoeba (por-eng)": 73.45, + "Tatoeba (ron-eng)": 54.86, + "Tatoeba (rus-eng)": 2.43, + "Tatoeba (slk-eng)": 8.35, + "Tatoeba (slv-eng)": 9.3, + "Tatoeba (spa-eng)": 78.87, + "Tatoeba (sqi-eng)": 11.74, + "Tatoeba (srp-eng)": 5.83, + "Tatoeba (swe-eng)": 35.41, + "Tatoeba (swg-eng)": 28.18, + "Tatoeba (swh-eng)": 7.53, + "Tatoeba (tam-eng)": 0.36, + "Tatoeba (tat-eng)": 1.01, + "Tatoeba (tel-eng)": 1.1, + "Tatoeba (tgl-eng)": 12.4, + "Tatoeba (tha-eng)": 1.58, + "Tatoeba (tuk-eng)": 4.95, + "Tatoeba (tur-eng)": 6.45, + "Tatoeba (tzl-eng)": 37.82, + "Tatoeba (uig-eng)": 0.67, + "Tatoeba (ukr-eng)": 1.88, + "Tatoeba (urd-eng)": 0.0, + "Tatoeba (uzb-eng)": 4.79, + "Tatoeba (vie-eng)": 7.03, + "Tatoeba (war-eng)": 9.68, + "Tatoeba (wuu-eng)": 1.28, + "Tatoeba (xho-eng)": 10.64, + "Tatoeba (yid-eng)": 0.57, + "Tatoeba (yue-eng)": 0.88, + "Tatoeba (zsm-eng)": 14.67 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "sentence-t5-large", + "AmazonCounterfactualClassification (de)": 67.97, + "AmazonCounterfactualClassification (en)": 75.51, + "AmazonCounterfactualClassification (en-ext)": 75.44, + "AmazonCounterfactualClassification (ja)": 45.72, + "AmazonPolarityClassification": 92.87, + "AmazonReviewsClassification (de)": 43.16, + "AmazonReviewsClassification (en)": 47.12, + "AmazonReviewsClassification (es)": 42.89, + "AmazonReviewsClassification (fr)": 41.48, + "AmazonReviewsClassification (ja)": 22.49, + "AmazonReviewsClassification (zh)": 22.12, + "Banking77Classification": 78.46, + "EmotionClassification": 51.74, + "ImdbClassification": 87.01, + "MTOPDomainClassification (de)": 80.56, + "MTOPDomainClassification (en)": 90.99, + "MTOPDomainClassification (es)": 80.78, + "MTOPDomainClassification (fr)": 79.6, + "MTOPDomainClassification (hi)": 21.22, + "MTOPDomainClassification (th)": 15.82, + "MTOPIntentClassification (de)": 52.5, + "MTOPIntentClassification (en)": 64.98, + "MTOPIntentClassification (es)": 52.07, + "MTOPIntentClassification (fr)": 47.73, + "MTOPIntentClassification (hi)": 3.74, + "MTOPIntentClassification (th)": 4.96, + "MasakhaNEWSClassification (fra)": 80.43, + "MassiveIntentClassification (af)": 38.41, + "MassiveIntentClassification (am)": 2.49, + "MassiveIntentClassification (ar)": 4.7, + "MassiveIntentClassification (az)": 31.77, + "MassiveIntentClassification (bn)": 2.77, + "MassiveIntentClassification (cy)": 31.69, + "MassiveIntentClassification (da)": 41.76, + "MassiveIntentClassification (de)": 52.01, + "MassiveIntentClassification (el)": 9.74, + "MassiveIntentClassification (en)": 71.78, + "MassiveIntentClassification (es)": 54.1, + "MassiveIntentClassification (fa)": 3.86, + "MassiveIntentClassification (fi)": 34.07, + "MassiveIntentClassification (fr)": 57.01, + "MassiveIntentClassification (he)": 2.14, + "MassiveIntentClassification (hi)": 2.97, + "MassiveIntentClassification (hu)": 32.01, + "MassiveIntentClassification (hy)": 3.17, + "MassiveIntentClassification (id)": 34.55, + "MassiveIntentClassification (is)": 32.0, + "MassiveIntentClassification (it)": 52.94, + "MassiveIntentClassification (ja)": 2.9, + "MassiveIntentClassification (jv)": 32.42, + "MassiveIntentClassification (ka)": 2.71, + "MassiveIntentClassification (km)": 5.5, + "MassiveIntentClassification (kn)": 2.41, + "MassiveIntentClassification (ko)": 2.57, + "MassiveIntentClassification (lv)": 35.09, + "MassiveIntentClassification (ml)": 2.95, + "MassiveIntentClassification (mn)": 18.33, + "MassiveIntentClassification (ms)": 29.69, + "MassiveIntentClassification (my)": 3.99, + "MassiveIntentClassification (nb)": 41.29, + "MassiveIntentClassification (nl)": 44.95, + "MassiveIntentClassification (pl)": 37.67, + "MassiveIntentClassification (pt)": 51.96, + "MassiveIntentClassification (ro)": 43.83, + "MassiveIntentClassification (ru)": 17.32, + "MassiveIntentClassification (sl)": 33.71, + "MassiveIntentClassification (sq)": 37.62, + "MassiveIntentClassification (sv)": 40.67, + "MassiveIntentClassification (sw)": 31.9, + "MassiveIntentClassification (ta)": 1.91, + "MassiveIntentClassification (te)": 2.54, + "MassiveIntentClassification (th)": 3.85, + "MassiveIntentClassification (tl)": 36.83, + "MassiveIntentClassification (tr)": 33.0, + "MassiveIntentClassification (ur)": 2.62, + "MassiveIntentClassification (vi)": 22.81, + "MassiveIntentClassification (zh-CN)": 1.09, + "MassiveIntentClassification (zh-TW)": 3.49, + "MassiveScenarioClassification (af)": 50.28, + "MassiveScenarioClassification (am)": 7.15, + "MassiveScenarioClassification (ar)": 12.12, + "MassiveScenarioClassification (az)": 39.68, + "MassiveScenarioClassification (bn)": 8.06, + "MassiveScenarioClassification (cy)": 38.01, + "MassiveScenarioClassification (da)": 51.44, + "MassiveScenarioClassification (de)": 62.71, + "MassiveScenarioClassification (el)": 17.19, + "MassiveScenarioClassification (en)": 73.16, + "MassiveScenarioClassification (es)": 59.56, + "MassiveScenarioClassification (fa)": 6.5, + "MassiveScenarioClassification (fi)": 41.72, + "MassiveScenarioClassification (fr)": 63.6, + "MassiveScenarioClassification (he)": 7.93, + "MassiveScenarioClassification (hi)": 7.85, + "MassiveScenarioClassification (hu)": 41.37, + "MassiveScenarioClassification (hy)": 9.42, + "MassiveScenarioClassification (id)": 44.88, + "MassiveScenarioClassification (is)": 40.86, + "MassiveScenarioClassification (it)": 60.09, + "MassiveScenarioClassification (ja)": 6.56, + "MassiveScenarioClassification (jv)": 40.18, + "MassiveScenarioClassification (ka)": 7.37, + "MassiveScenarioClassification (km)": 9.56, + "MassiveScenarioClassification (kn)": 8.4, + "MassiveScenarioClassification (ko)": 5.96, + "MassiveScenarioClassification (lv)": 41.44, + "MassiveScenarioClassification (ml)": 7.47, + "MassiveScenarioClassification (mn)": 25.36, + "MassiveScenarioClassification (ms)": 39.69, + "MassiveScenarioClassification (my)": 9.68, + "MassiveScenarioClassification (nb)": 49.92, + "MassiveScenarioClassification (nl)": 56.09, + "MassiveScenarioClassification (pl)": 45.2, + "MassiveScenarioClassification (pt)": 57.99, + "MassiveScenarioClassification (ro)": 56.0, + "MassiveScenarioClassification (ru)": 27.47, + "MassiveScenarioClassification (sl)": 41.04, + "MassiveScenarioClassification (sq)": 49.38, + "MassiveScenarioClassification (sv)": 50.97, + "MassiveScenarioClassification (sw)": 40.62, + "MassiveScenarioClassification (ta)": 7.59, + "MassiveScenarioClassification (te)": 7.07, + "MassiveScenarioClassification (th)": 8.52, + "MassiveScenarioClassification (tl)": 49.89, + "MassiveScenarioClassification (tr)": 43.08, + "MassiveScenarioClassification (ur)": 9.31, + "MassiveScenarioClassification (vi)": 27.46, + "MassiveScenarioClassification (zh-CN)": 4.7, + "MassiveScenarioClassification (zh-TW)": 7.24, + "ToxicConversationsClassification": 71.73, + "TweetSentimentExtractionClassification": 62.33 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "sentence-t5-large", + "AlloProfClusteringP2P": 61.82, + "AlloProfClusteringS2S": 39.78, + "ArxivClusteringP2P": 41.62, + "ArxivClusteringS2S": 29.44, + "BiorxivClusteringP2P": 35.99, + "BiorxivClusteringS2S": 24.02, + "BlurbsClusteringP2P": 35.33, + "BlurbsClusteringS2S": 13.27, + "HALClusteringS2S": 18.73, + "MLSUMClusteringP2P": 42.07, + "MLSUMClusteringS2S": 31.87, + "MasakhaNEWSClusteringP2P (fra)": 58.6, + "MasakhaNEWSClusteringS2S (fra)": 31.33, + "MedrxivClusteringP2P": 32.4, + "MedrxivClusteringS2S": 26.33, + "RedditClustering": 54.53, + "RedditClusteringP2P": 62.5, + "StackExchangeClustering": 65.11, + "StackExchangeClusteringP2P": 36.86, + "TenKGnadClusteringP2P": 44.11, + "TenKGnadClusteringS2S": 17.26, + "TwentyNewsgroupsClustering": 49.33 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "sentence-t5-large", + "OpusparcusPC (fr)": 91.19, + "PawsXPairClassification (fr)": 59.59, + "SprintDuplicateQuestions": 89.01, + "TwitterSemEval2015": 79.75, + "TwitterURLCorpus": 86.14 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "sentence-t5-large", + "AlloprofReranking": 57.99, + "AskUbuntuDupQuestions": 61.51, + "MindSmallReranking": 30.27, + "SciDocsRR": 74.88, + "StackOverflowDupQuestions": 49.34, + "SyntecReranking": 79.77 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "sentence-t5-large", + "AlloprofRetrieval": 34.52, + "ArguAna": 39.27, + "BSARDRetrieval": 0.0, + "CQADupstackRetrieval": 38.96, + "ClimateFEVER": 11.36, + "DBPedia": 31.55, + "FEVER": 36.21, + "FiQA2018": 43.55, + "HotpotQA": 33.95, + "MSMARCO": 23.96, + "MintakaRetrieval (fr)": 23.92, + "NFCorpus": 31.1, + "NQ": 42.02, + "QuoraRetrieval": 85.73, + "SCIDOCS": 15.38, + "SciFact": 49.91, + "SyntecRetrieval": 71.05, + "TRECCOVID": 46.11, + "Touche2020": 21.63, + "XPQARetrieval (fr)": 48.79 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "sentence-t5-large", + "BIOSSES": 78.93, + "SICK-R": 80.34, + "SICKFr": 72.83, + "STS12": 79.11, + "STS13": 87.33, + "STS14": 83.17, + "STS15": 88.28, + "STS16": 84.36, + "STS17 (ar-ar)": 10.75, + "STS17 (en-ar)": -4.71, + "STS17 (en-de)": 73.62, + "STS17 (en-en)": 88.99, + "STS17 (en-tr)": -0.42, + "STS17 (es-en)": 62.62, + "STS17 (es-es)": 82.74, + "STS17 (fr-en)": 67.86, + "STS17 (it-en)": 51.86, + "STS17 (ko-ko)": 9.44, + "STS17 (nl-en)": 45.95, + "STS22 (ar)": 27.01, + "STS22 (de)": 43.73, + "STS22 (de-en)": 49.93, + "STS22 (de-fr)": 61.58, + "STS22 (de-pl)": 38.83, + "STS22 (en)": 62.39, + "STS22 (es)": 57.68, + "STS22 (es-en)": 68.09, + "STS22 (es-it)": 61.58, + "STS22 (fr)": 75.01, + "STS22 (fr-pl)": 5.63, + "STS22 (it)": 62.01, + "STS22 (pl)": 25.0, + "STS22 (pl-en)": 51.72, + "STS22 (ru)": 14.21, + "STS22 (tr)": 47.3, + "STS22 (zh)": 30.47, + "STS22 (zh-en)": 23.1, + "STSBenchmark": 85.36, + "STSBenchmarkMultilingualSTS (fr)": 77.59 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "sentence-t5-large", + "SummEval": 29.64, + "SummEvalFr": 30.23 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "sentence-t5-large" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "sentence-t5-large" + } + ] + } + }, + "Cohere-embed-english-v3.0": { + "BitextMining": { + "f1": [ + { + "Model": "Cohere-embed-english-v3.0" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "Cohere-embed-english-v3.0" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "Cohere-embed-english-v3.0" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "Cohere-embed-english-v3.0" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "Cohere-embed-english-v3.0" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "Cohere-embed-english-v3.0", + "AILACasedocs": 31.54, + "AILAStatutes": 27.15, + "ARCChallenge": 9.89, + "AlphaNLI": 15.1, + "BrightRetrieval (psychology)": 21.82, + "BrightRetrieval (economics)": 20.18, + "BrightRetrieval (robotics)": 16.21, + "BrightRetrieval (biology)": 18.98, + "BrightRetrieval (stackoverflow)": 16.47, + "BrightRetrieval (theoremqa_theorems)": 6.04, + "BrightRetrieval (pony)": 1.77, + "BrightRetrieval (sustainable_living)": 17.69, + "BrightRetrieval (aops)": 6.46, + "BrightRetrieval (theoremqa_questions)": 15.07, + "BrightRetrieval (leetcode)": 26.78, + "BrightRetrieval (earth_science)": 27.45, + "GerDaLIRSmall": 6.05, + "HellaSwag": 26.35, + "LeCaRDv2": 21.02, + "LegalBenchConsumerContractsQA": 77.12, + "LegalBenchCorporateLobbying": 93.68, + "LegalQuAD": 26.08, + "LegalSummarization": 61.7, + "PIQA": 28.49, + "Quail": 4.1, + "RARbCode": 57.19, + "RARbMath": 72.26, + "SIQA": 4.26, + "SpartQA": 3.75, + "TempReasonL1": 1.5, + "TempReasonL2Fact": 35.91, + "TempReasonL2Pure": 1.89, + "TempReasonL3Fact": 27.51, + "TempReasonL3Pure": 8.53, + "WinoGrande": 58.01 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "Cohere-embed-english-v3.0" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "Cohere-embed-english-v3.0" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "Cohere-embed-english-v3.0" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "Cohere-embed-english-v3.0", + "Core17InstructionRetrieval": 2.8, + "News21InstructionRetrieval": 0.2, + "Robust04InstructionRetrieval": -3.63 + } + ] + } + }, + "gtr-t5-large": { + "BitextMining": { + "f1": [ + { + "Model": "gtr-t5-large" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "gtr-t5-large", + "AmazonCounterfactualClassification (de)": 59.38, + "AmazonCounterfactualClassification (en)": 70.03, + "AmazonCounterfactualClassification (en-ext)": 69.86, + "AmazonCounterfactualClassification (ja)": 45.87, + "AmazonPolarityClassification": 73.92, + "AmazonReviewsClassification (de)": 33.06, + "AmazonReviewsClassification (en)": 37.21, + "AmazonReviewsClassification (es)": 34.0, + "AmazonReviewsClassification (fr)": 33.48, + "AmazonReviewsClassification (ja)": 21.78, + "AmazonReviewsClassification (zh)": 21.83, + "Banking77Classification": 81.21, + "EmotionClassification": 46.33, + "ImdbClassification": 70.86, + "MTOPDomainClassification (de)": 81.91, + "MTOPDomainClassification (en)": 94.01, + "MTOPDomainClassification (es)": 84.7, + "MTOPDomainClassification (fr)": 82.48, + "MTOPDomainClassification (hi)": 22.11, + "MTOPDomainClassification (th)": 16.36, + "MTOPIntentClassification (de)": 52.13, + "MTOPIntentClassification (en)": 63.86, + "MTOPIntentClassification (es)": 52.62, + "MTOPIntentClassification (fr)": 46.39, + "MTOPIntentClassification (hi)": 3.9, + "MTOPIntentClassification (th)": 5.38, + "MassiveIntentClassification (af)": 41.02, + "MassiveIntentClassification (am)": 2.34, + "MassiveIntentClassification (ar)": 4.87, + "MassiveIntentClassification (az)": 34.92, + "MassiveIntentClassification (bn)": 2.52, + "MassiveIntentClassification (cy)": 35.87, + "MassiveIntentClassification (da)": 45.3, + "MassiveIntentClassification (de)": 51.48, + "MassiveIntentClassification (el)": 10.0, + "MassiveIntentClassification (en)": 70.06, + "MassiveIntentClassification (es)": 53.3, + "MassiveIntentClassification (fa)": 3.59, + "MassiveIntentClassification (fi)": 37.35, + "MassiveIntentClassification (fr)": 54.83, + "MassiveIntentClassification (he)": 2.52, + "MassiveIntentClassification (hi)": 2.88, + "MassiveIntentClassification (hu)": 33.52, + "MassiveIntentClassification (hy)": 3.13, + "MassiveIntentClassification (id)": 40.11, + "MassiveIntentClassification (is)": 34.77, + "MassiveIntentClassification (it)": 51.21, + "MassiveIntentClassification (ja)": 4.75, + "MassiveIntentClassification (jv)": 35.6, + "MassiveIntentClassification (ka)": 2.71, + "MassiveIntentClassification (km)": 5.48, + "MassiveIntentClassification (kn)": 2.44, + "MassiveIntentClassification (ko)": 2.59, + "MassiveIntentClassification (lv)": 38.15, + "MassiveIntentClassification (ml)": 2.67, + "MassiveIntentClassification (mn)": 18.47, + "MassiveIntentClassification (ms)": 35.58, + "MassiveIntentClassification (my)": 4.35, + "MassiveIntentClassification (nb)": 43.78, + "MassiveIntentClassification (nl)": 45.96, + "MassiveIntentClassification (pl)": 39.08, + "MassiveIntentClassification (pt)": 52.27, + "MassiveIntentClassification (ro)": 46.39, + "MassiveIntentClassification (ru)": 16.82, + "MassiveIntentClassification (sl)": 37.3, + "MassiveIntentClassification (sq)": 41.73, + "MassiveIntentClassification (sv)": 43.51, + "MassiveIntentClassification (sw)": 35.97, + "MassiveIntentClassification (ta)": 1.52, + "MassiveIntentClassification (te)": 2.57, + "MassiveIntentClassification (th)": 3.94, + "MassiveIntentClassification (tl)": 41.03, + "MassiveIntentClassification (tr)": 33.75, + "MassiveIntentClassification (ur)": 2.57, + "MassiveIntentClassification (vi)": 25.23, + "MassiveIntentClassification (zh-CN)": 2.41, + "MassiveIntentClassification (zh-TW)": 4.64, + "MassiveScenarioClassification (af)": 51.48, + "MassiveScenarioClassification (am)": 7.74, + "MassiveScenarioClassification (ar)": 12.03, + "MassiveScenarioClassification (az)": 41.77, + "MassiveScenarioClassification (bn)": 8.07, + "MassiveScenarioClassification (cy)": 43.67, + "MassiveScenarioClassification (da)": 54.88, + "MassiveScenarioClassification (de)": 63.63, + "MassiveScenarioClassification (el)": 16.83, + "MassiveScenarioClassification (en)": 75.49, + "MassiveScenarioClassification (es)": 61.48, + "MassiveScenarioClassification (fa)": 6.48, + "MassiveScenarioClassification (fi)": 43.54, + "MassiveScenarioClassification (fr)": 64.06, + "MassiveScenarioClassification (he)": 8.03, + "MassiveScenarioClassification (hi)": 7.5, + "MassiveScenarioClassification (hu)": 42.59, + "MassiveScenarioClassification (hy)": 9.22, + "MassiveScenarioClassification (id)": 48.67, + "MassiveScenarioClassification (is)": 43.87, + "MassiveScenarioClassification (it)": 59.83, + "MassiveScenarioClassification (ja)": 5.62, + "MassiveScenarioClassification (jv)": 42.18, + "MassiveScenarioClassification (ka)": 7.52, + "MassiveScenarioClassification (km)": 9.55, + "MassiveScenarioClassification (kn)": 8.34, + "MassiveScenarioClassification (ko)": 6.11, + "MassiveScenarioClassification (lv)": 43.35, + "MassiveScenarioClassification (ml)": 7.28, + "MassiveScenarioClassification (mn)": 23.94, + "MassiveScenarioClassification (ms)": 45.18, + "MassiveScenarioClassification (my)": 9.33, + "MassiveScenarioClassification (nb)": 52.71, + "MassiveScenarioClassification (nl)": 57.02, + "MassiveScenarioClassification (pl)": 46.79, + "MassiveScenarioClassification (pt)": 59.45, + "MassiveScenarioClassification (ro)": 56.8, + "MassiveScenarioClassification (ru)": 25.85, + "MassiveScenarioClassification (sl)": 42.51, + "MassiveScenarioClassification (sq)": 50.41, + "MassiveScenarioClassification (sv)": 54.16, + "MassiveScenarioClassification (sw)": 43.02, + "MassiveScenarioClassification (ta)": 7.21, + "MassiveScenarioClassification (te)": 6.9, + "MassiveScenarioClassification (th)": 8.7, + "MassiveScenarioClassification (tl)": 51.76, + "MassiveScenarioClassification (tr)": 42.54, + "MassiveScenarioClassification (ur)": 9.32, + "MassiveScenarioClassification (vi)": 31.51, + "MassiveScenarioClassification (zh-CN)": 3.84, + "MassiveScenarioClassification (zh-TW)": 8.16, + "ToxicConversationsClassification": 68.65, + "TweetSentimentExtractionClassification": 54.09 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "gtr-t5-large", + "ArxivClusteringP2P": 37.5, + "ArxivClusteringS2S": 30.55, + "BiorxivClusteringP2P": 29.59, + "BiorxivClusteringS2S": 25.72, + "MedrxivClusteringP2P": 28.72, + "MedrxivClusteringS2S": 27.39, + "RedditClustering": 61.69, + "RedditClusteringP2P": 61.67, + "StackExchangeClustering": 69.93, + "StackExchangeClusteringP2P": 33.21, + "TwentyNewsgroupsClustering": 51.64 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "gtr-t5-large", + "SprintDuplicateQuestions": 95.05, + "TwitterSemEval2015": 76.03, + "TwitterURLCorpus": 84.89 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "gtr-t5-large", + "AskUbuntuDupQuestions": 61.64, + "MindSmallReranking": 31.84, + "SciDocsRR": 76.39, + "StackOverflowDupQuestions": 51.58 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "gtr-t5-large", + "ArguAna": 52.09, + "CQADupstackRetrieval": 36.62, + "ClimateFEVER": 26.9, + "DBPedia": 39.55, + "FEVER": 72.66, + "FiQA2018": 42.79, + "HotpotQA": 57.85, + "MSMARCO": 42.73, + "NFCorpus": 32.63, + "NQ": 55.09, + "QuoraRetrieval": 88.47, + "SCIDOCS": 15.51, + "SciFact": 63.42, + "TRECCOVID": 56.68, + "Touche2020": 28.29 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "gtr-t5-large", + "BIOSSES": 84.86, + "SICK-R": 73.39, + "STS12": 70.33, + "STS13": 82.19, + "STS14": 77.16, + "STS15": 86.31, + "STS16": 81.85, + "STS17 (ar-ar)": 10.19, + "STS17 (en-ar)": -5.77, + "STS17 (en-de)": 67.43, + "STS17 (en-en)": 83.93, + "STS17 (en-tr)": 8.75, + "STS17 (es-en)": 54.96, + "STS17 (es-es)": 82.74, + "STS17 (fr-en)": 60.5, + "STS17 (it-en)": 46.26, + "STS17 (ko-ko)": 8.96, + "STS17 (nl-en)": 47.48, + "STS22 (ar)": 34.97, + "STS22 (de)": 51.7, + "STS22 (de-en)": 48.76, + "STS22 (de-fr)": 57.5, + "STS22 (de-pl)": 32.76, + "STS22 (en)": 64.3, + "STS22 (es)": 57.49, + "STS22 (es-en)": 67.76, + "STS22 (es-it)": 57.18, + "STS22 (fr)": 78.7, + "STS22 (fr-pl)": 61.98, + "STS22 (it)": 67.67, + "STS22 (pl)": 30.68, + "STS22 (pl-en)": 54.17, + "STS22 (ru)": 15.36, + "STS22 (tr)": 58.12, + "STS22 (zh)": 27.32, + "STS22 (zh-en)": 29.42, + "STSBenchmark": 77.6 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "gtr-t5-large", + "SummEval": 29.5 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "gtr-t5-large" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "gtr-t5-large" + } + ] + } + }, + "e5-small": { + "BitextMining": { + "f1": [ + { + "Model": "e5-small", + "BornholmBitextMining": 40.27 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "e5-small", + "AngryTweetsClassification": 43.6, + "DKHateClassification": 57.57, + "DanishPoliticalCommentsClassification": 28.37, + "LccSentimentClassification": 40.27, + "MassiveIntentClassification (da)": 41.89, + "MassiveIntentClassification (nb)": 40.25, + "MassiveIntentClassification (sv)": 40.07, + "MassiveScenarioClassification (da)": 49.93, + "MassiveScenarioClassification (nb)": 48.58, + "MassiveScenarioClassification (sv)": 47.06, + "NoRecClassification": 41.84, + "NordicLangClassification": 53.47, + "NorwegianParliament": 56.57, + "ScalaDaClassification": 50.15, + "ScalaNbClassification": 50.03 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "e5-small", + "BiorxivClusteringP2P": 36.1, + "BiorxivClusteringS2S": 31.51, + "MedrxivClusteringP2P": 31.31, + "MedrxivClusteringS2S": 28.32, + "RedditClustering": 43.27, + "RedditClusteringP2P": 57.22, + "StackExchangeClustering": 59.6, + "StackExchangeClusteringP2P": 30.82, + "TwentyNewsgroupsClustering": 37.65 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "e5-small" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "e5-small" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "e5-small" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "e5-small" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "e5-small" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "e5-small" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "e5-small" + } + ] + } + }, + "all-MiniLM-L6-v2": { + "BitextMining": { + "f1": [ + { + "Model": "all-MiniLM-L6-v2", + "BornholmBitextMining": 29.68, + "BornholmBitextMining (dan-Latn)": 29.68, + "Tatoeba (kab-Latn_eng-Latn)": 0.96, + "Tatoeba (aze-Latn_eng-Latn)": 1.04, + "Tatoeba (wuu-Hans_eng-Latn)": 0.6, + "Tatoeba (fra-Latn_eng-Latn)": 8.17, + "Tatoeba (nov-Latn_eng-Latn)": 13.97, + "Tatoeba (slk-Latn_eng-Latn)": 3.27, + "Tatoeba (mkd-Cyrl_eng-Latn)": 0.0, + "Tatoeba (ukr-Cyrl_eng-Latn)": 0.3, + "Tatoeba (kur-Latn_eng-Latn)": 5.21, + "Tatoeba (hin-Deva_eng-Latn)": 0.0, + "Tatoeba (tgl-Latn_eng-Latn)": 2.69, + "Tatoeba (jav-Latn_eng-Latn)": 3.37, + "Tatoeba (nob-Latn_eng-Latn)": 4.34, + "Tatoeba (tam-Taml_eng-Latn)": 0.33, + "Tatoeba (hsb-Latn_eng-Latn)": 2.65, + "Tatoeba (srp-Cyrl_eng-Latn)": 1.28, + "Tatoeba (cat-Latn_eng-Latn)": 6.93, + "Tatoeba (jpn-Jpan_eng-Latn)": 0.97, + "Tatoeba (kzj-Latn_eng-Latn)": 2.78, + "Tatoeba (uig-Arab_eng-Latn)": 0.2, + "Tatoeba (max-Deva_eng-Latn)": 6.93, + "Tatoeba (dtp-Latn_eng-Latn)": 1.88, + "Tatoeba (cbk-Latn_eng-Latn)": 7.04, + "Tatoeba (bre-Latn_eng-Latn)": 3.22, + "Tatoeba (arz-Arab_eng-Latn)": 0.0, + "Tatoeba (heb-Hebr_eng-Latn)": 0.22, + "Tatoeba (kat-Geor_eng-Latn)": 0.3, + "Tatoeba (yid-Hebr_eng-Latn)": 0.14, + "Tatoeba (lit-Latn_eng-Latn)": 0.92, + "Tatoeba (ber-Tfng_eng-Latn)": 4.69, + "Tatoeba (hun-Latn_eng-Latn)": 3.56, + "Tatoeba (mhr-Cyrl_eng-Latn)": 0.0, + "Tatoeba (isl-Latn_eng-Latn)": 2.37, + "Tatoeba (ind-Latn_eng-Latn)": 3.86, + "Tatoeba (tuk-Latn_eng-Latn)": 3.52, + "Tatoeba (kor-Hang_eng-Latn)": 0.45, + "Tatoeba (ara-Arab_eng-Latn)": 0.0, + "Tatoeba (tzl-Latn_eng-Latn)": 4.58, + "Tatoeba (swe-Latn_eng-Latn)": 6.06, + "Tatoeba (ang-Latn_eng-Latn)": 15.64, + "Tatoeba (mon-Cyrl_eng-Latn)": 0.38, + "Tatoeba (urd-Arab_eng-Latn)": 0.1, + "Tatoeba (vie-Latn_eng-Latn)": 3.07, + "Tatoeba (ina-Latn_eng-Latn)": 17.63, + "Tatoeba (hrv-Latn_eng-Latn)": 3.83, + "Tatoeba (war-Latn_eng-Latn)": 4.94, + "Tatoeba (cor-Latn_eng-Latn)": 2.41, + "Tatoeba (tur-Latn_eng-Latn)": 3.59, + "Tatoeba (bul-Cyrl_eng-Latn)": 0.21, + "Tatoeba (spa-Latn_eng-Latn)": 5.63, + "Tatoeba (tel-Telu_eng-Latn)": 0.46, + "Tatoeba (nds-Latn_eng-Latn)": 9.56, + "Tatoeba (lvs-Latn_eng-Latn)": 2.61, + "Tatoeba (amh-Ethi_eng-Latn)": 0.25, + "Tatoeba (pms-Latn_eng-Latn)": 7.62, + "Tatoeba (xho-Latn_eng-Latn)": 4.01, + "Tatoeba (epo-Latn_eng-Latn)": 5.46, + "Tatoeba (por-Latn_eng-Latn)": 8.29, + "Tatoeba (ile-Latn_eng-Latn)": 13.54, + "Tatoeba (ell-Grek_eng-Latn)": 0.1, + "Tatoeba (oci-Latn_eng-Latn)": 6.55, + "Tatoeba (pes-Arab_eng-Latn)": 0.0, + "Tatoeba (tat-Cyrl_eng-Latn)": 0.44, + "Tatoeba (awa-Deva_eng-Latn)": 0.51, + "Tatoeba (fao-Latn_eng-Latn)": 5.33, + "Tatoeba (swg-Latn_eng-Latn)": 8.92, + "Tatoeba (uzb-Latn_eng-Latn)": 2.34, + "Tatoeba (cym-Latn_eng-Latn)": 6.09, + "Tatoeba (mar-Deva_eng-Latn)": 0.0, + "Tatoeba (fry-Latn_eng-Latn)": 11.22, + "Tatoeba (ces-Latn_eng-Latn)": 3.04, + "Tatoeba (afr-Latn_eng-Latn)": 5.89, + "Tatoeba (csb-Latn_eng-Latn)": 3.78, + "Tatoeba (pol-Latn_eng-Latn)": 2.58, + "Tatoeba (gla-Latn_eng-Latn)": 2.7, + "Tatoeba (deu-Latn_eng-Latn)": 7.89, + "Tatoeba (cmn-Hans_eng-Latn)": 1.92, + "Tatoeba (ita-Latn_eng-Latn)": 9.9, + "Tatoeba (ben-Beng_eng-Latn)": 0.0, + "Tatoeba (glg-Latn_eng-Latn)": 9.31, + "Tatoeba (dsb-Latn_eng-Latn)": 2.9, + "Tatoeba (pam-Latn_eng-Latn)": 3.54, + "Tatoeba (ast-Latn_eng-Latn)": 6.84, + "Tatoeba (bos-Latn_eng-Latn)": 5.58, + "Tatoeba (nld-Latn_eng-Latn)": 10.16, + "Tatoeba (bel-Cyrl_eng-Latn)": 0.5, + "Tatoeba (orv-Cyrl_eng-Latn)": 0.0, + "Tatoeba (gsw-Latn_eng-Latn)": 11.33, + "Tatoeba (dan-Latn_eng-Latn)": 7.84, + "Tatoeba (hye-Armn_eng-Latn)": 0.41, + "Tatoeba (mal-Mlym_eng-Latn)": 0.15, + "Tatoeba (arq-Arab_eng-Latn)": 0.11, + "Tatoeba (kaz-Cyrl_eng-Latn)": 0.42, + "Tatoeba (khm-Khmr_eng-Latn)": 0.42, + "Tatoeba (tha-Thai_eng-Latn)": 0.3, + "Tatoeba (swh-Latn_eng-Latn)": 5.8, + "Tatoeba (gle-Latn_eng-Latn)": 2.75, + "Tatoeba (ceb-Latn_eng-Latn)": 3.39, + "Tatoeba (sqi-Latn_eng-Latn)": 3.58, + "Tatoeba (slv-Latn_eng-Latn)": 3.25, + "Tatoeba (ido-Latn_eng-Latn)": 7.48, + "Tatoeba (yue-Hant_eng-Latn)": 0.86, + "Tatoeba (nno-Latn_eng-Latn)": 5.38, + "Tatoeba (est-Latn_eng-Latn)": 2.36, + "Tatoeba (lfn-Latn_eng-Latn)": 4.55, + "Tatoeba (lat-Latn_eng-Latn)": 5.04, + "Tatoeba (cha-Latn_eng-Latn)": 13.29, + "Tatoeba (eus-Latn_eng-Latn)": 5.54, + "Tatoeba (fin-Latn_eng-Latn)": 2.79, + "Tatoeba (rus-Cyrl_eng-Latn)": 0.07, + "Tatoeba (ron-Latn_eng-Latn)": 6.82, + "Tatoeba (zsm-Latn_eng-Latn)": 4.24 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "all-MiniLM-L6-v2", + "AllegroReviews (pol-Latn)": 24.64, + "AmazonCounterfactualClassification (en)": 63.64, + "AmazonCounterfactualClassification (en-ext)": 65.59, + "AmazonCounterfactualClassification (deu-Latn)": 57.82, + "AmazonCounterfactualClassification (jpn-Jpan)": 60.9, + "AmazonPolarityClassification": 64.26, + "AmazonReviewsClassification (en)": 30.85, + "AmazonReviewsClassification (deu-Latn)": 26.44, + "AmazonReviewsClassification (spa-Latn)": 27.35, + "AmazonReviewsClassification (fra-Latn)": 26.88, + "AmazonReviewsClassification (jpn-Jpan)": 23.78, + "AmazonReviewsClassification (cmn-Hans)": 23.67, + "AngryTweetsClassification": 42.49, + "AngryTweetsClassification (dan-Latn)": 42.48, + "Banking77Classification": 80.04, + "CBD (pol-Latn)": 50.9, + "DKHateClassification": 55.05, + "DanishPoliticalCommentsClassification": 26.96, + "DanishPoliticalCommentsClassification (dan-Latn)": 26.7, + "EmotionClassification": 40.83, + "GeoreviewClassification (rus-Cyrl)": 27.08, + "HeadlineClassification (rus-Cyrl)": 27.77, + "IFlyTek (cmn-Hans)": 16.09, + "ImdbClassification": 61.76, + "InappropriatenessClassification (rus-Cyrl)": 51.73, + "JDReview (cmn-Hans)": 59.98, + "KinopoiskClassification (rus-Cyrl)": 33.93, + "LccSentimentClassification": 38.47, + "LccSentimentClassification (dan-Latn)": 38.53, + "MTOPDomainClassification (en)": 91.68, + "MTOPDomainClassification (deu-Latn)": 70.47, + "MTOPDomainClassification (spa-Latn)": 72.99, + "MTOPDomainClassification (fra-Latn)": 75.1, + "MTOPDomainClassification (hin-Deva)": 40.74, + "MTOPDomainClassification (tha-Thai)": 15.66, + "MTOPIntentClassification (en)": 61.55, + "MTOPIntentClassification (deu-Latn)": 45.7, + "MTOPIntentClassification (spa-Latn)": 44.19, + "MTOPIntentClassification (fra-Latn)": 39.67, + "MTOPIntentClassification (hin-Deva)": 18.69, + "MTOPIntentClassification (tha-Thai)": 5.78, + "MasakhaNEWSClassification (fra)": 74.05, + "MasakhaNEWSClassification (amh-Ethi)": 33.03, + "MasakhaNEWSClassification (eng)": 77.11, + "MasakhaNEWSClassification (fra-Latn)": 68.84, + "MasakhaNEWSClassification (hau-Latn)": 50.49, + "MasakhaNEWSClassification (ibo-Latn)": 52.15, + "MasakhaNEWSClassification (lin-Latn)": 68.29, + "MasakhaNEWSClassification (lug-Latn)": 47.58, + "MasakhaNEWSClassification (orm-Ethi)": 50.68, + "MasakhaNEWSClassification (pcm-Latn)": 92.56, + "MasakhaNEWSClassification (run-Latn)": 54.81, + "MasakhaNEWSClassification (sna-Latn)": 65.58, + "MasakhaNEWSClassification (som-Latn)": 39.8, + "MasakhaNEWSClassification (swa-Latn)": 47.25, + "MasakhaNEWSClassification (tir-Ethi)": 28.97, + "MasakhaNEWSClassification (xho-Latn)": 54.14, + "MasakhaNEWSClassification (yor-Latn)": 55.01, + "MassiveIntentClassification (en)": 66.94, + "MassiveIntentClassification (da)": 40.99, + "MassiveIntentClassification (nb)": 39.34, + "MassiveIntentClassification (sv)": 38.1, + "MassiveIntentClassification (aze-Latn)": 30.63, + "MassiveIntentClassification (spa-Latn)": 39.88, + "MassiveIntentClassification (tam-Taml)": 11.31, + "MassiveIntentClassification (swe-Latn)": 38.09, + "MassiveIntentClassification (fas-Arab)": 19.1, + "MassiveIntentClassification (khm-Khmr)": 4.89, + "MassiveIntentClassification (mon-Cyrl)": 20.35, + "MassiveIntentClassification (hye-Armn)": 7.62, + "MassiveIntentClassification (kan-Knda)": 3.14, + "MassiveIntentClassification (cmo-Hans)": 24.4, + "MassiveIntentClassification (rus-Cyrl)": 27.58, + "MassiveIntentClassification (jpn-Jpan)": 31.87, + "MassiveIntentClassification (deu-Latn)": 43.44, + "MassiveIntentClassification (ind-Latn)": 39.02, + "MassiveIntentClassification (cym-Latn)": 34.54, + "MassiveIntentClassification (nld-Latn)": 40.2, + "MassiveIntentClassification (hin-Deva)": 17.7, + "MassiveIntentClassification (afr-Latn)": 37.45, + "MassiveIntentClassification (ell-Grek)": 24.19, + "MassiveIntentClassification (mal-Mlym)": 2.87, + "MassiveIntentClassification (por-Latn)": 43.76, + "MassiveIntentClassification (sqi-Latn)": 40.7, + "MassiveIntentClassification (urd-Arab)": 14.42, + "MassiveIntentClassification (vie-Latn)": 37.09, + "MassiveIntentClassification (hun-Latn)": 35.69, + "MassiveIntentClassification (ron-Latn)": 40.54, + "MassiveIntentClassification (ara-Arab)": 19.05, + "MassiveIntentClassification (nob-Latn)": 39.36, + "MassiveIntentClassification (slv-Latn)": 36.7, + "MassiveIntentClassification (lav-Latn)": 36.97, + "MassiveIntentClassification (heb-Hebr)": 22.48, + "MassiveIntentClassification (pol-Latn)": 36.07, + "MassiveIntentClassification (ita-Latn)": 41.59, + "MassiveIntentClassification (msa-Latn)": 35.07, + "MassiveIntentClassification (mya-Mymr)": 4.24, + "MassiveIntentClassification (isl-Latn)": 29.95, + "MassiveIntentClassification (tel-Telu)": 2.46, + "MassiveIntentClassification (swa-Latn)": 34.98, + "MassiveIntentClassification (amh-Ethi)": 2.62, + "MassiveIntentClassification (cmo-Hant)": 22.56, + "MassiveIntentClassification (tha-Thai)": 11.26, + "MassiveIntentClassification (ben-Beng)": 13.1, + "MassiveIntentClassification (fin-Latn)": 38.37, + "MassiveIntentClassification (fra-Latn)": 42.55, + "MassiveIntentClassification (kor-Kore)": 16.05, + "MassiveIntentClassification (kat-Geor)": 9.07, + "MassiveIntentClassification (dan-Latn)": 41.0, + "MassiveIntentClassification (tur-Latn)": 33.76, + "MassiveIntentClassification (tgl-Latn)": 37.92, + "MassiveIntentClassification (jav-Latn)": 35.91, + "MassiveScenarioClassification (en)": 73.81, + "MassiveScenarioClassification (da)": 47.01, + "MassiveScenarioClassification (nb)": 44.67, + "MassiveScenarioClassification (sv)": 42.93, + "MassiveScenarioClassification (mal-Mlym)": 7.67, + "MassiveScenarioClassification (khm-Khmr)": 9.25, + "MassiveScenarioClassification (deu-Latn)": 51.47, + "MassiveScenarioClassification (msa-Latn)": 43.67, + "MassiveScenarioClassification (heb-Hebr)": 24.01, + "MassiveScenarioClassification (mon-Cyrl)": 25.47, + "MassiveScenarioClassification (mya-Mymr)": 10.61, + "MassiveScenarioClassification (ind-Latn)": 43.46, + "MassiveScenarioClassification (nob-Latn)": 44.67, + "MassiveScenarioClassification (fra-Latn)": 51.14, + "MassiveScenarioClassification (tgl-Latn)": 45.69, + "MassiveScenarioClassification (amh-Ethi)": 7.57, + "MassiveScenarioClassification (fas-Arab)": 23.97, + "MassiveScenarioClassification (vie-Latn)": 40.47, + "MassiveScenarioClassification (sqi-Latn)": 47.21, + "MassiveScenarioClassification (dan-Latn)": 47.02, + "MassiveScenarioClassification (spa-Latn)": 49.0, + "MassiveScenarioClassification (pol-Latn)": 43.82, + "MassiveScenarioClassification (tel-Telu)": 7.95, + "MassiveScenarioClassification (tha-Thai)": 19.5, + "MassiveScenarioClassification (kor-Kore)": 20.3, + "MassiveScenarioClassification (cmo-Hans)": 33.65, + "MassiveScenarioClassification (urd-Arab)": 23.73, + "MassiveScenarioClassification (aze-Latn)": 35.59, + "MassiveScenarioClassification (ron-Latn)": 48.23, + "MassiveScenarioClassification (jav-Latn)": 43.59, + "MassiveScenarioClassification (slv-Latn)": 41.9, + "MassiveScenarioClassification (kat-Geor)": 14.92, + "MassiveScenarioClassification (lav-Latn)": 40.43, + "MassiveScenarioClassification (cym-Latn)": 39.0, + "MassiveScenarioClassification (swe-Latn)": 42.95, + "MassiveScenarioClassification (rus-Cyrl)": 30.46, + "MassiveScenarioClassification (ben-Beng)": 20.56, + "MassiveScenarioClassification (por-Latn)": 50.72, + "MassiveScenarioClassification (hye-Armn)": 13.03, + "MassiveScenarioClassification (jpn-Jpan)": 37.3, + "MassiveScenarioClassification (nld-Latn)": 48.43, + "MassiveScenarioClassification (swa-Latn)": 43.32, + "MassiveScenarioClassification (tam-Taml)": 17.37, + "MassiveScenarioClassification (isl-Latn)": 36.12, + "MassiveScenarioClassification (kan-Knda)": 7.85, + "MassiveScenarioClassification (ell-Grek)": 31.3, + "MassiveScenarioClassification (tur-Latn)": 38.85, + "MassiveScenarioClassification (cmo-Hant)": 31.18, + "MassiveScenarioClassification (fin-Latn)": 42.38, + "MassiveScenarioClassification (hin-Deva)": 23.71, + "MassiveScenarioClassification (ara-Arab)": 25.99, + "MassiveScenarioClassification (hun-Latn)": 41.61, + "MassiveScenarioClassification (afr-Latn)": 43.87, + "MassiveScenarioClassification (ita-Latn)": 49.8, + "MultilingualSentiment (cmn-Hans)": 41.28, + "NoRecClassification": 40.02, + "NoRecClassification (nob-Latn)": 37.93, + "NordicLangClassification": 54.71, + "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 54.7, + "NorwegianParliament": 54.8, + "OnlineShopping (cmn-Hans)": 57.74, + "PAC (pol-Latn)": 59.78, + "PolEmo2.0-IN (pol-Latn)": 40.29, + "PolEmo2.0-OUT (pol-Latn)": 25.0, + "RuReviewsClassification (rus-Cyrl)": 41.79, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 10.08, + "RuSciBenchOECDClassification (rus-Cyrl)": 8.3, + "ScalaDaClassification": 50.03, + "ScalaNbClassification": 50.17, + "TNews (cmn-Hans)": 20.12, + "ToxicConversationsClassification": 62.09, + "TweetSentimentExtractionClassification": 54.04, + "Waimai (cmn-Hans)": 62.72 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "all-MiniLM-L6-v2", + "AlloProfClusteringP2P": 51.83, + "AlloProfClusteringS2S": 32.07, + "ArxivClusteringP2P": 46.55, + "ArxivClusteringS2S": 37.86, + "BiorxivClusteringP2P": 38.37, + "BiorxivClusteringS2S": 32.88, + "GeoreviewClusteringP2P (rus-Cyrl)": 20.25, + "HALClusteringS2S": 18.84, + "MLSUMClusteringP2P": 36.74, + "MLSUMClusteringP2P (rus-Cyrl)": 23.91, + "MLSUMClusteringS2S": 28.12, + "MLSUMClusteringS2S (rus-Cyrl)": 19.07, + "MasakhaNEWSClusteringP2P (fra)": 34.92, + "MasakhaNEWSClusteringP2P (amh-Ethi)": 43.85, + "MasakhaNEWSClusteringP2P (eng)": 48.88, + "MasakhaNEWSClusteringP2P (fra-Latn)": 34.92, + "MasakhaNEWSClusteringP2P (hau-Latn)": 24.77, + "MasakhaNEWSClusteringP2P (ibo-Latn)": 45.94, + "MasakhaNEWSClusteringP2P (lin-Latn)": 69.56, + "MasakhaNEWSClusteringP2P (lug-Latn)": 49.4, + "MasakhaNEWSClusteringP2P (orm-Ethi)": 25.34, + "MasakhaNEWSClusteringP2P (pcm-Latn)": 85.57, + "MasakhaNEWSClusteringP2P (run-Latn)": 50.75, + "MasakhaNEWSClusteringP2P (sna-Latn)": 41.68, + "MasakhaNEWSClusteringP2P (som-Latn)": 29.02, + "MasakhaNEWSClusteringP2P (swa-Latn)": 21.87, + "MasakhaNEWSClusteringP2P (tir-Ethi)": 42.93, + "MasakhaNEWSClusteringP2P (xho-Latn)": 28.58, + "MasakhaNEWSClusteringP2P (yor-Latn)": 31.45, + "MasakhaNEWSClusteringS2S (fra)": 40.58, + "MasakhaNEWSClusteringS2S (amh-Ethi)": 45.44, + "MasakhaNEWSClusteringS2S (eng)": 41.09, + "MasakhaNEWSClusteringS2S (fra-Latn)": 40.58, + "MasakhaNEWSClusteringS2S (hau-Latn)": 15.42, + "MasakhaNEWSClusteringS2S (ibo-Latn)": 37.02, + "MasakhaNEWSClusteringS2S (lin-Latn)": 65.14, + "MasakhaNEWSClusteringS2S (lug-Latn)": 44.21, + "MasakhaNEWSClusteringS2S (orm-Ethi)": 24.79, + "MasakhaNEWSClusteringS2S (pcm-Latn)": 61.48, + "MasakhaNEWSClusteringS2S (run-Latn)": 51.25, + "MasakhaNEWSClusteringS2S (sna-Latn)": 42.74, + "MasakhaNEWSClusteringS2S (som-Latn)": 30.08, + "MasakhaNEWSClusteringS2S (swa-Latn)": 9.55, + "MasakhaNEWSClusteringS2S (tir-Ethi)": 46.04, + "MasakhaNEWSClusteringS2S (xho-Latn)": 27.08, + "MasakhaNEWSClusteringS2S (yor-Latn)": 31.04, + "MedrxivClusteringP2P": 34.39, + "MedrxivClusteringS2S": 31.86, + "RedditClustering": 50.7, + "RedditClusteringP2P": 54.8, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 10.21, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 9.43, + "StackExchangeClustering": 53.14, + "StackExchangeClusteringP2P": 34.26, + "TwentyNewsgroupsClustering": 46.49 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "all-MiniLM-L6-v2", + "CDSC-E (pol-Latn)": 47.27, + "OpusparcusPC (fr)": 86.53, + "OpusparcusPC (deu-Latn)": 89.91, + "OpusparcusPC (en)": 97.46, + "OpusparcusPC (fin-Latn)": 85.44, + "OpusparcusPC (fra-Latn)": 86.53, + "OpusparcusPC (rus-Cyrl)": 79.28, + "OpusparcusPC (swe-Latn)": 83.78, + "PSC (pol-Latn)": 81.87, + "PawsXPairClassification (fr)": 55.4, + "PawsXPairClassification (deu-Latn)": 51.22, + "PawsXPairClassification (en)": 59.1, + "PawsXPairClassification (spa-Latn)": 52.21, + "PawsXPairClassification (fra-Latn)": 55.41, + "PawsXPairClassification (jpn-Hira)": 48.97, + "PawsXPairClassification (kor-Hang)": 50.53, + "PawsXPairClassification (cmn-Hans)": 53.11, + "SICK-E-PL (pol-Latn)": 47.32, + "SprintDuplicateQuestions": 94.55, + "TERRa (rus-Cyrl)": 45.03, + "TwitterSemEval2015": 67.86, + "TwitterURLCorpus": 84.7 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "all-MiniLM-L6-v2", + "AlloprofReranking": 31.69, + "AlloprofReranking (fra-Latn)": 62.62, + "AskUbuntuDupQuestions": 63.48, + "MMarcoReranking (cmn-Hans)": 4.74, + "MindSmallReranking": 30.8, + "RuBQReranking (rus-Cyrl)": 27.05, + "SciDocsRR": 87.12, + "StackOverflowDupQuestions": 50.76, + "SyntecReranking": 59.57, + "SyntecReranking (fra-Latn)": 67.31, + "T2Reranking (cmn-Hans)": 56.26 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "all-MiniLM-L6-v2", + "AILACasedocs": 19.72, + "AILAStatutes": 20.52, + "ARCChallenge": 9.48, + "AlloprofRetrieval": 28.41, + "AlloprofRetrieval (fra-Latn)": 28.41, + "AlphaNLI": 28.19, + "ArguAna": 50.17, + "ArguAna-PL (pol-Latn)": 11.5, + "BSARDRetrieval": 0.0, + "BSARDRetrieval (fra-Latn)": 4.8, + "CQADupstackRetrieval": 41.32, + "ClimateFEVER": 20.27, + "CmedqaRetrieval (cmn-Hans)": 2.03, + "CovidRetrieval (cmn-Hans)": 0.8, + "DBPedia": 32.33, + "DuRetrieval (cmn-Hans)": 3.03, + "EcomRetrieval (cmn-Hans)": 3.7, + "FEVER": 51.93, + "FiQA-PL (pol-Latn)": 2.29, + "FiQA2018": 36.87, + "GerDaLIRSmall (deu-Latn)": 2.41, + "HellaSwag": 24.21, + "HotpotQA": 46.51, + "LEMBNarrativeQARetrieval": 18.27, + "LEMBNeedleRetrieval": 20.0, + "LEMBPasskeyRetrieval": 23.25, + "LEMBQMSumRetrieval": 16.32, + "LEMBSummScreenFDRetrieval": 54.8, + "LEMBWikimQARetrieval": 46.23, + "LeCaRDv2 (zho-Hans)": 17.5, + "LegalBenchConsumerContractsQA": 65.6, + "LegalBenchCorporateLobbying": 86.41, + "LegalQuAD (deu-Latn)": 11.81, + "LegalSummarization": 59.0, + "MIRACLRetrieval (rus-Cyrl)": 0.39, + "MMarcoRetrieval (cmn-Hans)": 6.21, + "MSMARCO": 36.54, + "MedicalRetrieval (cmn-Hans)": 1.76, + "MintakaRetrieval (fr)": 9.19, + "MintakaRetrieval (ara-Arab)": 2.22, + "MintakaRetrieval (deu-Latn)": 15.43, + "MintakaRetrieval (spa-Latn)": 7.72, + "MintakaRetrieval (fra-Latn)": 9.19, + "MintakaRetrieval (hin-Deva)": 2.65, + "MintakaRetrieval (ita-Latn)": 8.48, + "MintakaRetrieval (jpn-Hira)": 6.7, + "MintakaRetrieval (por-Latn)": 9.76, + "NFCorpus": 31.59, + "NFCorpus-PL (pol-Latn)": 10.62, + "NQ": 43.87, + "PIQA": 25.28, + "Quail": 3.92, + "QuoraRetrieval": 87.56, + "RARbCode": 44.27, + "RARbMath": 68.19, + "RiaNewsRetrieval (rus-Cyrl)": 0.67, + "RuBQRetrieval (rus-Cyrl)": 2.64, + "SCIDOCS": 21.64, + "SCIDOCS-PL (pol-Latn)": 3.75, + "SIQA": 1.56, + "SciFact": 64.51, + "SciFact-PL (pol-Latn)": 16.14, + "SpartQA": 1.65, + "SyntecRetrieval": 60.15, + "SyntecRetrieval (fra-Latn)": 60.15, + "T2Retrieval (cmn-Hans)": 1.6, + "TRECCOVID": 47.25, + "TRECCOVID-PL (pol-Latn)": 8.66, + "TempReasonL1": 1.53, + "TempReasonL2Fact": 17.65, + "TempReasonL2Pure": 0.46, + "TempReasonL3Fact": 14.16, + "TempReasonL3Pure": 6.33, + "Touche2020": 16.9, + "VideoRetrieval (cmn-Hans)": 9.79, + "WinoGrande": 47.33, + "XPQARetrieval (fr)": 51.79, + "XPQARetrieval (ara-Arab_ara-Arab)": 8.03, + "XPQARetrieval (eng-Latn_ara-Arab)": 1.86, + "XPQARetrieval (ara-Arab_eng-Latn)": 6.87, + "XPQARetrieval (deu-Latn_deu-Latn)": 53.25, + "XPQARetrieval (eng-Latn_deu-Latn)": 10.99, + "XPQARetrieval (deu-Latn_eng-Latn)": 27.59, + "XPQARetrieval (spa-Latn_spa-Latn)": 38.87, + "XPQARetrieval (eng-Latn_spa-Latn)": 5.46, + "XPQARetrieval (spa-Latn_eng-Latn)": 22.2, + "XPQARetrieval (fra-Latn_fra-Latn)": 51.79, + "XPQARetrieval (eng-Latn_fra-Latn)": 8.57, + "XPQARetrieval (fra-Latn_eng-Latn)": 31.36, + "XPQARetrieval (hin-Deva_hin-Deva)": 35.3, + "XPQARetrieval (eng-Latn_hin-Deva)": 6.28, + "XPQARetrieval (hin-Deva_eng-Latn)": 6.0, + "XPQARetrieval (ita-Latn_ita-Latn)": 54.57, + "XPQARetrieval (eng-Latn_ita-Latn)": 6.79, + "XPQARetrieval (ita-Latn_eng-Latn)": 24.13, + "XPQARetrieval (jpn-Hira_jpn-Hira)": 39.23, + "XPQARetrieval (eng-Latn_jpn-Hira)": 4.1, + "XPQARetrieval (jpn-Hira_eng-Latn)": 13.05, + "XPQARetrieval (kor-Hang_kor-Hang)": 10.24, + "XPQARetrieval (eng-Latn_kor-Hang)": 5.72, + "XPQARetrieval (kor-Hang_eng-Latn)": 6.37, + "XPQARetrieval (pol-Latn_pol-Latn)": 22.33, + "XPQARetrieval (eng-Latn_pol-Latn)": 7.58, + "XPQARetrieval (pol-Latn_eng-Latn)": 14.43, + "XPQARetrieval (por-Latn_por-Latn)": 31.93, + "XPQARetrieval (eng-Latn_por-Latn)": 5.9, + "XPQARetrieval (por-Latn_eng-Latn)": 20.74, + "XPQARetrieval (tam-Taml_tam-Taml)": 7.43, + "XPQARetrieval (eng-Latn_tam-Taml)": 3.42, + "XPQARetrieval (tam-Taml_eng-Latn)": 2.91, + "XPQARetrieval (cmn-Hans_cmn-Hans)": 19.39, + "XPQARetrieval (eng-Latn_cmn-Hans)": 5.05, + "XPQARetrieval (cmn-Hans_eng-Latn)": 8.77 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "all-MiniLM-L6-v2", + "AFQMC (cmn-Hans)": 8.59, + "ATEC (cmn-Hans)": 13.52, + "BIOSSES": 81.64, + "BQ (cmn-Hans)": 23.84, + "CDSC-R (pol-Latn)": 79.45, + "LCQMC (cmn-Hans)": 23.85, + "PAWSX (cmn-Hans)": 7.21, + "RUParaPhraserSTS (rus-Cyrl)": 43.93, + "RuSTSBenchmarkSTS (rus-Cyrl)": 55.56, + "SICK-R": 77.58, + "SICK-R-PL (pol-Latn)": 52.43, + "SICKFr": 62.48, + "SICKFr (fra-Latn)": 62.48, + "STS12": 72.37, + "STS13": 80.6, + "STS14": 75.59, + "STS15": 85.39, + "STS16": 78.99, + "STS17 (ar-ar)": 50.89, + "STS17 (en-ar)": -4.28, + "STS17 (en-de)": 35.82, + "STS17 (en-en)": 87.59, + "STS17 (en-tr)": 4.5, + "STS17 (es-en)": 16.31, + "STS17 (es-es)": 76.12, + "STS17 (fr-en)": 37.09, + "STS17 (it-en)": 24.45, + "STS17 (ko-ko)": 43.39, + "STS17 (nl-en)": 29.0, + "STS17 (ara-Arab)": 50.89, + "STS17 (spa-Latn_eng-Latn)": 16.31, + "STS17 (kor-Hang)": 43.39, + "STS17 (eng-Latn_tur-Latn)": 4.5, + "STS17 (fra-Latn_eng-Latn)": 37.09, + "STS17 (nld-Latn_eng-Latn)": 29.0, + "STS17 (eng-Latn_ara-Arab)": -4.28, + "STS17 (spa-Latn)": 76.12, + "STS17 (eng-Latn_deu-Latn)": 35.82, + "STS17 (ita-Latn_eng-Latn)": 24.45, + "STS22 (ar)": 22.64, + "STS22 (de)": 31.04, + "STS22 (de-en)": 44.04, + "STS22 (de-fr)": 30.07, + "STS22 (de-pl)": 4.93, + "STS22 (en)": 67.71, + "STS22 (es)": 54.78, + "STS22 (es-en)": 53.42, + "STS22 (es-it)": 44.27, + "STS22 (fr)": 77.0, + "STS22 (fr-pl)": 50.71, + "STS22 (it)": 60.4, + "STS22 (pl)": 26.77, + "STS22 (pl-en)": 32.8, + "STS22 (ru)": 14.72, + "STS22 (tr)": 33.69, + "STS22 (zh)": 44.93, + "STS22 (zh-en)": 41.64, + "STS22 (ara-Arab)": 22.64, + "STS22 (rus-Cyrl)": 14.72, + "STS22 (tur-Latn)": 33.69, + "STS22 (pol-Latn)": 26.77, + "STS22 (spa-Latn_eng-Latn)": 53.42, + "STS22 (cmn-Hans)": 44.93, + "STS22 (spa-Latn)": 54.78, + "STS22 (deu-Latn_fra-Latn)": 30.07, + "STS22 (deu-Latn_pol-Latn)": -4.93, + "STS22 (fra-Latn)": 77.0, + "STS22 (deu-Latn)": 31.04, + "STS22 (pol-Latn_eng-Latn)": 32.8, + "STS22 (deu-Latn_eng-Latn)": 44.04, + "STS22 (cmn-Hans_eng-Latn)": 41.64, + "STS22 (spa-Latn_ita-Latn)": 44.27, + "STS22 (fra-Latn_pol-Latn)": 50.71, + "STS22 (ita-Latn)": 60.4, + "STSB (cmn-Hans)": 37.8, + "STSBenchmark": 82.03, + "STSBenchmarkMultilingualSTS (fr)": 64.93, + "STSBenchmarkMultilingualSTS (pol-Latn)": 56.42, + "STSBenchmarkMultilingualSTS (por-Latn)": 61.56, + "STSBenchmarkMultilingualSTS (ita-Latn)": 59.24, + "STSBenchmarkMultilingualSTS (fra-Latn)": 64.93, + "STSBenchmarkMultilingualSTS (deu-Latn)": 62.4, + "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.74, + "STSBenchmarkMultilingualSTS (spa-Latn)": 61.62, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 55.55, + "STSBenchmarkMultilingualSTS (en)": 82.03, + "STSBenchmarkMultilingualSTS (nld-Latn)": 55.46 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "all-MiniLM-L6-v2", + "SummEval": 30.81, + "SummEvalFr": 28.28, + "SummEvalFr (fra-Latn)": 28.29 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "all-MiniLM-L6-v2", + "CEDRClassification (rus-Cyrl)": 32.72, + "SensitiveTopicsClassification (rus-Cyrl)": 17.82 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "all-MiniLM-L6-v2" + } + ] + } + }, + "e5-base-v2": { + "BitextMining": { + "f1": [ + { + "Model": "e5-base-v2" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "e5-base-v2" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "e5-base-v2", + "BiorxivClusteringP2P": 37.12, + "BiorxivClusteringS2S": 33.41, + "MedrxivClusteringP2P": 31.82, + "MedrxivClusteringS2S": 29.68, + "RedditClustering": 56.54, + "RedditClusteringP2P": 63.23, + "StackExchangeClustering": 64.6, + "StackExchangeClusteringP2P": 33.02, + "TwentyNewsgroupsClustering": 49.86 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "e5-base-v2" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "e5-base-v2" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "e5-base-v2" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "e5-base-v2" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "e5-base-v2" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "e5-base-v2" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "e5-base-v2", + "Core17InstructionRetrieval": -2.9, + "News21InstructionRetrieval": -2.0, + "Robust04InstructionRetrieval": -6.73 + } + ] + } + }, + "rubert-tiny-turbo": { + "BitextMining": { + "f1": [ + { + "Model": "rubert-tiny-turbo", + "Tatoeba (rus-Cyrl_eng-Latn)": 83.14 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "rubert-tiny-turbo", + "AmazonPolarityClassification": 68.36, + "Banking77Classification": 59.86, + "EmotionClassification": 29.5, + "GeoreviewClassification (rus-Cyrl)": 41.36, + "HeadlineClassification (rus-Cyrl)": 68.9, + "ImdbClassification": 58.36, + "InappropriatenessClassification (rus-Cyrl)": 59.11, + "KinopoiskClassification (rus-Cyrl)": 50.47, + "MassiveIntentClassification (cmo-Hans)": 5.21, + "MassiveIntentClassification (kor-Kore)": 2.53, + "MassiveIntentClassification (hin-Deva)": 2.56, + "MassiveIntentClassification (kan-Knda)": 2.06, + "MassiveIntentClassification (kat-Geor)": 2.64, + "MassiveIntentClassification (amh-Ethi)": 2.28, + "MassiveIntentClassification (mya-Mymr)": 3.96, + "MassiveIntentClassification (ell-Grek)": 9.66, + "MassiveIntentClassification (lav-Latn)": 22.32, + "MassiveIntentClassification (mal-Mlym)": 2.39, + "MassiveIntentClassification (mon-Cyrl)": 28.99, + "MassiveIntentClassification (urd-Arab)": 2.45, + "MassiveIntentClassification (fas-Arab)": 3.34, + "MassiveIntentClassification (ron-Latn)": 31.72, + "MassiveIntentClassification (isl-Latn)": 24.85, + "MassiveIntentClassification (en)": 50.16, + "MassiveIntentClassification (hun-Latn)": 25.52, + "MassiveIntentClassification (fra-Latn)": 31.51, + "MassiveIntentClassification (tha-Thai)": 3.74, + "MassiveIntentClassification (deu-Latn)": 32.1, + "MassiveIntentClassification (tur-Latn)": 27.56, + "MassiveIntentClassification (por-Latn)": 34.35, + "MassiveIntentClassification (sqi-Latn)": 32.38, + "MassiveIntentClassification (cmo-Hant)": 6.81, + "MassiveIntentClassification (hye-Armn)": 2.72, + "MassiveIntentClassification (dan-Latn)": 33.95, + "MassiveIntentClassification (afr-Latn)": 30.4, + "MassiveIntentClassification (ara-Arab)": 3.8, + "MassiveIntentClassification (jav-Latn)": 28.53, + "MassiveIntentClassification (tel-Telu)": 2.21, + "MassiveIntentClassification (tgl-Latn)": 32.02, + "MassiveIntentClassification (swa-Latn)": 27.79, + "MassiveIntentClassification (jpn-Jpan)": 5.61, + "MassiveIntentClassification (msa-Latn)": 28.94, + "MassiveIntentClassification (nob-Latn)": 32.3, + "MassiveIntentClassification (fin-Latn)": 31.13, + "MassiveIntentClassification (ind-Latn)": 33.56, + "MassiveIntentClassification (cym-Latn)": 31.68, + "MassiveIntentClassification (slv-Latn)": 31.39, + "MassiveIntentClassification (spa-Latn)": 31.03, + "MassiveIntentClassification (ben-Beng)": 3.08, + "MassiveIntentClassification (swe-Latn)": 30.23, + "MassiveIntentClassification (rus-Cyrl)": 57.98, + "MassiveIntentClassification (aze-Latn)": 23.58, + "MassiveIntentClassification (ita-Latn)": 35.24, + "MassiveIntentClassification (pol-Latn)": 26.82, + "MassiveIntentClassification (vie-Latn)": 23.72, + "MassiveIntentClassification (tam-Taml)": 1.5, + "MassiveIntentClassification (heb-Hebr)": 2.25, + "MassiveIntentClassification (nld-Latn)": 32.44, + "MassiveIntentClassification (khm-Khmr)": 5.14, + "MassiveScenarioClassification (cmo-Hans)": 10.6, + "MassiveScenarioClassification (kor-Kore)": 5.63, + "MassiveScenarioClassification (hin-Deva)": 7.41, + "MassiveScenarioClassification (kan-Knda)": 7.6, + "MassiveScenarioClassification (kat-Geor)": 7.01, + "MassiveScenarioClassification (amh-Ethi)": 7.68, + "MassiveScenarioClassification (mya-Mymr)": 10.73, + "MassiveScenarioClassification (ell-Grek)": 17.95, + "MassiveScenarioClassification (lav-Latn)": 29.29, + "MassiveScenarioClassification (mal-Mlym)": 6.92, + "MassiveScenarioClassification (mon-Cyrl)": 33.7, + "MassiveScenarioClassification (urd-Arab)": 8.53, + "MassiveScenarioClassification (fas-Arab)": 6.62, + "MassiveScenarioClassification (ron-Latn)": 40.02, + "MassiveScenarioClassification (isl-Latn)": 33.1, + "MassiveScenarioClassification (en)": 61.29, + "MassiveScenarioClassification (hun-Latn)": 36.41, + "MassiveScenarioClassification (fra-Latn)": 42.9, + "MassiveScenarioClassification (tha-Thai)": 8.26, + "MassiveScenarioClassification (deu-Latn)": 42.07, + "MassiveScenarioClassification (tur-Latn)": 34.85, + "MassiveScenarioClassification (por-Latn)": 40.79, + "MassiveScenarioClassification (sqi-Latn)": 42.66, + "MassiveScenarioClassification (cmo-Hant)": 11.93, + "MassiveScenarioClassification (hye-Armn)": 8.78, + "MassiveScenarioClassification (dan-Latn)": 43.69, + "MassiveScenarioClassification (afr-Latn)": 40.84, + "MassiveScenarioClassification (ara-Arab)": 11.86, + "MassiveScenarioClassification (jav-Latn)": 37.23, + "MassiveScenarioClassification (tel-Telu)": 6.91, + "MassiveScenarioClassification (tgl-Latn)": 38.16, + "MassiveScenarioClassification (swa-Latn)": 35.66, + "MassiveScenarioClassification (jpn-Jpan)": 10.6, + "MassiveScenarioClassification (msa-Latn)": 38.97, + "MassiveScenarioClassification (nob-Latn)": 39.05, + "MassiveScenarioClassification (fin-Latn)": 35.19, + "MassiveScenarioClassification (ind-Latn)": 39.54, + "MassiveScenarioClassification (cym-Latn)": 39.85, + "MassiveScenarioClassification (slv-Latn)": 35.98, + "MassiveScenarioClassification (spa-Latn)": 37.13, + "MassiveScenarioClassification (ben-Beng)": 8.85, + "MassiveScenarioClassification (swe-Latn)": 36.12, + "MassiveScenarioClassification (rus-Cyrl)": 62.9, + "MassiveScenarioClassification (aze-Latn)": 30.32, + "MassiveScenarioClassification (ita-Latn)": 42.69, + "MassiveScenarioClassification (pol-Latn)": 31.62, + "MassiveScenarioClassification (vie-Latn)": 31.89, + "MassiveScenarioClassification (tam-Taml)": 7.01, + "MassiveScenarioClassification (heb-Hebr)": 7.61, + "MassiveScenarioClassification (nld-Latn)": 40.94, + "MassiveScenarioClassification (khm-Khmr)": 8.51, + "RuReviewsClassification (rus-Cyrl)": 60.66, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.93, + "RuSciBenchOECDClassification (rus-Cyrl)": 40.79, + "ToxicConversationsClassification": 57.77, + "TweetSentimentExtractionClassification": 55.3 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "rubert-tiny-turbo", + "ArxivClusteringP2P": 24.83, + "ArxivClusteringS2S": 16.68, + "BiorxivClusteringP2P": 20.0, + "BiorxivClusteringS2S": 12.67, + "GeoreviewClusteringP2P (rus-Cyrl)": 59.71, + "MLSUMClusteringP2P (rus-Cyrl)": 40.02, + "MLSUMClusteringS2S (rus-Cyrl)": 41.36, + "MedrxivClusteringP2P": 20.79, + "MedrxivClusteringS2S": 18.18, + "RedditClustering": 26.28, + "RedditClusteringP2P": 40.48, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 47.55, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.44, + "StackExchangeClustering": 33.51, + "StackExchangeClusteringP2P": 27.98, + "TwentyNewsgroupsClustering": 19.9 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "rubert-tiny-turbo", + "OpusparcusPC (rus-Cyrl)": 87.58, + "TERRa (rus-Cyrl)": 56.09 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "rubert-tiny-turbo", + "RuBQReranking (rus-Cyrl)": 62.15 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "rubert-tiny-turbo", + "AILACasedocs": 7.43, + "AILAStatutes": 13.62, + "ARCChallenge": 3.85, + "AlphaNLI": 14.15, + "ArguAna": 32.03, + "ClimateFEVER": 5.56, + "DBPedia": 9.61, + "RiaNewsRetrieval (rus-Cyrl)": 51.27, + "RuBQRetrieval (rus-Cyrl)": 51.73 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "rubert-tiny-turbo", + "RUParaPhraserSTS (rus-Cyrl)": 72.15, + "RuSTSBenchmarkSTS (rus-Cyrl)": 78.48, + "STS22 (cmn-Hans)": 32.83, + "STS22 (deu-Latn_fra-Latn)": 17.5, + "STS22 (pol-Latn_eng-Latn)": 42.08, + "STS22 (rus-Cyrl)": 60.06, + "STS22 (fra-Latn)": 42.0, + "STS22 (deu-Latn)": 8.16, + "STS22 (tur-Latn)": 15.46, + "STS22 (deu-Latn_eng-Latn)": 21.55, + "STS22 (ita-Latn)": 39.69, + "STS22 (pol-Latn)": 9.71, + "STS22 (fra-Latn_pol-Latn)": 39.44, + "STS22 (deu-Latn_pol-Latn)": 25.53, + "STS22 (ara-Arab)": 27.95, + "STS22 (spa-Latn_eng-Latn)": 42.77, + "STS22 (spa-Latn_ita-Latn)": 32.83, + "STS22 (spa-Latn)": 45.31, + "STS22 (cmn-Hans_eng-Latn)": 31.25, + "STS22 (en)": 47.06, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 78.12 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "rubert-tiny-turbo" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "rubert-tiny-turbo", + "CEDRClassification (rus-Cyrl)": 38.95, + "SensitiveTopicsClassification (rus-Cyrl)": 24.44 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "rubert-tiny-turbo" + } + ] + } + }, + "bge-large-zh-noinstruct": { + "BitextMining": { + "f1": [ + { + "Model": "bge-large-zh-noinstruct" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "bge-large-zh-noinstruct", + "AmazonReviewsClassification (zh)": 41.94, + "IFlyTek": 45.32, + "JDReview": 85.38, + "MassiveIntentClassification (zh-CN)": 66.96, + "MassiveScenarioClassification (zh-CN)": 73.39, + "MultilingualSentiment": 73.7, + "OnlineShopping": 91.66, + "TNews": 52.05, + "Waimai": 86.83 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "bge-large-zh-noinstruct", + "CLSClusteringP2P": 41.23, + "CLSClusteringS2S": 40.04, + "ThuNewsClusteringP2P": 62.03, + "ThuNewsClusteringS2S": 56.75 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "bge-large-zh-noinstruct", + "Cmnli": 82.17, + "Ocnli": 71.37 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "bge-large-zh-noinstruct", + "CMedQAv1": 81.72, + "CMedQAv2": 84.64, + "MMarcoReranking": 27.1, + "T2Reranking": 66.16 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "bge-large-zh-noinstruct", + "CmedqaRetrieval": 41.03, + "CovidRetrieval": 75.07, + "DuRetrieval": 84.68, + "EcomRetrieval": 65.6, + "MMarcoRetrieval": 81.38, + "MedicalRetrieval": 58.28, + "T2Retrieval": 84.39, + "VideoRetrieval": 73.93 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "bge-large-zh-noinstruct", + "AFQMC": 43.06, + "ATEC": 48.29, + "BQ": 60.53, + "LCQMC": 74.71, + "PAWSX": 16.64, + "QBQTC": 35.2, + "STS22 (zh)": 67.19, + "STSB": 78.41 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "bge-large-zh-noinstruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-large-zh-noinstruct" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "bge-large-zh-noinstruct" + } + ] + } + }, + "cross-en-de-roberta-sentence-transformer": { + "BitextMining": { + "f1": [ + { + "Model": "cross-en-de-roberta-sentence-transformer" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "cross-en-de-roberta-sentence-transformer" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "cross-en-de-roberta-sentence-transformer", + "BlurbsClusteringP2P": 30.82, + "BlurbsClusteringS2S": 12.69, + "TenKGnadClusteringP2P": 23.5, + "TenKGnadClusteringS2S": 10.94 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "cross-en-de-roberta-sentence-transformer" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "cross-en-de-roberta-sentence-transformer" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "cross-en-de-roberta-sentence-transformer" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "cross-en-de-roberta-sentence-transformer" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "cross-en-de-roberta-sentence-transformer" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "cross-en-de-roberta-sentence-transformer" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "cross-en-de-roberta-sentence-transformer" + } + ] + } + }, + "text-search-davinci-001": { + "BitextMining": { + "f1": [ + { + "Model": "text-search-davinci-001" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "text-search-davinci-001" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "text-search-davinci-001" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "text-search-davinci-001" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "text-search-davinci-001" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "text-search-davinci-001", + "ArguAna": 43.5, + "ClimateFEVER": 22.3, + "FEVER": 77.5, + "FiQA2018": 51.2, + "HotpotQA": 68.8, + "NFCorpus": 40.7, + "QuoraRetrieval": 63.8, + "SciFact": 75.4, + "TRECCOVID": 64.9, + "Touche2020": 29.1 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "text-search-davinci-001" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "text-search-davinci-001" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-search-davinci-001" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "text-search-davinci-001" + } + ] + } + }, + "gelectra-base": { + "BitextMining": { + "f1": [ + { + "Model": "gelectra-base" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "gelectra-base" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "gelectra-base", + "BlurbsClusteringP2P": 10.06, + "BlurbsClusteringS2S": 7.74, + "TenKGnadClusteringP2P": 9.02, + "TenKGnadClusteringS2S": 4.11 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "gelectra-base" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "gelectra-base" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "gelectra-base" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "gelectra-base" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "gelectra-base" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "gelectra-base" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "gelectra-base" + } + ] + } + }, + "distilrubert-small-cased-conversational": { + "BitextMining": { + "f1": [ + { + "Model": "distilrubert-small-cased-conversational", + "Tatoeba (rus-Cyrl_eng-Latn)": 24.16 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "distilrubert-small-cased-conversational", + "GeoreviewClassification (rus-Cyrl)": 38.95, + "HeadlineClassification (rus-Cyrl)": 75.59, + "InappropriatenessClassification (rus-Cyrl)": 60.68, + "KinopoiskClassification (rus-Cyrl)": 49.67, + "MassiveIntentClassification (rus-Cyrl)": 63.12, + "MassiveScenarioClassification (rus-Cyrl)": 68.08, + "RuReviewsClassification (rus-Cyrl)": 54.05, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 48.53, + "RuSciBenchOECDClassification (rus-Cyrl)": 37.65 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "distilrubert-small-cased-conversational", + "GeoreviewClusteringP2P (rus-Cyrl)": 43.26, + "MLSUMClusteringP2P (rus-Cyrl)": 50.08, + "MLSUMClusteringS2S (rus-Cyrl)": 51.12, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 37.84, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 34.12 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "distilrubert-small-cased-conversational", + "OpusparcusPC (rus-Cyrl)": 84.35, + "TERRa (rus-Cyrl)": 52.48 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "distilrubert-small-cased-conversational", + "RuBQReranking (rus-Cyrl)": 42.58 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "distilrubert-small-cased-conversational", + "RiaNewsRetrieval (rus-Cyrl)": 4.14, + "RuBQRetrieval (rus-Cyrl)": 10.6 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "distilrubert-small-cased-conversational", + "RUParaPhraserSTS (rus-Cyrl)": 55.01, + "RuSTSBenchmarkSTS (rus-Cyrl)": 61.72, + "STS22 (rus-Cyrl)": 51.87, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 61.6 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "distilrubert-small-cased-conversational" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "distilrubert-small-cased-conversational", + "CEDRClassification (rus-Cyrl)": 36.19, + "SensitiveTopicsClassification (rus-Cyrl)": 22.45 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "distilrubert-small-cased-conversational" + } + ] + } + }, + "SFR-Embedding-Mistral": { + "BitextMining": { + "f1": [ + { + "Model": "SFR-Embedding-Mistral" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "SFR-Embedding-Mistral" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "SFR-Embedding-Mistral" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "SFR-Embedding-Mistral" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "SFR-Embedding-Mistral" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "SFR-Embedding-Mistral", + "BrightRetrieval (sustainable_living)": 19.79, + "BrightRetrieval (economics)": 17.84, + "BrightRetrieval (theoremqa_theorems)": 24.05, + "BrightRetrieval (aops)": 7.43, + "BrightRetrieval (theoremqa_questions)": 23.05, + "BrightRetrieval (psychology)": 18.97, + "BrightRetrieval (stackoverflow)": 12.72, + "BrightRetrieval (pony)": 1.97, + "BrightRetrieval (leetcode)": 27.35, + "BrightRetrieval (biology)": 19.49, + "BrightRetrieval (earth_science)": 26.63, + "BrightRetrieval (robotics)": 16.7 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "SFR-Embedding-Mistral" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "SFR-Embedding-Mistral" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "SFR-Embedding-Mistral" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "SFR-Embedding-Mistral" + } + ] + } + }, + "sentence-croissant-llm-base": { + "BitextMining": { + "f1": [ + { + "Model": "sentence-croissant-llm-base" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "sentence-croissant-llm-base", + "AmazonReviewsClassification (fr)": 34.79, + "MTOPDomainClassification (fr)": 85.52, + "MTOPIntentClassification (fr)": 63.12, + "MasakhaNEWSClassification (fra)": 79.29, + "MassiveIntentClassification (fr)": 59.41, + "MassiveScenarioClassification (fr)": 65.29 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "sentence-croissant-llm-base", + "AlloProfClusteringP2P": 64.12, + "AlloProfClusteringS2S": 32.52, + "HALClusteringS2S": 23.4, + "MLSUMClusteringP2P": 42.94, + "MLSUMClusteringS2S": 33.91, + "MasakhaNEWSClusteringP2P (fra)": 53.94, + "MasakhaNEWSClusteringS2S (fra)": 41.05 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "sentence-croissant-llm-base", + "OpusparcusPC (fr)": 91.42, + "PawsXPairClassification (fr)": 63.13 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "sentence-croissant-llm-base", + "AlloprofReranking": 53.0, + "SyntecReranking": 82.9 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "sentence-croissant-llm-base", + "AlloprofRetrieval": 29.97, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 21.31, + "SyntecRetrieval": 74.2, + "XPQARetrieval (fr)": 58.57 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "sentence-croissant-llm-base", + "SICKFr": 69.6, + "STS22 (fr)": 78.77, + "STSBenchmarkMultilingualSTS (fr)": 79.23 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "sentence-croissant-llm-base", + "SummEvalFr": 29.04 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "sentence-croissant-llm-base" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "sentence-croissant-llm-base" + } + ] + } + }, + "monobert-large-msmarco": { + "BitextMining": { + "f1": [ + { + "Model": "monobert-large-msmarco" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "monobert-large-msmarco" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "monobert-large-msmarco" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "monobert-large-msmarco" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "monobert-large-msmarco" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "monobert-large-msmarco" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "monobert-large-msmarco" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "monobert-large-msmarco" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "monobert-large-msmarco" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "monobert-large-msmarco", + "Core17InstructionRetrieval": -0.24, + "News21InstructionRetrieval": -0.8, + "Robust04InstructionRetrieval": -9.36 + } + ] + } + }, + "text-similarity-curie-001": { + "BitextMining": { + "f1": [ + { + "Model": "text-similarity-curie-001" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "text-similarity-curie-001" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "text-similarity-curie-001", + "RedditClustering": 40.79, + "StackExchangeClustering": 55.14, + "TwentyNewsgroupsClustering": 37.64 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "text-similarity-curie-001", + "SprintDuplicateQuestions": 79.85, + "TwitterSemEval2015": 69.45, + "TwitterURLCorpus": 84.06 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "text-similarity-curie-001", + "AskUbuntuDupQuestions": 55.09, + "SciDocsRR": 70.93, + "StackOverflowDupQuestions": 42.42 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "text-similarity-curie-001", + "FiQA2018": 5.14, + "NFCorpus": 19.96, + "QuoraRetrieval": 83.11, + "SciFact": 46.68, + "TRECCOVID": 7.61 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "text-similarity-curie-001", + "BIOSSES": 77.46, + "SICK-R": 77.26, + "STSBenchmark": 83.02 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "text-similarity-curie-001" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-similarity-curie-001" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "text-similarity-curie-001" + } + ] + } + }, + "llama-2-7b-chat": { + "BitextMining": { + "f1": [ + { + "Model": "llama-2-7b-chat" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "llama-2-7b-chat" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "llama-2-7b-chat" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "llama-2-7b-chat" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "llama-2-7b-chat" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "llama-2-7b-chat" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "llama-2-7b-chat" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "llama-2-7b-chat" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "llama-2-7b-chat" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "llama-2-7b-chat", + "Core17InstructionRetrieval": 2.84, + "News21InstructionRetrieval": 0.23, + "Robust04InstructionRetrieval": 2.0 + } + ] + } + }, + "text-embedding-3-small": { + "BitextMining": { + "f1": [ + { + "Model": "text-embedding-3-small" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "text-embedding-3-small", + "AmazonCounterfactualClassification (en)": 76.42, + "AmazonPolarityClassification": 90.84, + "AmazonReviewsClassification (en)": 45.73, + "Banking77Classification": 83.01, + "EmotionClassification": 50.63, + "ImdbClassification": 83.66, + "MTOPDomainClassification (en)": 93.91, + "MTOPIntentClassification (en)": 70.98, + "MassiveIntentClassification (en)": 72.86, + "MassiveScenarioClassification (en)": 76.84, + "ToxicConversationsClassification": 71.91, + "TweetSentimentExtractionClassification": 61.72 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "text-embedding-3-small", + "ArxivClusteringP2P": 46.57, + "ArxivClusteringS2S": 39.35, + "BiorxivClusteringP2P": 37.77, + "BiorxivClusteringS2S": 34.68, + "MedrxivClusteringP2P": 32.77, + "MedrxivClusteringS2S": 31.85, + "RedditClustering": 64.09, + "RedditClusteringP2P": 65.12, + "StackExchangeClustering": 72.05, + "StackExchangeClusteringP2P": 34.04, + "TwentyNewsgroupsClustering": 54.81 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "text-embedding-3-small", + "OpusparcusPC (fr)": 94.45, + "SprintDuplicateQuestions": 94.58, + "TwitterSemEval2015": 73.33, + "TwitterURLCorpus": 87.21 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "text-embedding-3-small", + "AskUbuntuDupQuestions": 62.18, + "MindSmallReranking": 29.93, + "SciDocsRR": 83.25, + "StackOverflowDupQuestions": 51.53 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "text-embedding-3-small", + "ARCChallenge": 14.63, + "AlphaNLI": 30.61, + "ArguAna": 55.49, + "CQADupstackRetrieval": 42.58, + "ClimateFEVER": 26.86, + "DBPedia": 39.97, + "FEVER": 79.42, + "FiQA2018": 44.91, + "HellaSwag": 30.94, + "HotpotQA": 63.63, + "MSMARCO": 37.02, + "NFCorpus": 38.33, + "NQ": 52.86, + "PIQA": 33.69, + "Quail": 6.11, + "QuoraRetrieval": 88.83, + "RARbCode": 72.03, + "RARbMath": 71.07, + "SCIDOCS": 20.8, + "SIQA": 3.03, + "SciFact": 73.37, + "SpartQA": 6.63, + "TRECCOVID": 77.9, + "TempReasonL1": 2.35, + "TempReasonL2Fact": 25.68, + "TempReasonL2Pure": 2.76, + "TempReasonL3Fact": 22.09, + "TempReasonL3Pure": 9.79, + "Touche2020": 24.28, + "WinoGrande": 31.53 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "text-embedding-3-small", + "BIOSSES": 88.72, + "SICK-R": 76.73, + "STS12": 73.09, + "STS13": 84.92, + "STS14": 79.81, + "STS15": 88.01, + "STS16": 84.41, + "STS17 (en-en)": 90.94, + "STS22 (en)": 64.96, + "STSBenchmark": 84.24 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "text-embedding-3-small", + "SummEval": 31.12 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-embedding-3-small" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "text-embedding-3-small" + } + ] + } + }, + "bge-base-en-v1.5-instruct": { + "BitextMining": { + "f1": [ + { + "Model": "bge-base-en-v1.5-instruct" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "bge-base-en-v1.5-instruct" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "bge-base-en-v1.5-instruct" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "bge-base-en-v1.5-instruct" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "bge-base-en-v1.5-instruct" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "bge-base-en-v1.5-instruct", + "ARCChallenge": 8.85, + "AlphaNLI": 4.13, + "HellaSwag": 24.03, + "PIQA": 23.03, + "Quail": 1.25, + "RARbCode": 46.32, + "RARbMath": 45.62, + "SIQA": 0.24, + "SpartQA": 2.67, + "TempReasonL1": 0.8, + "TempReasonL2Fact": 16.56, + "TempReasonL2Pure": 1.33, + "TempReasonL3Fact": 12.68, + "TempReasonL3Pure": 5.08, + "WinoGrande": 10.27 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "bge-base-en-v1.5-instruct" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "bge-base-en-v1.5-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-base-en-v1.5-instruct" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "bge-base-en-v1.5-instruct" + } + ] + } + }, + "text-embedding-3-small-instruct": { + "BitextMining": { + "f1": [ + { + "Model": "text-embedding-3-small-instruct" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "text-embedding-3-small-instruct" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "text-embedding-3-small-instruct" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "text-embedding-3-small-instruct" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "text-embedding-3-small-instruct" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "text-embedding-3-small-instruct", + "ARCChallenge": 13.76, + "AlphaNLI": 21.14, + "HellaSwag": 27.2, + "PIQA": 29.59, + "Quail": 6.64, + "RARbCode": 72.14, + "RARbMath": 64.31, + "SIQA": 2.98, + "SpartQA": 3.58, + "TempReasonL1": 2.29, + "TempReasonL2Fact": 26.34, + "TempReasonL2Pure": 3.17, + "TempReasonL3Fact": 22.72, + "TempReasonL3Pure": 9.98, + "WinoGrande": 25.49 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "text-embedding-3-small-instruct" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "text-embedding-3-small-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-embedding-3-small-instruct" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "text-embedding-3-small-instruct" + } + ] + } + }, + "text-similarity-ada-001": { + "BitextMining": { + "f1": [ + { + "Model": "text-similarity-ada-001" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "text-similarity-ada-001", + "AmazonCounterfactualClassification (en)": 76.4, + "AmazonPolarityClassification": 92.83, + "AmazonReviewsClassification (en)": 47.45, + "Banking77Classification": 68.04, + "EmotionClassification": 50.33, + "ImdbClassification": 89.38, + "MTOPDomainClassification (en)": 89.89, + "MTOPIntentClassification (en)": 64.8, + "MassiveIntentClassification (en)": 65.17, + "MassiveScenarioClassification (en)": 67.67, + "ToxicConversationsClassification": 70.0, + "TweetSentimentExtractionClassification": 63.35 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "text-similarity-ada-001", + "ArxivClusteringP2P": 41.49, + "ArxivClusteringS2S": 28.47, + "BiorxivClusteringP2P": 36.86, + "BiorxivClusteringS2S": 27.55, + "MedrxivClusteringP2P": 31.09, + "MedrxivClusteringS2S": 26.5, + "RedditClustering": 42.47, + "RedditClusteringP2P": 58.1, + "StackExchangeClustering": 53.52, + "StackExchangeClusteringP2P": 30.43, + "TwentyNewsgroupsClustering": 36.26 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "text-similarity-ada-001", + "SprintDuplicateQuestions": 77.85, + "TwitterSemEval2015": 69.04, + "TwitterURLCorpus": 83.69 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "text-similarity-ada-001", + "AskUbuntuDupQuestions": 53.49, + "MindSmallReranking": 30.71, + "SciDocsRR": 71.04, + "StackOverflowDupQuestions": 40.85 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "text-similarity-ada-001", + "ArguAna": 39.65, + "CQADupstackRetrieval": 10.17, + "ClimateFEVER": 2.83, + "DBPedia": 3.48, + "FEVER": 4.45, + "FiQA2018": 7.54, + "HotpotQA": 12.6, + "MSMARCO": 10.53, + "NFCorpus": 20.59, + "NQ": 2.02, + "QuoraRetrieval": 82.18, + "SCIDOCS": 6.28, + "SciFact": 45.46, + "TRECCOVID": 24.56, + "Touche2020": 3.1 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "text-similarity-ada-001", + "BIOSSES": 78.04, + "SICK-R": 77.48, + "STS12": 72.3, + "STS13": 81.49, + "STS14": 74.74, + "STS15": 84.28, + "STS16": 82.06, + "STS17 (en-en)": 87.08, + "STS22 (en)": 64.71, + "STSBenchmark": 83.78 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "text-similarity-ada-001", + "SummEval": 26.94 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-similarity-ada-001" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "text-similarity-ada-001" + } + ] + } + }, + "paraphrase-multilingual-mpnet-base-v2": { + "BitextMining": { + "f1": [ + { + "Model": "paraphrase-multilingual-mpnet-base-v2", + "BUCC (de-en)": 98.59, + "BUCC (fr-en)": 96.89, + "BUCC (ru-en)": 96.44, + "BUCC (zh-en)": 97.56, + "BornholmBitextMining (dan-Latn)": 18.18, + "Tatoeba (afr-eng)": 72.96, + "Tatoeba (amh-eng)": 53.49, + "Tatoeba (ang-eng)": 16.72, + "Tatoeba (ara-eng)": 90.19, + "Tatoeba (arq-eng)": 19.84, + "Tatoeba (arz-eng)": 55.69, + "Tatoeba (ast-eng)": 70.08, + "Tatoeba (awa-eng)": 42.83, + "Tatoeba (aze-eng)": 76.36, + "Tatoeba (bel-eng)": 79.94, + "Tatoeba (ben-eng)": 64.9, + "Tatoeba (ber-eng)": 4.88, + "Tatoeba (bos-eng)": 94.02, + "Tatoeba (bre-eng)": 6.42, + "Tatoeba (bul-eng)": 93.52, + "Tatoeba (cat-eng)": 96.05, + "Tatoeba (cbk-eng)": 58.68, + "Tatoeba (ceb-eng)": 7.39, + "Tatoeba (ces-eng)": 95.73, + "Tatoeba (cha-eng)": 12.59, + "Tatoeba (cmn-eng)": 95.83, + "Tatoeba (cor-eng)": 3.53, + "Tatoeba (csb-eng)": 23.73, + "Tatoeba (cym-eng)": 22.31, + "Tatoeba (dan-eng)": 96.17, + "Tatoeba (deu-eng)": 97.73, + "Tatoeba (dsb-eng)": 36.85, + "Tatoeba (dtp-eng)": 5.03, + "Tatoeba (ell-eng)": 94.93, + "Tatoeba (epo-eng)": 55.12, + "Tatoeba (est-eng)": 98.4, + "Tatoeba (eus-eng)": 31.33, + "Tatoeba (fao-eng)": 38.24, + "Tatoeba (fin-eng)": 95.92, + "Tatoeba (fra-eng)": 93.12, + "Tatoeba (fry-eng)": 43.54, + "Tatoeba (gla-eng)": 4.72, + "Tatoeba (gle-eng)": 16.85, + "Tatoeba (glg-eng)": 95.32, + "Tatoeba (gsw-eng)": 25.12, + "Tatoeba (heb-eng)": 88.26, + "Tatoeba (hin-eng)": 97.75, + "Tatoeba (hrv-eng)": 97.0, + "Tatoeba (hsb-eng)": 44.32, + "Tatoeba (hun-eng)": 94.18, + "Tatoeba (hye-eng)": 94.38, + "Tatoeba (ido-eng)": 43.91, + "Tatoeba (ile-eng)": 60.36, + "Tatoeba (ina-eng)": 84.32, + "Tatoeba (ind-eng)": 93.5, + "Tatoeba (isl-eng)": 59.25, + "Tatoeba (ita-eng)": 93.76, + "Tatoeba (jav-eng)": 23.39, + "Tatoeba (jpn-eng)": 92.51, + "Tatoeba (kab-eng)": 1.41, + "Tatoeba (kat-eng)": 95.46, + "Tatoeba (kaz-eng)": 61.49, + "Tatoeba (khm-eng)": 58.8, + "Tatoeba (kor-eng)": 93.07, + "Tatoeba (kur-eng)": 61.44, + "Tatoeba (kzj-eng)": 5.88, + "Tatoeba (lat-eng)": 24.25, + "Tatoeba (lfn-eng)": 49.56, + "Tatoeba (lit-eng)": 95.37, + "Tatoeba (lvs-eng)": 97.53, + "Tatoeba (mal-eng)": 88.46, + "Tatoeba (mar-eng)": 93.83, + "Tatoeba (max-eng)": 48.77, + "Tatoeba (mhr-eng)": 7.57, + "Tatoeba (mkd-eng)": 93.02, + "Tatoeba (mon-eng)": 96.14, + "Tatoeba (nds-eng)": 38.88, + "Tatoeba (nld-eng)": 95.5, + "Tatoeba (nno-eng)": 81.41, + "Tatoeba (nob-eng)": 98.53, + "Tatoeba (nov-eng)": 50.23, + "Tatoeba (oci-eng)": 43.49, + "Tatoeba (orv-eng)": 23.77, + "Tatoeba (pam-eng)": 5.39, + "Tatoeba (pes-eng)": 93.47, + "Tatoeba (pms-eng)": 34.19, + "Tatoeba (pol-eng)": 96.95, + "Tatoeba (por-eng)": 93.02, + "Tatoeba (ron-eng)": 96.43, + "Tatoeba (rus-eng)": 92.92, + "Tatoeba (slk-eng)": 96.62, + "Tatoeba (slv-eng)": 97.08, + "Tatoeba (spa-eng)": 97.0, + "Tatoeba (sqi-eng)": 98.57, + "Tatoeba (srp-eng)": 94.12, + "Tatoeba (swe-eng)": 95.45, + "Tatoeba (swg-eng)": 22.8, + "Tatoeba (swh-eng)": 16.02, + "Tatoeba (tam-eng)": 73.6, + "Tatoeba (tat-eng)": 10.89, + "Tatoeba (tel-eng)": 79.73, + "Tatoeba (tgl-eng)": 17.67, + "Tatoeba (tha-eng)": 95.99, + "Tatoeba (tuk-eng)": 14.91, + "Tatoeba (tur-eng)": 96.17, + "Tatoeba (tzl-eng)": 34.21, + "Tatoeba (uig-eng)": 48.35, + "Tatoeba (ukr-eng)": 92.67, + "Tatoeba (urd-eng)": 95.12, + "Tatoeba (uzb-eng)": 23.19, + "Tatoeba (vie-eng)": 97.23, + "Tatoeba (war-eng)": 7.42, + "Tatoeba (wuu-eng)": 78.25, + "Tatoeba (xho-eng)": 6.53, + "Tatoeba (yid-eng)": 30.73, + "Tatoeba (yue-eng)": 77.58, + "Tatoeba (zsm-eng)": 95.8, + "Tatoeba (gsw-Latn_eng-Latn)": 25.12, + "Tatoeba (spa-Latn_eng-Latn)": 97.0, + "Tatoeba (lat-Latn_eng-Latn)": 24.25, + "Tatoeba (hun-Latn_eng-Latn)": 94.18, + "Tatoeba (eus-Latn_eng-Latn)": 31.33, + "Tatoeba (heb-Hebr_eng-Latn)": 88.26, + "Tatoeba (ang-Latn_eng-Latn)": 16.72, + "Tatoeba (swe-Latn_eng-Latn)": 95.45, + "Tatoeba (slk-Latn_eng-Latn)": 96.62, + "Tatoeba (ell-Grek_eng-Latn)": 94.93, + "Tatoeba (nld-Latn_eng-Latn)": 95.5, + "Tatoeba (cym-Latn_eng-Latn)": 22.31, + "Tatoeba (sqi-Latn_eng-Latn)": 98.57, + "Tatoeba (csb-Latn_eng-Latn)": 23.73, + "Tatoeba (ben-Beng_eng-Latn)": 64.9, + "Tatoeba (bre-Latn_eng-Latn)": 6.42, + "Tatoeba (mkd-Cyrl_eng-Latn)": 93.02, + "Tatoeba (cmn-Hans_eng-Latn)": 95.83, + "Tatoeba (deu-Latn_eng-Latn)": 97.73, + "Tatoeba (fao-Latn_eng-Latn)": 38.24, + "Tatoeba (afr-Latn_eng-Latn)": 72.96, + "Tatoeba (nno-Latn_eng-Latn)": 81.41, + "Tatoeba (jpn-Jpan_eng-Latn)": 92.51, + "Tatoeba (tzl-Latn_eng-Latn)": 34.21, + "Tatoeba (arz-Arab_eng-Latn)": 55.69, + "Tatoeba (ita-Latn_eng-Latn)": 93.76, + "Tatoeba (arq-Arab_eng-Latn)": 19.84, + "Tatoeba (uzb-Latn_eng-Latn)": 23.19, + "Tatoeba (rus-Cyrl_eng-Latn)": 92.92, + "Tatoeba (tat-Cyrl_eng-Latn)": 10.89, + "Tatoeba (fin-Latn_eng-Latn)": 95.92, + "Tatoeba (nob-Latn_eng-Latn)": 98.53, + "Tatoeba (tam-Taml_eng-Latn)": 73.6, + "Tatoeba (kur-Latn_eng-Latn)": 61.44, + "Tatoeba (wuu-Hans_eng-Latn)": 78.25, + "Tatoeba (cor-Latn_eng-Latn)": 3.53, + "Tatoeba (cha-Latn_eng-Latn)": 12.59, + "Tatoeba (hsb-Latn_eng-Latn)": 44.32, + "Tatoeba (max-Deva_eng-Latn)": 48.77, + "Tatoeba (kat-Geor_eng-Latn)": 95.46, + "Tatoeba (mal-Mlym_eng-Latn)": 88.46, + "Tatoeba (ina-Latn_eng-Latn)": 84.32, + "Tatoeba (cbk-Latn_eng-Latn)": 58.68, + "Tatoeba (yid-Hebr_eng-Latn)": 30.73, + "Tatoeba (swg-Latn_eng-Latn)": 22.8, + "Tatoeba (dtp-Latn_eng-Latn)": 5.03, + "Tatoeba (ber-Tfng_eng-Latn)": 4.88, + "Tatoeba (epo-Latn_eng-Latn)": 55.12, + "Tatoeba (mar-Deva_eng-Latn)": 93.83, + "Tatoeba (kaz-Cyrl_eng-Latn)": 61.49, + "Tatoeba (tgl-Latn_eng-Latn)": 17.67, + "Tatoeba (hrv-Latn_eng-Latn)": 97.0, + "Tatoeba (bel-Cyrl_eng-Latn)": 79.94, + "Tatoeba (pam-Latn_eng-Latn)": 5.39, + "Tatoeba (zsm-Latn_eng-Latn)": 95.8, + "Tatoeba (ces-Latn_eng-Latn)": 95.73, + "Tatoeba (gla-Latn_eng-Latn)": 4.72, + "Tatoeba (hin-Deva_eng-Latn)": 97.75, + "Tatoeba (slv-Latn_eng-Latn)": 97.08, + "Tatoeba (cat-Latn_eng-Latn)": 96.05, + "Tatoeba (war-Latn_eng-Latn)": 7.42, + "Tatoeba (hye-Armn_eng-Latn)": 94.38, + "Tatoeba (ind-Latn_eng-Latn)": 93.5, + "Tatoeba (kor-Hang_eng-Latn)": 93.07, + "Tatoeba (por-Latn_eng-Latn)": 93.02, + "Tatoeba (fry-Latn_eng-Latn)": 43.54, + "Tatoeba (dan-Latn_eng-Latn)": 96.17, + "Tatoeba (nov-Latn_eng-Latn)": 50.23, + "Tatoeba (vie-Latn_eng-Latn)": 97.23, + "Tatoeba (kzj-Latn_eng-Latn)": 5.88, + "Tatoeba (ido-Latn_eng-Latn)": 43.91, + "Tatoeba (tuk-Latn_eng-Latn)": 14.91, + "Tatoeba (glg-Latn_eng-Latn)": 95.32, + "Tatoeba (bos-Latn_eng-Latn)": 94.02, + "Tatoeba (gle-Latn_eng-Latn)": 16.85, + "Tatoeba (fra-Latn_eng-Latn)": 93.12, + "Tatoeba (lvs-Latn_eng-Latn)": 97.53, + "Tatoeba (mon-Cyrl_eng-Latn)": 96.14, + "Tatoeba (lit-Latn_eng-Latn)": 95.37, + "Tatoeba (ron-Latn_eng-Latn)": 96.43, + "Tatoeba (pms-Latn_eng-Latn)": 34.19, + "Tatoeba (lfn-Latn_eng-Latn)": 49.56, + "Tatoeba (isl-Latn_eng-Latn)": 59.25, + "Tatoeba (xho-Latn_eng-Latn)": 6.53, + "Tatoeba (orv-Cyrl_eng-Latn)": 23.77, + "Tatoeba (ukr-Cyrl_eng-Latn)": 92.67, + "Tatoeba (dsb-Latn_eng-Latn)": 36.85, + "Tatoeba (nds-Latn_eng-Latn)": 38.88, + "Tatoeba (amh-Ethi_eng-Latn)": 53.49, + "Tatoeba (yue-Hant_eng-Latn)": 77.58, + "Tatoeba (urd-Arab_eng-Latn)": 95.12, + "Tatoeba (tel-Telu_eng-Latn)": 79.73, + "Tatoeba (ile-Latn_eng-Latn)": 60.36, + "Tatoeba (jav-Latn_eng-Latn)": 23.39, + "Tatoeba (ast-Latn_eng-Latn)": 70.08, + "Tatoeba (tha-Thai_eng-Latn)": 95.99, + "Tatoeba (ara-Arab_eng-Latn)": 90.19, + "Tatoeba (pes-Arab_eng-Latn)": 93.47, + "Tatoeba (awa-Deva_eng-Latn)": 42.83, + "Tatoeba (tur-Latn_eng-Latn)": 96.17, + "Tatoeba (ceb-Latn_eng-Latn)": 7.39, + "Tatoeba (swh-Latn_eng-Latn)": 16.02, + "Tatoeba (srp-Cyrl_eng-Latn)": 94.12, + "Tatoeba (est-Latn_eng-Latn)": 98.4, + "Tatoeba (aze-Latn_eng-Latn)": 76.36, + "Tatoeba (bul-Cyrl_eng-Latn)": 93.52, + "Tatoeba (oci-Latn_eng-Latn)": 43.49, + "Tatoeba (pol-Latn_eng-Latn)": 96.95, + "Tatoeba (kab-Latn_eng-Latn)": 1.41, + "Tatoeba (khm-Khmr_eng-Latn)": 58.8, + "Tatoeba (uig-Arab_eng-Latn)": 48.35, + "Tatoeba (mhr-Cyrl_eng-Latn)": 7.57 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "paraphrase-multilingual-mpnet-base-v2", + "AllegroReviews": 33.86, + "AllegroReviews (pol-Latn)": 33.89, + "AmazonCounterfactualClassification (de)": 69.95, + "AmazonCounterfactualClassification (en)": 75.81, + "AmazonCounterfactualClassification (en-ext)": 76.25, + "AmazonCounterfactualClassification (ja)": 69.79, + "AmazonCounterfactualClassification (deu-Latn)": 69.96, + "AmazonCounterfactualClassification (jpn-Jpan)": 69.78, + "AmazonPolarityClassification": 76.41, + "AmazonReviewsClassification (de)": 39.52, + "AmazonReviewsClassification (en)": 38.52, + "AmazonReviewsClassification (es)": 39.99, + "AmazonReviewsClassification (fr)": 39.0, + "AmazonReviewsClassification (ja)": 36.64, + "AmazonReviewsClassification (zh)": 37.74, + "AmazonReviewsClassification (deu-Latn)": 39.53, + "AmazonReviewsClassification (spa-Latn)": 39.97, + "AmazonReviewsClassification (fra-Latn)": 38.98, + "AmazonReviewsClassification (jpn-Jpan)": 36.65, + "AmazonReviewsClassification (cmn-Hans)": 37.74, + "AngryTweetsClassification (dan-Latn)": 54.84, + "Banking77Classification": 81.1, + "CBD": 65.0, + "CBD (pol-Latn)": 64.97, + "DanishPoliticalCommentsClassification (dan-Latn)": 40.96, + "EmotionClassification": 45.85, + "GeoreviewClassification (rus-Cyrl)": 42.33, + "HeadlineClassification (rus-Cyrl)": 70.35, + "IFlyTek (cmn-Hans)": 43.98, + "ImdbClassification": 64.58, + "InappropriatenessClassification (rus-Cyrl)": 59.32, + "JDReview (cmn-Hans)": 70.34, + "KinopoiskClassification (rus-Cyrl)": 44.31, + "LccSentimentClassification (dan-Latn)": 58.4, + "MTOPDomainClassification (de)": 85.73, + "MTOPDomainClassification (en)": 89.24, + "MTOPDomainClassification (es)": 86.96, + "MTOPDomainClassification (fr)": 81.21, + "MTOPDomainClassification (hi)": 84.76, + "MTOPDomainClassification (th)": 82.51, + "MTOPDomainClassification (deu-Latn)": 85.73, + "MTOPDomainClassification (spa-Latn)": 86.98, + "MTOPDomainClassification (fra-Latn)": 81.21, + "MTOPDomainClassification (hin-Deva)": 84.76, + "MTOPDomainClassification (tha-Thai)": 82.51, + "MTOPIntentClassification (de)": 61.27, + "MTOPIntentClassification (en)": 68.69, + "MTOPIntentClassification (es)": 66.59, + "MTOPIntentClassification (fr)": 59.76, + "MTOPIntentClassification (hi)": 62.37, + "MTOPIntentClassification (th)": 64.8, + "MTOPIntentClassification (deu-Latn)": 61.26, + "MTOPIntentClassification (spa-Latn)": 66.6, + "MTOPIntentClassification (fra-Latn)": 59.75, + "MTOPIntentClassification (hin-Deva)": 62.38, + "MTOPIntentClassification (tha-Thai)": 64.77, + "MasakhaNEWSClassification (fra)": 78.1, + "MasakhaNEWSClassification (amh-Ethi)": 78.83, + "MasakhaNEWSClassification (eng)": 75.39, + "MasakhaNEWSClassification (fra-Latn)": 72.94, + "MasakhaNEWSClassification (hau-Latn)": 54.49, + "MasakhaNEWSClassification (ibo-Latn)": 46.79, + "MasakhaNEWSClassification (lin-Latn)": 69.77, + "MasakhaNEWSClassification (lug-Latn)": 43.05, + "MasakhaNEWSClassification (orm-Ethi)": 41.97, + "MasakhaNEWSClassification (pcm-Latn)": 90.2, + "MasakhaNEWSClassification (run-Latn)": 49.97, + "MasakhaNEWSClassification (sna-Latn)": 59.78, + "MasakhaNEWSClassification (som-Latn)": 47.65, + "MasakhaNEWSClassification (swa-Latn)": 60.42, + "MasakhaNEWSClassification (tir-Ethi)": 45.04, + "MasakhaNEWSClassification (xho-Latn)": 48.82, + "MasakhaNEWSClassification (yor-Latn)": 58.3, + "MassiveIntentClassification (pl)": 64.29, + "MassiveIntentClassification (fr)": 61.88, + "MassiveIntentClassification (mal-Mlym)": 54.34, + "MassiveIntentClassification (tel-Telu)": 52.85, + "MassiveIntentClassification (jpn-Jpan)": 63.76, + "MassiveIntentClassification (nld-Latn)": 63.57, + "MassiveIntentClassification (jav-Latn)": 36.49, + "MassiveIntentClassification (heb-Hebr)": 58.25, + "MassiveIntentClassification (tam-Taml)": 50.18, + "MassiveIntentClassification (slv-Latn)": 63.5, + "MassiveIntentClassification (tha-Thai)": 61.12, + "MassiveIntentClassification (fra-Latn)": 64.8, + "MassiveIntentClassification (ind-Latn)": 65.43, + "MassiveIntentClassification (amh-Ethi)": 41.56, + "MassiveIntentClassification (en)": 69.32, + "MassiveIntentClassification (nob-Latn)": 62.62, + "MassiveIntentClassification (kan-Knda)": 50.62, + "MassiveIntentClassification (dan-Latn)": 62.8, + "MassiveIntentClassification (ell-Grek)": 62.63, + "MassiveIntentClassification (msa-Latn)": 60.72, + "MassiveIntentClassification (ita-Latn)": 64.69, + "MassiveIntentClassification (tur-Latn)": 64.58, + "MassiveIntentClassification (ben-Beng)": 48.79, + "MassiveIntentClassification (aze-Latn)": 56.98, + "MassiveIntentClassification (tgl-Latn)": 38.83, + "MassiveIntentClassification (mon-Cyrl)": 56.61, + "MassiveIntentClassification (urd-Arab)": 56.36, + "MassiveIntentClassification (vie-Latn)": 59.71, + "MassiveIntentClassification (cmo-Hans)": 65.32, + "MassiveIntentClassification (cym-Latn)": 27.89, + "MassiveIntentClassification (rus-Cyrl)": 63.23, + "MassiveIntentClassification (mya-Mymr)": 57.08, + "MassiveIntentClassification (hun-Latn)": 63.85, + "MassiveIntentClassification (hin-Deva)": 62.79, + "MassiveIntentClassification (hye-Armn)": 57.76, + "MassiveIntentClassification (kat-Geor)": 49.88, + "MassiveIntentClassification (fin-Latn)": 62.26, + "MassiveIntentClassification (ara-Arab)": 51.43, + "MassiveIntentClassification (por-Latn)": 64.88, + "MassiveIntentClassification (pol-Latn)": 64.32, + "MassiveIntentClassification (isl-Latn)": 37.09, + "MassiveIntentClassification (afr-Latn)": 52.35, + "MassiveIntentClassification (fas-Arab)": 65.33, + "MassiveIntentClassification (khm-Khmr)": 45.48, + "MassiveIntentClassification (kor-Kore)": 61.84, + "MassiveIntentClassification (spa-Latn)": 64.45, + "MassiveIntentClassification (cmo-Hant)": 62.33, + "MassiveIntentClassification (ron-Latn)": 62.83, + "MassiveIntentClassification (sqi-Latn)": 62.48, + "MassiveIntentClassification (swa-Latn)": 31.93, + "MassiveIntentClassification (swe-Latn)": 64.71, + "MassiveIntentClassification (deu-Latn)": 59.56, + "MassiveIntentClassification (lav-Latn)": 61.29, + "MassiveScenarioClassification (pl)": 68.98, + "MassiveScenarioClassification (fr)": 67.9, + "MassiveScenarioClassification (tam-Taml)": 55.97, + "MassiveScenarioClassification (heb-Hebr)": 65.16, + "MassiveScenarioClassification (ind-Latn)": 70.73, + "MassiveScenarioClassification (afr-Latn)": 59.68, + "MassiveScenarioClassification (fin-Latn)": 67.58, + "MassiveScenarioClassification (vie-Latn)": 65.7, + "MassiveScenarioClassification (mon-Cyrl)": 60.84, + "MassiveScenarioClassification (sqi-Latn)": 69.62, + "MassiveScenarioClassification (nob-Latn)": 70.23, + "MassiveScenarioClassification (por-Latn)": 70.08, + "MassiveScenarioClassification (aze-Latn)": 61.52, + "MassiveScenarioClassification (nld-Latn)": 70.37, + "MassiveScenarioClassification (spa-Latn)": 70.4, + "MassiveScenarioClassification (mal-Mlym)": 60.14, + "MassiveScenarioClassification (cmo-Hant)": 68.71, + "MassiveScenarioClassification (fra-Latn)": 70.71, + "MassiveScenarioClassification (ita-Latn)": 69.74, + "MassiveScenarioClassification (hun-Latn)": 70.31, + "MassiveScenarioClassification (urd-Arab)": 62.92, + "MassiveScenarioClassification (cym-Latn)": 35.27, + "MassiveScenarioClassification (khm-Khmr)": 53.13, + "MassiveScenarioClassification (swa-Latn)": 37.26, + "MassiveScenarioClassification (mya-Mymr)": 63.03, + "MassiveScenarioClassification (isl-Latn)": 44.16, + "MassiveScenarioClassification (tha-Thai)": 69.44, + "MassiveScenarioClassification (kat-Geor)": 57.3, + "MassiveScenarioClassification (pol-Latn)": 68.99, + "MassiveScenarioClassification (ell-Grek)": 68.81, + "MassiveScenarioClassification (cmo-Hans)": 71.25, + "MassiveScenarioClassification (tgl-Latn)": 43.98, + "MassiveScenarioClassification (lav-Latn)": 66.28, + "MassiveScenarioClassification (jpn-Jpan)": 69.68, + "MassiveScenarioClassification (deu-Latn)": 67.35, + "MassiveScenarioClassification (ara-Arab)": 57.79, + "MassiveScenarioClassification (en)": 75.35, + "MassiveScenarioClassification (msa-Latn)": 65.85, + "MassiveScenarioClassification (tel-Telu)": 58.79, + "MassiveScenarioClassification (ben-Beng)": 54.52, + "MassiveScenarioClassification (kan-Knda)": 56.08, + "MassiveScenarioClassification (tur-Latn)": 70.41, + "MassiveScenarioClassification (kor-Kore)": 68.51, + "MassiveScenarioClassification (hye-Armn)": 63.03, + "MassiveScenarioClassification (jav-Latn)": 44.22, + "MassiveScenarioClassification (rus-Cyrl)": 69.92, + "MassiveScenarioClassification (hin-Deva)": 67.94, + "MassiveScenarioClassification (amh-Ethi)": 48.96, + "MassiveScenarioClassification (dan-Latn)": 71.04, + "MassiveScenarioClassification (fas-Arab)": 69.88, + "MassiveScenarioClassification (slv-Latn)": 70.81, + "MassiveScenarioClassification (swe-Latn)": 71.6, + "MassiveScenarioClassification (ron-Latn)": 67.94, + "MultilingualSentiment (cmn-Hans)": 66.49, + "NoRecClassification (nob-Latn)": 50.32, + "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 41.57, + "OnlineShopping (cmn-Hans)": 87.75, + "PAC": 63.76, + "PAC (pol-Latn)": 63.76, + "PolEmo2.0-IN": 62.78, + "PolEmo2.0-IN (pol-Latn)": 62.74, + "PolEmo2.0-OUT": 19.98, + "PolEmo2.0-OUT (pol-Latn)": 19.92, + "RuReviewsClassification (rus-Cyrl)": 62.33, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.01, + "RuSciBenchOECDClassification (rus-Cyrl)": 44.14, + "TNews (cmn-Hans)": 43.73, + "ToxicConversationsClassification": 65.56, + "TweetSentimentExtractionClassification": 59.04, + "Waimai (cmn-Hans)": 83.97 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "paraphrase-multilingual-mpnet-base-v2", + "8TagsClustering": 25.62, + "AlloProfClusteringP2P": 54.49, + "AlloProfClusteringS2S": 44.79, + "ArxivClusteringP2P": 37.78, + "ArxivClusteringS2S": 31.68, + "BiorxivClusteringP2P": 33.02, + "BiorxivClusteringS2S": 29.45, + "BlurbsClusteringP2P": 34.38, + "BlurbsClusteringS2S": 15.81, + "GeoreviewClusteringP2P (rus-Cyrl)": 56.18, + "HALClusteringS2S": 23.97, + "MLSUMClusteringP2P": 40.55, + "MLSUMClusteringP2P (rus-Cyrl)": 35.95, + "MLSUMClusteringS2S": 37.53, + "MLSUMClusteringS2S (rus-Cyrl)": 38.88, + "MasakhaNEWSClusteringP2P (fra)": 41.57, + "MasakhaNEWSClusteringP2P (amh-Ethi)": 46.85, + "MasakhaNEWSClusteringP2P (eng)": 47.3, + "MasakhaNEWSClusteringP2P (fra-Latn)": 53.3, + "MasakhaNEWSClusteringP2P (hau-Latn)": 27.61, + "MasakhaNEWSClusteringP2P (ibo-Latn)": 41.32, + "MasakhaNEWSClusteringP2P (lin-Latn)": 58.37, + "MasakhaNEWSClusteringP2P (lug-Latn)": 47.56, + "MasakhaNEWSClusteringP2P (orm-Ethi)": 24.53, + "MasakhaNEWSClusteringP2P (pcm-Latn)": 66.55, + "MasakhaNEWSClusteringP2P (run-Latn)": 51.97, + "MasakhaNEWSClusteringP2P (sna-Latn)": 45.55, + "MasakhaNEWSClusteringP2P (som-Latn)": 33.98, + "MasakhaNEWSClusteringP2P (swa-Latn)": 25.03, + "MasakhaNEWSClusteringP2P (tir-Ethi)": 48.33, + "MasakhaNEWSClusteringP2P (xho-Latn)": 29.47, + "MasakhaNEWSClusteringP2P (yor-Latn)": 28.25, + "MasakhaNEWSClusteringS2S (fra)": 30.88, + "MasakhaNEWSClusteringS2S (amh-Ethi)": 51.54, + "MasakhaNEWSClusteringS2S (eng)": 43.28, + "MasakhaNEWSClusteringS2S (fra-Latn)": 37.92, + "MasakhaNEWSClusteringS2S (hau-Latn)": 17.97, + "MasakhaNEWSClusteringS2S (ibo-Latn)": 34.56, + "MasakhaNEWSClusteringS2S (lin-Latn)": 57.43, + "MasakhaNEWSClusteringS2S (lug-Latn)": 45.22, + "MasakhaNEWSClusteringS2S (orm-Ethi)": 21.9, + "MasakhaNEWSClusteringS2S (pcm-Latn)": 62.1, + "MasakhaNEWSClusteringS2S (run-Latn)": 46.81, + "MasakhaNEWSClusteringS2S (sna-Latn)": 43.15, + "MasakhaNEWSClusteringS2S (som-Latn)": 29.44, + "MasakhaNEWSClusteringS2S (swa-Latn)": 10.31, + "MasakhaNEWSClusteringS2S (tir-Ethi)": 51.95, + "MasakhaNEWSClusteringS2S (xho-Latn)": 21.26, + "MasakhaNEWSClusteringS2S (yor-Latn)": 28.88, + "MedrxivClusteringP2P": 31.93, + "MedrxivClusteringS2S": 31.53, + "RedditClustering": 45.65, + "RedditClusteringP2P": 52.05, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 48.47, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 42.9, + "StackExchangeClustering": 52.99, + "StackExchangeClusteringP2P": 33.06, + "TenKGnadClusteringP2P": 35.96, + "TenKGnadClusteringS2S": 22.0, + "TwentyNewsgroupsClustering": 44.36 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "paraphrase-multilingual-mpnet-base-v2", + "CDSC-E": 75.76, + "CDSC-E (pol-Latn)": 75.77, + "OpusparcusPC (fr)": 93.45, + "OpusparcusPC (deu-Latn)": 97.34, + "OpusparcusPC (en)": 98.59, + "OpusparcusPC (fin-Latn)": 95.33, + "OpusparcusPC (fra-Latn)": 93.45, + "OpusparcusPC (rus-Cyrl)": 90.47, + "OpusparcusPC (swe-Latn)": 95.16, + "PPC": 93.67, + "PSC": 98.26, + "PSC (pol-Latn)": 98.26, + "PawsXPairClassification (fr)": 58.14, + "PawsXPairClassification (deu-Latn)": 55.69, + "PawsXPairClassification (en)": 60.12, + "PawsXPairClassification (spa-Latn)": 56.94, + "PawsXPairClassification (fra-Latn)": 58.14, + "PawsXPairClassification (jpn-Hira)": 49.37, + "PawsXPairClassification (kor-Hang)": 50.66, + "PawsXPairClassification (cmn-Hans)": 55.47, + "SICK-E-PL": 77.22, + "SICK-E-PL (pol-Latn)": 77.22, + "SprintDuplicateQuestions": 90.55, + "TERRa (rus-Cyrl)": 64.57, + "TwitterSemEval2015": 66.75, + "TwitterURLCorpus": 85.14 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "paraphrase-multilingual-mpnet-base-v2", + "AlloprofReranking": 54.34, + "AlloprofReranking (fra-Latn)": 67.2, + "AskUbuntuDupQuestions": 60.16, + "MMarcoReranking (cmn-Hans)": 14.57, + "MindSmallReranking": 30.15, + "RuBQReranking (rus-Cyrl)": 58.77, + "SciDocsRR": 78.09, + "StackOverflowDupQuestions": 46.78, + "SyntecReranking": 83.23, + "SyntecReranking (fra-Latn)": 80.97, + "T2Reranking (cmn-Hans)": 64.49 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "paraphrase-multilingual-mpnet-base-v2", + "AILACasedocs": 17.45, + "AILAStatutes": 22.24, + "ARCChallenge": 7.19, + "AlloprofRetrieval": 30.8, + "AlloprofRetrieval (fra-Latn)": 30.8, + "AlphaNLI": 21.87, + "ArguAna": 48.91, + "ArguAna-PL": 42.62, + "ArguAna-PL (pol-Latn)": 42.61, + "BSARDRetrieval": 0.0, + "BSARDRetrieval (fra-Latn)": 13.19, + "CQADupstackRetrieval": 31.32, + "ClimateFEVER": 15.27, + "CmedqaRetrieval (cmn-Hans)": 10.15, + "CovidRetrieval (cmn-Hans)": 28.85, + "DBPedia": 26.22, + "DBPedia-PL": 20.18, + "DuRetrieval (cmn-Hans)": 33.41, + "EcomRetrieval (cmn-Hans)": 9.69, + "FEVER": 56.76, + "FiQA-PL": 14.68, + "FiQA-PL (pol-Latn)": 14.71, + "FiQA2018": 22.96, + "GerDaLIRSmall (deu-Latn)": 3.0, + "HellaSwag": 17.53, + "HotpotQA": 37.03, + "HotpotQA-PL": 29.36, + "LEMBNarrativeQARetrieval": 16.02, + "LEMBNeedleRetrieval": 14.0, + "LEMBPasskeyRetrieval": 7.75, + "LEMBQMSumRetrieval": 12.23, + "LEMBSummScreenFDRetrieval": 41.15, + "LEMBWikimQARetrieval": 38.86, + "LeCaRDv2 (zho-Hans)": 33.91, + "LegalBenchConsumerContractsQA": 52.37, + "LegalBenchCorporateLobbying": 87.62, + "LegalQuAD (deu-Latn)": 17.8, + "LegalSummarization": 56.8, + "MMarcoRetrieval (cmn-Hans)": 44.62, + "MSMARCO": 26.6, + "MSMARCO-PL": 12.45, + "MedicalRetrieval (cmn-Hans)": 14.1, + "MintakaRetrieval (fr)": 24.45, + "MintakaRetrieval (ara-Arab)": 14.55, + "MintakaRetrieval (deu-Latn)": 25.43, + "MintakaRetrieval (spa-Latn)": 24.94, + "MintakaRetrieval (fra-Latn)": 24.45, + "MintakaRetrieval (hin-Deva)": 18.67, + "MintakaRetrieval (ita-Latn)": 25.62, + "MintakaRetrieval (jpn-Hira)": 15.46, + "MintakaRetrieval (por-Latn)": 26.15, + "NFCorpus": 25.49, + "NFCorpus-PL": 18.53, + "NFCorpus-PL (pol-Latn)": 18.54, + "NQ": 33.6, + "NQ-PL": 15.64, + "PIQA": 18.65, + "Quail": 2.98, + "Quora-PL": 79.18, + "QuoraRetrieval": 86.4, + "RARbCode": 11.02, + "RARbMath": 30.93, + "RiaNewsRetrieval (rus-Cyrl)": 51.75, + "RuBQRetrieval (rus-Cyrl)": 37.04, + "SCIDOCS": 13.97, + "SCIDOCS-PL": 11.18, + "SCIDOCS-PL (pol-Latn)": 11.17, + "SIQA": 1.21, + "SciFact": 50.3, + "SciFact-PL": 41.53, + "SciFact-PL (pol-Latn)": 41.55, + "SpartQA": 5.69, + "SyntecRetrieval": 76.0, + "SyntecRetrieval (fra-Latn)": 76.0, + "T2Retrieval (cmn-Hans)": 28.35, + "TRECCOVID": 37.87, + "TRECCOVID-PL": 35.38, + "TRECCOVID-PL (pol-Latn)": 35.43, + "TempReasonL1": 1.94, + "TempReasonL2Fact": 5.34, + "TempReasonL2Pure": 0.33, + "TempReasonL3Fact": 6.79, + "TempReasonL3Pure": 3.19, + "Touche2020": 17.4, + "VideoRetrieval (cmn-Hans)": 14.18, + "WinoGrande": 49.01, + "XPQARetrieval (fr)": 46.22, + "XPQARetrieval (ara-Arab_ara-Arab)": 24.86, + "XPQARetrieval (eng-Latn_ara-Arab)": 19.6, + "XPQARetrieval (ara-Arab_eng-Latn)": 28.21, + "XPQARetrieval (deu-Latn_deu-Latn)": 48.81, + "XPQARetrieval (eng-Latn_deu-Latn)": 31.93, + "XPQARetrieval (deu-Latn_eng-Latn)": 53.26, + "XPQARetrieval (spa-Latn_spa-Latn)": 41.08, + "XPQARetrieval (eng-Latn_spa-Latn)": 30.05, + "XPQARetrieval (spa-Latn_eng-Latn)": 43.4, + "XPQARetrieval (fra-Latn_fra-Latn)": 46.22, + "XPQARetrieval (eng-Latn_fra-Latn)": 29.55, + "XPQARetrieval (fra-Latn_eng-Latn)": 47.3, + "XPQARetrieval (hin-Deva_hin-Deva)": 50.74, + "XPQARetrieval (eng-Latn_hin-Deva)": 24.97, + "XPQARetrieval (hin-Deva_eng-Latn)": 49.24, + "XPQARetrieval (ita-Latn_ita-Latn)": 52.87, + "XPQARetrieval (eng-Latn_ita-Latn)": 33.44, + "XPQARetrieval (ita-Latn_eng-Latn)": 51.49, + "XPQARetrieval (jpn-Hira_jpn-Hira)": 53.17, + "XPQARetrieval (eng-Latn_jpn-Hira)": 26.66, + "XPQARetrieval (jpn-Hira_eng-Latn)": 49.86, + "XPQARetrieval (kor-Hang_kor-Hang)": 24.9, + "XPQARetrieval (eng-Latn_kor-Hang)": 24.5, + "XPQARetrieval (kor-Hang_eng-Latn)": 24.57, + "XPQARetrieval (pol-Latn_pol-Latn)": 29.36, + "XPQARetrieval (eng-Latn_pol-Latn)": 20.48, + "XPQARetrieval (pol-Latn_eng-Latn)": 29.31, + "XPQARetrieval (por-Latn_por-Latn)": 34.26, + "XPQARetrieval (eng-Latn_por-Latn)": 21.72, + "XPQARetrieval (por-Latn_eng-Latn)": 37.62, + "XPQARetrieval (tam-Taml_tam-Taml)": 19.8, + "XPQARetrieval (eng-Latn_tam-Taml)": 13.93, + "XPQARetrieval (tam-Taml_eng-Latn)": 18.26, + "XPQARetrieval (cmn-Hans_cmn-Hans)": 42.54, + "XPQARetrieval (eng-Latn_cmn-Hans)": 20.91, + "XPQARetrieval (cmn-Hans_eng-Latn)": 42.81 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "paraphrase-multilingual-mpnet-base-v2", + "AFQMC (cmn-Hans)": 15.69, + "ATEC (cmn-Hans)": 20.27, + "BIOSSES": 76.27, + "BQ (cmn-Hans)": 36.33, + "CDSC-R": 88.8, + "CDSC-R (pol-Latn)": 88.8, + "LCQMC (cmn-Hans)": 63.3, + "PAWSX (cmn-Hans)": 12.16, + "RUParaPhraserSTS (rus-Cyrl)": 65.74, + "RuSTSBenchmarkSTS (rus-Cyrl)": 82.46, + "SICK-R": 79.62, + "SICK-R-PL": 73.13, + "SICK-R-PL (pol-Latn)": 73.13, + "SICKFr": 75.56, + "SICKFr (fra-Latn)": 75.56, + "STS12": 77.9, + "STS13": 85.11, + "STS14": 80.81, + "STS15": 87.48, + "STS16": 83.2, + "STS17 (ar-ar)": 79.1, + "STS17 (en-ar)": 80.85, + "STS17 (en-de)": 83.28, + "STS17 (en-en)": 86.99, + "STS17 (en-tr)": 74.9, + "STS17 (es-en)": 86.11, + "STS17 (es-es)": 85.14, + "STS17 (fr-en)": 81.17, + "STS17 (it-en)": 84.24, + "STS17 (ko-ko)": 83.41, + "STS17 (nl-en)": 82.51, + "STS17 (eng-Latn_deu-Latn)": 83.28, + "STS17 (eng-Latn_tur-Latn)": 74.9, + "STS17 (eng-Latn_ara-Arab)": 80.85, + "STS17 (ara-Arab)": 79.1, + "STS17 (nld-Latn_eng-Latn)": 82.51, + "STS17 (fra-Latn_eng-Latn)": 81.17, + "STS17 (ita-Latn_eng-Latn)": 84.24, + "STS17 (spa-Latn_eng-Latn)": 86.11, + "STS17 (spa-Latn)": 85.14, + "STS17 (kor-Hang)": 83.41, + "STS22 (pl)": 33.64, + "STS22 (fr)": 74.3, + "STS22 (rus-Cyrl)": 58.74, + "STS22 (spa-Latn_eng-Latn)": 70.26, + "STS22 (spa-Latn)": 59.91, + "STS22 (tur-Latn)": 56.3, + "STS22 (ita-Latn)": 60.65, + "STS22 (ara-Arab)": 52.19, + "STS22 (pol-Latn)": 33.65, + "STS22 (deu-Latn)": 46.7, + "STS22 (cmn-Hans)": 61.75, + "STS22 (fra-Latn)": 74.3, + "STS22 (deu-Latn_eng-Latn)": 50.81, + "STS22 (pol-Latn_eng-Latn)": 73.07, + "STS22 (en)": 63.52, + "STS22 (spa-Latn_ita-Latn)": 53.7, + "STS22 (deu-Latn_fra-Latn)": 62.34, + "STS22 (deu-Latn_pol-Latn)": 40.53, + "STS22 (cmn-Hans_eng-Latn)": 67.96, + "STS22 (fra-Latn_pol-Latn)": 84.52, + "STSB (cmn-Hans)": 80.84, + "STSBenchmark": 86.82, + "STSBenchmarkMultilingualSTS (fr)": 84.69, + "STSBenchmarkMultilingualSTS (nld-Latn)": 83.36, + "STSBenchmarkMultilingualSTS (deu-Latn)": 83.56, + "STSBenchmarkMultilingualSTS (fra-Latn)": 84.69, + "STSBenchmarkMultilingualSTS (spa-Latn)": 84.61, + "STSBenchmarkMultilingualSTS (cmn-Hans)": 81.98, + "STSBenchmarkMultilingualSTS (en)": 86.82, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 82.45, + "STSBenchmarkMultilingualSTS (por-Latn)": 84.0, + "STSBenchmarkMultilingualSTS (ita-Latn)": 84.09, + "STSBenchmarkMultilingualSTS (pol-Latn)": 81.46 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "paraphrase-multilingual-mpnet-base-v2", + "SummEval": 31.57, + "SummEvalFr": 29.47, + "SummEvalFr (fra-Latn)": 29.47 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "paraphrase-multilingual-mpnet-base-v2", + "CEDRClassification (rus-Cyrl)": 39.98, + "SensitiveTopicsClassification (rus-Cyrl)": 25.83 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "paraphrase-multilingual-mpnet-base-v2" + } + ] + } + }, + "text-embedding-ada-002": { + "BitextMining": { + "f1": [ + { + "Model": "text-embedding-ada-002" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "text-embedding-ada-002", + "AmazonCounterfactualClassification (en)": 75.94, + "AmazonPolarityClassification": 86.72, + "AmazonReviewsClassification (zh)": 38.3, + "AmazonReviewsClassification (en)": 44.78, + "AmazonReviewsClassification (fr)": 43.76, + "Banking77Classification": 80.66, + "EmotionClassification": 48.74, + "IFlyTek": 44.62, + "ImdbClassification": 77.98, + "JDReview": 74.6, + "MTOPDomainClassification (en)": 92.13, + "MTOPDomainClassification (fr)": 89.38, + "MTOPIntentClassification (en)": 64.68, + "MTOPIntentClassification (fr)": 64.45, + "MasakhaNEWSClassification (fra)": 81.52, + "MassiveIntentClassification (zh-CN)": 64.81, + "MassiveIntentClassification (en)": 70.15, + "MassiveIntentClassification (fr)": 65.42, + "MassiveScenarioClassification (zh-CN)": 71.4, + "MassiveScenarioClassification (en)": 75.33, + "MassiveScenarioClassification (fr)": 71.11, + "MultilingualSentiment": 67.99, + "OnlineShopping": 88.94, + "TNews": 45.77, + "ToxicConversationsClassification": 72.29, + "TweetSentimentExtractionClassification": 61.81, + "Waimai": 82.37 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "text-embedding-ada-002", + "AlloProfClusteringP2P": 64.83, + "AlloProfClusteringS2S": 53.52, + "ArxivClusteringP2P": 45.01, + "ArxivClusteringS2S": 36.85, + "BiorxivClusteringP2P": 36.66, + "BiorxivClusteringS2S": 34.21, + "CLSClusteringP2P": 38.26, + "CLSClusteringS2S": 35.91, + "HALClusteringS2S": 26.18, + "MLSUMClusteringP2P": 44.59, + "MLSUMClusteringS2S": 41.67, + "MasakhaNEWSClusteringP2P (fra)": 68.35, + "MasakhaNEWSClusteringS2S (fra)": 48.58, + "MedrxivClusteringP2P": 32.6, + "MedrxivClusteringS2S": 30.8, + "RedditClustering": 61.42, + "RedditClusteringP2P": 64.13, + "StackExchangeClustering": 72.22, + "StackExchangeClusteringP2P": 38.49, + "ThuNewsClusteringP2P": 58.71, + "ThuNewsClusteringS2S": 49.86, + "TwentyNewsgroupsClustering": 52.56 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "text-embedding-ada-002", + "Cmnli": 76.03, + "Ocnli": 63.08, + "OpusparcusPC (fr)": 94.12, + "PawsXPairClassification (fr)": 60.16, + "SprintDuplicateQuestions": 92.17, + "TwitterSemEval2015": 75.28, + "TwitterURLCorpus": 87.22 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "text-embedding-ada-002", + "AskUbuntuDupQuestions": 62.05, + "CMedQAv1": 63.08, + "CMedQAv2": 64.02, + "MMarcoReranking": 23.39, + "MindSmallReranking": 31.45, + "SciDocsRR": 81.22, + "StackOverflowDupQuestions": 50.54, + "SyntecReranking": 89.87, + "T2Reranking": 66.65 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "text-embedding-ada-002", + "ARCChallenge": 13.3, + "AlloprofRetrieval": 51.64, + "AlphaNLI": 25.65, + "ArguAna": 57.44, + "BSARDRetrieval": 0.61, + "CQADupstackRetrieval": 41.69, + "ClimateFEVER": 21.64, + "CmedqaRetrieval": 22.36, + "CovidRetrieval": 57.21, + "DBPedia": 39.39, + "DuRetrieval": 71.17, + "EcomRetrieval": 44.49, + "FEVER": 74.99, + "FiQA2018": 44.41, + "HellaSwag": 29.29, + "HotpotQA": 60.9, + "MMarcoRetrieval": 69.86, + "MSMARCO": 40.91, + "MedicalRetrieval": 37.92, + "MintakaRetrieval (fr)": 29.94, + "NFCorpus": 36.97, + "NQ": 51.58, + "PIQA": 31.02, + "Quail": 5.83, + "QuoraRetrieval": 87.6, + "RARbCode": 83.39, + "RARbMath": 73.21, + "SCIDOCS": 18.36, + "SIQA": 3.14, + "SciFact": 72.75, + "SpartQA": 4.23, + "SyntecRetrieval": 85.97, + "T2Retrieval": 69.14, + "TRECCOVID": 68.47, + "TempReasonL1": 1.68, + "TempReasonL2Fact": 19.93, + "TempReasonL2Pure": 2.6, + "TempReasonL3Fact": 18.02, + "TempReasonL3Pure": 7.58, + "Touche2020": 21.61, + "VideoRetrieval": 43.85, + "WinoGrande": 19.65, + "XPQARetrieval (fr)": 73.0 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "text-embedding-ada-002", + "AFQMC": 23.88, + "ATEC": 29.25, + "BIOSSES": 86.35, + "BQ": 45.33, + "LCQMC": 68.41, + "PAWSX": 16.55, + "QBQTC": 30.27, + "SICK-R": 80.6, + "SICKFr": 76.28, + "STS12": 69.8, + "STS13": 83.27, + "STS14": 76.09, + "STS15": 86.12, + "STS16": 85.96, + "STS17 (en-en)": 90.25, + "STS22 (zh)": 62.53, + "STS22 (en)": 68.12, + "STS22 (tr)": 64.5, + "STS22 (fr)": 81.09, + "STSB": 70.61, + "STSBenchmark": 83.17, + "STSBenchmarkMultilingualSTS (fr)": 77.55 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "text-embedding-ada-002", + "SummEval": 30.8, + "SummEvalFr": 30.5 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-embedding-ada-002" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "text-embedding-ada-002" + } + ] + } + }, + "use-cmlm-multilingual": { + "BitextMining": { + "f1": [ + { + "Model": "use-cmlm-multilingual" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "use-cmlm-multilingual" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "use-cmlm-multilingual", + "BlurbsClusteringP2P": 29.63, + "BlurbsClusteringS2S": 15.24, + "TenKGnadClusteringP2P": 37.1, + "TenKGnadClusteringS2S": 25.64 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "use-cmlm-multilingual" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "use-cmlm-multilingual" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "use-cmlm-multilingual" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "use-cmlm-multilingual" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "use-cmlm-multilingual" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "use-cmlm-multilingual" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "use-cmlm-multilingual" + } + ] + } + }, + "Cohere-embed-multilingual-light-v3.0": { + "BitextMining": { + "f1": [ + { + "Model": "Cohere-embed-multilingual-light-v3.0" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "Cohere-embed-multilingual-light-v3.0", + "AmazonReviewsClassification (fr)": 38.6, + "MTOPDomainClassification (fr)": 80.79, + "MTOPIntentClassification (fr)": 50.01, + "MasakhaNEWSClassification (fra)": 82.58, + "MassiveIntentClassification (fr)": 56.31, + "MassiveScenarioClassification (fr)": 59.5 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "Cohere-embed-multilingual-light-v3.0", + "AlloProfClusteringP2P": 61.96, + "AlloProfClusteringS2S": 31.36, + "HALClusteringS2S": 17.31, + "MLSUMClusteringP2P": 42.8, + "MLSUMClusteringS2S": 32.72, + "MasakhaNEWSClusteringP2P (fra)": 56.81, + "MasakhaNEWSClusteringS2S (fra)": 29.41 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "Cohere-embed-multilingual-light-v3.0", + "OpusparcusPC (fr)": 90.92, + "PawsXPairClassification (fr)": 57.32 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "Cohere-embed-multilingual-light-v3.0", + "AlloprofReranking": 51.6, + "SyntecReranking": 88.03 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "Cohere-embed-multilingual-light-v3.0", + "AlloprofRetrieval": 35.39, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 23.0, + "SyntecRetrieval": 76.88, + "XPQARetrieval (fr)": 45.23 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "Cohere-embed-multilingual-light-v3.0", + "SICKFr": 75.5, + "STS22 (fr)": 82.8, + "STSBenchmarkMultilingualSTS (fr)": 76.48 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "Cohere-embed-multilingual-light-v3.0", + "SummEvalFr": 31.4 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "Cohere-embed-multilingual-light-v3.0" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "Cohere-embed-multilingual-light-v3.0" + } + ] + } + }, + "bge-large-en-v1.5": { + "BitextMining": { + "f1": [ + { + "Model": "bge-large-en-v1.5" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "bge-large-en-v1.5" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "bge-large-en-v1.5" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "bge-large-en-v1.5" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "bge-large-en-v1.5" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "bge-large-en-v1.5", + "AILACasedocs": 25.15, + "AILAStatutes": 20.74, + "ARCChallenge": 9.99, + "AlphaNLI": 13.13, + "BrightRetrieval (stackoverflow)": 9.51, + "BrightRetrieval (earth_science)": 24.15, + "BrightRetrieval (aops)": 6.08, + "BrightRetrieval (sustainable_living)": 13.27, + "BrightRetrieval (psychology)": 17.44, + "BrightRetrieval (robotics)": 12.21, + "BrightRetrieval (theoremqa_theorems)": 5.51, + "BrightRetrieval (pony)": 5.64, + "BrightRetrieval (biology)": 11.96, + "BrightRetrieval (theoremqa_questions)": 12.56, + "BrightRetrieval (leetcode)": 26.68, + "BrightRetrieval (economics)": 16.59, + "GerDaLIRSmall": 3.96, + "HellaSwag": 28.5, + "LeCaRDv2": 22.68, + "LegalBenchConsumerContractsQA": 73.52, + "LegalBenchCorporateLobbying": 91.51, + "LegalQuAD": 16.22, + "LegalSummarization": 59.99, + "PIQA": 27.99, + "Quail": 1.83, + "RARbCode": 48.12, + "RARbMath": 57.36, + "SIQA": 1.04, + "SpartQA": 2.99, + "TempReasonL1": 1.46, + "TempReasonL2Fact": 24.25, + "TempReasonL2Pure": 2.35, + "TempReasonL3Fact": 20.64, + "TempReasonL3Pure": 6.67, + "WinoGrande": 19.18 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "bge-large-en-v1.5" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "bge-large-en-v1.5" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-large-en-v1.5" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "bge-large-en-v1.5" + } + ] + } + }, + "mistral-embed": { + "BitextMining": { + "f1": [ + { + "Model": "mistral-embed" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "mistral-embed", + "AmazonReviewsClassification (fr)": 41.59, + "MTOPDomainClassification (fr)": 90.05, + "MTOPIntentClassification (fr)": 66.09, + "MasakhaNEWSClassification (fra)": 81.4, + "MassiveIntentClassification (fr)": 62.83, + "MassiveScenarioClassification (fr)": 69.71 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "mistral-embed", + "AlloProfClusteringP2P": 62.01, + "AlloProfClusteringS2S": 49.2, + "HALClusteringS2S": 26.17, + "MLSUMClusteringP2P": 45.28, + "MLSUMClusteringS2S": 42.74, + "MasakhaNEWSClusteringP2P (fra)": 48.13, + "MasakhaNEWSClusteringS2S (fra)": 39.62 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "mistral-embed", + "OpusparcusPC (fr)": 92.61, + "PawsXPairClassification (fr)": 62.02 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "mistral-embed", + "AlloprofReranking": 72.36, + "SyntecReranking": 88.57 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "mistral-embed", + "AILACasedocs": 38.2, + "AILAStatutes": 44.81, + "AlloprofRetrieval": 56.84, + "BSARDRetrieval": 2.48, + "GerDaLIRSmall": 17.85, + "LeCaRDv2": 61.12, + "LegalBenchConsumerContractsQA": 80.8, + "LegalBenchCorporateLobbying": 94.11, + "LegalQuAD": 47.17, + "LegalSummarization": 67.39, + "MintakaRetrieval (fr)": 21.73, + "SyntecRetrieval": 78.77, + "XPQARetrieval (fr)": 74.24 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "mistral-embed", + "SICKFr": 76.21, + "STS22 (fr)": 82.74, + "STSBenchmarkMultilingualSTS (fr)": 79.72 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "mistral-embed", + "SummEvalFr": 31.47 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "mistral-embed" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "mistral-embed" + } + ] + } + }, + "FollowIR-7B": { + "BitextMining": { + "f1": [ + { + "Model": "FollowIR-7B" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "FollowIR-7B" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "FollowIR-7B" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "FollowIR-7B" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "FollowIR-7B" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "FollowIR-7B" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "FollowIR-7B" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "FollowIR-7B" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "FollowIR-7B" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "FollowIR-7B", + "Core17InstructionRetrieval": 16.48, + "News21InstructionRetrieval": 6.26, + "Robust04InstructionRetrieval": 13.72 + } + ] + } + }, + "gottbert-base": { + "BitextMining": { + "f1": [ + { + "Model": "gottbert-base" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "gottbert-base" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "gottbert-base", + "BlurbsClusteringP2P": 34.49, + "BlurbsClusteringS2S": 8.37, + "TenKGnadClusteringP2P": 33.66, + "TenKGnadClusteringS2S": 9.34 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "gottbert-base" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "gottbert-base" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "gottbert-base" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "gottbert-base" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "gottbert-base" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "gottbert-base" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "gottbert-base" + } + ] + } + }, + "e5-base-4k": { + "BitextMining": { + "f1": [ + { + "Model": "e5-base-4k" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "e5-base-4k" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "e5-base-4k" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "e5-base-4k" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "e5-base-4k" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "e5-base-4k", + "LEMBNarrativeQARetrieval": 30.35, + "LEMBNeedleRetrieval": 41.5, + "LEMBPasskeyRetrieval": 67.25, + "LEMBQMSumRetrieval": 35.6, + "LEMBSummScreenFDRetrieval": 95.23, + "LEMBWikimQARetrieval": 69.19 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "e5-base-4k" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "e5-base-4k" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "e5-base-4k" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "e5-base-4k" + } + ] + } + }, + "LLM2Vec-Sheared-Llama-supervised": { + "BitextMining": { + "f1": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised", + "AmazonCounterfactualClassification (en)": 77.42, + "AmazonPolarityClassification": 82.05, + "AmazonReviewsClassification (en)": 40.81, + "Banking77Classification": 86.01, + "EmotionClassification": 48.38, + "ImdbClassification": 75.33, + "MTOPDomainClassification (en)": 94.09, + "MTOPIntentClassification (en)": 77.05, + "MassiveIntentClassification (en)": 75.58, + "MassiveScenarioClassification (en)": 79.16, + "ToxicConversationsClassification": 69.92, + "TweetSentimentExtractionClassification": 60.76 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised", + "ArxivClusteringP2P": 43.47, + "ArxivClusteringS2S": 39.85, + "BiorxivClusteringP2P": 37.1, + "BiorxivClusteringS2S": 34.28, + "MedrxivClusteringP2P": 33.55, + "MedrxivClusteringS2S": 31.11, + "RedditClustering": 53.02, + "RedditClusteringP2P": 60.47, + "StackExchangeClustering": 63.04, + "StackExchangeClusteringP2P": 34.01, + "TwentyNewsgroupsClustering": 49.37 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised", + "SprintDuplicateQuestions": 96.25, + "TwitterSemEval2015": 76.14, + "TwitterURLCorpus": 86.23 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised", + "AskUbuntuDupQuestions": 60.71, + "MindSmallReranking": 31.96, + "SciDocsRR": 79.23, + "StackOverflowDupQuestions": 49.61 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised", + "ArguAna": 51.66, + "CQADupstackRetrieval": 41.73, + "ClimateFEVER": 33.49, + "DBPedia": 43.58, + "FEVER": 86.81, + "FiQA2018": 41.0, + "HotpotQA": 63.85, + "MSMARCO": 38.32, + "NFCorpus": 37.12, + "NQ": 53.89, + "QuoraRetrieval": 87.37, + "SCIDOCS": 17.96, + "SciFact": 72.08, + "TRECCOVID": 80.41, + "Touche2020": 22.31 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised", + "BIOSSES": 85.88, + "SICK-R": 82.25, + "STS12": 78.28, + "STS13": 85.52, + "STS14": 82.49, + "STS15": 88.76, + "STS16": 87.11, + "STS17 (en-en)": 90.1, + "STS22 (en)": 68.25, + "STSBenchmark": 87.16 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised", + "SummEval": 30.01 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "LLM2Vec-Sheared-Llama-supervised" + } + ] + } + }, + "multilingual-e5-large": { + "BitextMining": { + "f1": [ + { + "Model": "multilingual-e5-large", + "BornholmBitextMining (dan-Latn)": 29.61, + "BornholmBitextMining": 44.16, + "Tatoeba (tgl-Latn_eng-Latn)": 92.0, + "Tatoeba (gsw-Latn_eng-Latn)": 51.65, + "Tatoeba (tzl-Latn_eng-Latn)": 53.16, + "Tatoeba (slv-Latn_eng-Latn)": 89.57, + "Tatoeba (jav-Latn_eng-Latn)": 75.46, + "Tatoeba (uig-Arab_eng-Latn)": 72.17, + "Tatoeba (ind-Latn_eng-Latn)": 92.9, + "Tatoeba (rus-Cyrl_eng-Latn)": 92.32, + "Tatoeba (war-Latn_eng-Latn)": 62.02, + "Tatoeba (mar-Deva_eng-Latn)": 88.58, + "Tatoeba (mkd-Cyrl_eng-Latn)": 85.63, + "Tatoeba (jpn-Jpan_eng-Latn)": 95.28, + "Tatoeba (hun-Latn_eng-Latn)": 94.01, + "Tatoeba (slk-Latn_eng-Latn)": 93.13, + "Tatoeba (tha-Thai_eng-Latn)": 95.38, + "Tatoeba (fra-Latn_eng-Latn)": 93.42, + "Tatoeba (ukr-Cyrl_eng-Latn)": 93.32, + "Tatoeba (kat-Geor_eng-Latn)": 84.09, + "Tatoeba (nov-Latn_eng-Latn)": 71.62, + "Tatoeba (kor-Hang_eng-Latn)": 90.65, + "Tatoeba (ben-Beng_eng-Latn)": 83.02, + "Tatoeba (cor-Latn_eng-Latn)": 6.28, + "Tatoeba (lfn-Latn_eng-Latn)": 62.91, + "Tatoeba (swh-Latn_eng-Latn)": 71.61, + "Tatoeba (tur-Latn_eng-Latn)": 96.27, + "Tatoeba (cbk-Latn_eng-Latn)": 69.26, + "Tatoeba (kur-Latn_eng-Latn)": 66.83, + "Tatoeba (arq-Arab_eng-Latn)": 41.56, + "Tatoeba (ceb-Latn_eng-Latn)": 55.31, + "Tatoeba (max-Deva_eng-Latn)": 63.41, + "Tatoeba (ang-Latn_eng-Latn)": 40.18, + "Tatoeba (nds-Latn_eng-Latn)": 69.28, + "Tatoeba (epo-Latn_eng-Latn)": 96.01, + "Tatoeba (heb-Hebr_eng-Latn)": 86.61, + "Tatoeba (yue-Hant_eng-Latn)": 88.71, + "Tatoeba (dan-Latn_eng-Latn)": 95.08, + "Tatoeba (swe-Latn_eng-Latn)": 95.3, + "Tatoeba (lvs-Latn_eng-Latn)": 90.06, + "Tatoeba (ast-Latn_eng-Latn)": 81.76, + "Tatoeba (dsb-Latn_eng-Latn)": 48.44, + "Tatoeba (pes-Arab_eng-Latn)": 92.14, + "Tatoeba (dtp-Latn_eng-Latn)": 7.03, + "Tatoeba (tuk-Latn_eng-Latn)": 33.15, + "Tatoeba (isl-Latn_eng-Latn)": 92.09, + "Tatoeba (khm-Khmr_eng-Latn)": 59.96, + "Tatoeba (pam-Latn_eng-Latn)": 9.32, + "Tatoeba (tat-Cyrl_eng-Latn)": 73.51, + "Tatoeba (bos-Latn_eng-Latn)": 92.86, + "Tatoeba (spa-Latn_eng-Latn)": 97.1, + "Tatoeba (kaz-Cyrl_eng-Latn)": 79.67, + "Tatoeba (bel-Cyrl_eng-Latn)": 91.08, + "Tatoeba (zsm-Latn_eng-Latn)": 94.53, + "Tatoeba (cat-Latn_eng-Latn)": 91.03, + "Tatoeba (urd-Arab_eng-Latn)": 89.21, + "Tatoeba (mon-Cyrl_eng-Latn)": 87.53, + "Tatoeba (tam-Taml_eng-Latn)": 88.23, + "Tatoeba (fry-Latn_eng-Latn)": 63.43, + "Tatoeba (nob-Latn_eng-Latn)": 97.2, + "Tatoeba (tel-Telu_eng-Latn)": 91.34, + "Tatoeba (hye-Armn_eng-Latn)": 90.92, + "Tatoeba (awa-Deva_eng-Latn)": 72.27, + "Tatoeba (hrv-Latn_eng-Latn)": 96.15, + "Tatoeba (ile-Latn_eng-Latn)": 79.16, + "Tatoeba (amh-Ethi_eng-Latn)": 80.69, + "Tatoeba (orv-Cyrl_eng-Latn)": 39.87, + "Tatoeba (ara-Arab_eng-Latn)": 85.48, + "Tatoeba (ido-Latn_eng-Latn)": 83.52, + "Tatoeba (hin-Deva_eng-Latn)": 94.48, + "Tatoeba (por-Latn_eng-Latn)": 93.63, + "Tatoeba (ron-Latn_eng-Latn)": 94.87, + "Tatoeba (swg-Latn_eng-Latn)": 55.64, + "Tatoeba (cmn-Hans_eng-Latn)": 95.28, + "Tatoeba (pol-Latn_eng-Latn)": 96.6, + "Tatoeba (bul-Cyrl_eng-Latn)": 92.93, + "Tatoeba (ina-Latn_eng-Latn)": 93.47, + "Tatoeba (bre-Latn_eng-Latn)": 11.1, + "Tatoeba (wuu-Hans_eng-Latn)": 86.37, + "Tatoeba (lit-Latn_eng-Latn)": 88.48, + "Tatoeba (csb-Latn_eng-Latn)": 36.98, + "Tatoeba (lat-Latn_eng-Latn)": 53.37, + "Tatoeba (gle-Latn_eng-Latn)": 71.48, + "Tatoeba (ita-Latn_eng-Latn)": 93.29, + "Tatoeba (srp-Cyrl_eng-Latn)": 93.1, + "Tatoeba (arz-Arab_eng-Latn)": 74.73, + "Tatoeba (cym-Latn_eng-Latn)": 76.21, + "Tatoeba (ber-Tfng_eng-Latn)": 38.9, + "Tatoeba (xho-Latn_eng-Latn)": 80.87, + "Tatoeba (uzb-Latn_eng-Latn)": 72.35, + "Tatoeba (pms-Latn_eng-Latn)": 59.85, + "Tatoeba (est-Latn_eng-Latn)": 85.03, + "Tatoeba (deu-Latn_eng-Latn)": 99.07, + "Tatoeba (yid-Hebr_eng-Latn)": 76.33, + "Tatoeba (ell-Grek_eng-Latn)": 93.88, + "Tatoeba (afr-Latn_eng-Latn)": 90.22, + "Tatoeba (fao-Latn_eng-Latn)": 72.62, + "Tatoeba (nld-Latn_eng-Latn)": 96.63, + "Tatoeba (hsb-Latn_eng-Latn)": 58.9, + "Tatoeba (aze-Latn_eng-Latn)": 87.61, + "Tatoeba (kzj-Latn_eng-Latn)": 7.91, + "Tatoeba (kab-Latn_eng-Latn)": 36.54, + "Tatoeba (mal-Mlym_eng-Latn)": 97.7, + "Tatoeba (mhr-Cyrl_eng-Latn)": 6.79, + "Tatoeba (ces-Latn_eng-Latn)": 94.89, + "Tatoeba (gla-Latn_eng-Latn)": 59.0, + "Tatoeba (cha-Latn_eng-Latn)": 27.16, + "Tatoeba (glg-Latn_eng-Latn)": 93.34, + "Tatoeba (vie-Latn_eng-Latn)": 97.0, + "Tatoeba (oci-Latn_eng-Latn)": 54.91, + "Tatoeba (nno-Latn_eng-Latn)": 91.4, + "Tatoeba (fin-Latn_eng-Latn)": 95.44, + "Tatoeba (eus-Latn_eng-Latn)": 77.82, + "Tatoeba (sqi-Latn_eng-Latn)": 94.7 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "multilingual-e5-large", + "AllegroReviews (pol-Latn)": 41.04, + "AllegroReviews": 41.14, + "AmazonCounterfactualClassification (en-ext)": 78.73, + "AmazonCounterfactualClassification (en)": 78.67, + "AmazonCounterfactualClassification (deu-Latn)": 68.66, + "AmazonCounterfactualClassification (jpn-Jpan)": 78.8, + "AmazonPolarityClassification": 93.26, + "AmazonReviewsClassification (en)": 49.2, + "AmazonReviewsClassification (deu-Latn)": 46.5, + "AmazonReviewsClassification (spa-Latn)": 44.35, + "AmazonReviewsClassification (fra-Latn)": 42.55, + "AmazonReviewsClassification (jpn-Jpan)": 41.71, + "AmazonReviewsClassification (cmn-Hans)": 38.87, + "AmazonReviewsClassification (fr)": 41.91, + "AngryTweetsClassification (dan-Latn)": 57.69, + "AngryTweetsClassification": 54.95, + "Banking77Classification": 75.88, + "CBD (pol-Latn)": 69.84, + "CBD": 69.9, + "DKHateClassification": 66.02, + "DanishPoliticalCommentsClassification (dan-Latn)": 39.43, + "DanishPoliticalCommentsClassification": 38.27, + "EmotionClassification": 47.58, + "GeoreviewClassification (rus-Cyrl)": 49.69, + "HeadlineClassification (rus-Cyrl)": 77.19, + "IFlyTek (cmn-Hans)": 41.86, + "IFlyTek": 45.47, + "ImdbClassification": 90.23, + "InappropriatenessClassification (rus-Cyrl)": 61.6, + "JDReview (cmn-Hans)": 80.54, + "JDReview": 80.99, + "KinopoiskClassification (rus-Cyrl)": 56.59, + "LccSentimentClassification (dan-Latn)": 61.53, + "LccSentimentClassification": 59.6, + "MTOPDomainClassification (en)": 91.81, + "MTOPDomainClassification (deu-Latn)": 90.44, + "MTOPDomainClassification (spa-Latn)": 88.34, + "MTOPDomainClassification (fra-Latn)": 86.23, + "MTOPDomainClassification (hin-Deva)": 86.84, + "MTOPDomainClassification (tha-Thai)": 86.88, + "MTOPDomainClassification (fr)": 86.41, + "MTOPIntentClassification (en)": 64.29, + "MTOPIntentClassification (deu-Latn)": 65.97, + "MTOPIntentClassification (spa-Latn)": 61.9, + "MTOPIntentClassification (fra-Latn)": 56.25, + "MTOPIntentClassification (hin-Deva)": 59.17, + "MTOPIntentClassification (tha-Thai)": 62.59, + "MTOPIntentClassification (fr)": 59.43, + "MasakhaNEWSClassification (amh-Ethi)": 83.7, + "MasakhaNEWSClassification (eng)": 78.26, + "MasakhaNEWSClassification (fra-Latn)": 76.11, + "MasakhaNEWSClassification (hau-Latn)": 76.17, + "MasakhaNEWSClassification (ibo-Latn)": 70.05, + "MasakhaNEWSClassification (lin-Latn)": 75.89, + "MasakhaNEWSClassification (lug-Latn)": 73.63, + "MasakhaNEWSClassification (orm-Ethi)": 80.31, + "MasakhaNEWSClassification (pcm-Latn)": 89.15, + "MasakhaNEWSClassification (run-Latn)": 76.55, + "MasakhaNEWSClassification (sna-Latn)": 86.99, + "MasakhaNEWSClassification (som-Latn)": 64.63, + "MasakhaNEWSClassification (swa-Latn)": 73.42, + "MasakhaNEWSClassification (tir-Ethi)": 72.06, + "MasakhaNEWSClassification (xho-Latn)": 82.56, + "MasakhaNEWSClassification (yor-Latn)": 81.09, + "MasakhaNEWSClassification (fra)": 79.38, + "MassiveIntentClassification (kor-Kore)": 63.92, + "MassiveIntentClassification (lav-Latn)": 58.31, + "MassiveIntentClassification (isl-Latn)": 53.3, + "MassiveIntentClassification (tel-Telu)": 53.96, + "MassiveIntentClassification (mya-Mymr)": 49.73, + "MassiveIntentClassification (nob-Latn)": 64.54, + "MassiveIntentClassification (en)": 68.51, + "MassiveIntentClassification (spa-Latn)": 64.01, + "MassiveIntentClassification (swe-Latn)": 66.52, + "MassiveIntentClassification (cmo-Hant)": 58.78, + "MassiveIntentClassification (pol-Latn)": 65.09, + "MassiveIntentClassification (rus-Cyrl)": 65.76, + "MassiveIntentClassification (aze-Latn)": 54.68, + "MassiveIntentClassification (fin-Latn)": 64.28, + "MassiveIntentClassification (cmo-Hans)": 66.23, + "MassiveIntentClassification (urd-Arab)": 54.6, + "MassiveIntentClassification (tam-Taml)": 53.41, + "MassiveIntentClassification (hin-Deva)": 60.93, + "MassiveIntentClassification (deu-Latn)": 63.82, + "MassiveIntentClassification (ell-Grek)": 64.34, + "MassiveIntentClassification (hye-Armn)": 50.89, + "MassiveIntentClassification (por-Latn)": 65.6, + "MassiveIntentClassification (nld-Latn)": 65.0, + "MassiveIntentClassification (fas-Arab)": 63.74, + "MassiveIntentClassification (ron-Latn)": 59.76, + "MassiveIntentClassification (slv-Latn)": 59.38, + "MassiveIntentClassification (heb-Hebr)": 62.44, + "MassiveIntentClassification (vie-Latn)": 63.39, + "MassiveIntentClassification (sqi-Latn)": 57.3, + "MassiveIntentClassification (khm-Khmr)": 34.88, + "MassiveIntentClassification (ben-Beng)": 55.6, + "MassiveIntentClassification (tgl-Latn)": 54.77, + "MassiveIntentClassification (jpn-Jpan)": 67.11, + "MassiveIntentClassification (kat-Geor)": 41.45, + "MassiveIntentClassification (afr-Latn)": 53.69, + "MassiveIntentClassification (cym-Latn)": 44.22, + "MassiveIntentClassification (amh-Ethi)": 45.48, + "MassiveIntentClassification (ita-Latn)": 63.89, + "MassiveIntentClassification (mal-Mlym)": 57.58, + "MassiveIntentClassification (tha-Thai)": 62.75, + "MassiveIntentClassification (ind-Latn)": 63.51, + "MassiveIntentClassification (jav-Latn)": 48.96, + "MassiveIntentClassification (dan-Latn)": 63.7, + "MassiveIntentClassification (ara-Arab)": 54.1, + "MassiveIntentClassification (kan-Knda)": 53.45, + "MassiveIntentClassification (hun-Latn)": 64.0, + "MassiveIntentClassification (tur-Latn)": 64.61, + "MassiveIntentClassification (msa-Latn)": 58.49, + "MassiveIntentClassification (mon-Cyrl)": 49.6, + "MassiveIntentClassification (swa-Latn)": 47.69, + "MassiveIntentClassification (fra-Latn)": 63.37, + "MassiveIntentClassification (da)": 60.16, + "MassiveIntentClassification (nb)": 59.83, + "MassiveIntentClassification (sv)": 61.78, + "MassiveIntentClassification (pl)": 65.07, + "MassiveScenarioClassification (heb-Hebr)": 67.72, + "MassiveScenarioClassification (vie-Latn)": 68.91, + "MassiveScenarioClassification (cmo-Hant)": 64.35, + "MassiveScenarioClassification (urd-Arab)": 60.89, + "MassiveScenarioClassification (isl-Latn)": 60.74, + "MassiveScenarioClassification (ell-Grek)": 69.74, + "MassiveScenarioClassification (mon-Cyrl)": 55.37, + "MassiveScenarioClassification (swa-Latn)": 56.27, + "MassiveScenarioClassification (tam-Taml)": 58.76, + "MassiveScenarioClassification (hye-Armn)": 55.76, + "MassiveScenarioClassification (amh-Ethi)": 52.69, + "MassiveScenarioClassification (ben-Beng)": 61.85, + "MassiveScenarioClassification (tel-Telu)": 59.49, + "MassiveScenarioClassification (dan-Latn)": 71.18, + "MassiveScenarioClassification (slv-Latn)": 65.33, + "MassiveScenarioClassification (en)": 73.04, + "MassiveScenarioClassification (rus-Cyrl)": 70.85, + "MassiveScenarioClassification (mal-Mlym)": 63.17, + "MassiveScenarioClassification (sqi-Latn)": 63.79, + "MassiveScenarioClassification (ita-Latn)": 69.45, + "MassiveScenarioClassification (kor-Kore)": 70.54, + "MassiveScenarioClassification (cmo-Hans)": 72.25, + "MassiveScenarioClassification (cym-Latn)": 51.25, + "MassiveScenarioClassification (pol-Latn)": 69.83, + "MassiveScenarioClassification (ind-Latn)": 69.43, + "MassiveScenarioClassification (tur-Latn)": 68.12, + "MassiveScenarioClassification (tgl-Latn)": 60.71, + "MassiveScenarioClassification (hin-Deva)": 66.85, + "MassiveScenarioClassification (spa-Latn)": 69.07, + "MassiveScenarioClassification (lav-Latn)": 64.28, + "MassiveScenarioClassification (mya-Mymr)": 54.03, + "MassiveScenarioClassification (ara-Arab)": 61.0, + "MassiveScenarioClassification (kan-Knda)": 59.36, + "MassiveScenarioClassification (jav-Latn)": 56.24, + "MassiveScenarioClassification (por-Latn)": 68.33, + "MassiveScenarioClassification (tha-Thai)": 69.06, + "MassiveScenarioClassification (aze-Latn)": 58.49, + "MassiveScenarioClassification (fra-Latn)": 68.74, + "MassiveScenarioClassification (ron-Latn)": 66.06, + "MassiveScenarioClassification (nld-Latn)": 71.11, + "MassiveScenarioClassification (fas-Arab)": 67.55, + "MassiveScenarioClassification (deu-Latn)": 71.25, + "MassiveScenarioClassification (nob-Latn)": 70.44, + "MassiveScenarioClassification (msa-Latn)": 63.55, + "MassiveScenarioClassification (afr-Latn)": 62.35, + "MassiveScenarioClassification (hun-Latn)": 70.53, + "MassiveScenarioClassification (swe-Latn)": 72.77, + "MassiveScenarioClassification (kat-Geor)": 47.82, + "MassiveScenarioClassification (jpn-Jpan)": 73.16, + "MassiveScenarioClassification (khm-Khmr)": 41.14, + "MassiveScenarioClassification (fin-Latn)": 68.62, + "MassiveScenarioClassification (da)": 67.46, + "MassiveScenarioClassification (nb)": 66.18, + "MassiveScenarioClassification (sv)": 69.15, + "MassiveScenarioClassification (pl)": 69.82, + "MultilingualSentiment (cmn-Hans)": 70.81, + "MultilingualSentiment": 68.58, + "NoRecClassification (nob-Latn)": 58.43, + "NoRecClassification": 62.76, + "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 80.15, + "NordicLangClassification": 82.29, + "NorwegianParliament": 60.36, + "OnlineShopping (cmn-Hans)": 90.45, + "OnlineShopping": 90.81, + "PAC (pol-Latn)": 70.33, + "PAC": 70.37, + "PolEmo2.0-IN (pol-Latn)": 77.06, + "PolEmo2.0-IN": 77.06, + "PolEmo2.0-OUT (pol-Latn)": 53.48, + "PolEmo2.0-OUT": 53.38, + "RuReviewsClassification (rus-Cyrl)": 65.28, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 58.2, + "RuSciBenchOECDClassification (rus-Cyrl)": 43.91, + "ScalaDaClassification": 50.77, + "ScalaNbClassification": 50.44, + "TNews (cmn-Hans)": 48.8, + "TNews": 48.38, + "ToxicConversationsClassification": 66.01, + "TweetSentimentExtractionClassification": 62.8, + "Waimai (cmn-Hans)": 86.3, + "Waimai": 85.02 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "multilingual-e5-large", + "8TagsClustering": 33.88, + "AlloProfClusteringP2P": 62.99, + "AlloProfClusteringS2S": 32.26, + "BiorxivClusteringP2P": 35.5, + "BiorxivClusteringS2S": 33.3, + "CLSClusteringP2P": 40.68, + "CLSClusteringS2S": 38.59, + "GeoreviewClusteringP2P (rus-Cyrl)": 60.51, + "HALClusteringS2S": 22.44, + "MLSUMClusteringP2P (rus-Cyrl)": 42.79, + "MLSUMClusteringP2P": 44.04, + "MLSUMClusteringS2S (rus-Cyrl)": 44.32, + "MLSUMClusteringS2S": 37.65, + "MasakhaNEWSClusteringP2P (amh-Ethi)": 67.16, + "MasakhaNEWSClusteringP2P (eng)": 61.1, + "MasakhaNEWSClusteringP2P (fra-Latn)": 41.66, + "MasakhaNEWSClusteringP2P (hau-Latn)": 60.7, + "MasakhaNEWSClusteringP2P (ibo-Latn)": 48.41, + "MasakhaNEWSClusteringP2P (lin-Latn)": 57.69, + "MasakhaNEWSClusteringP2P (lug-Latn)": 71.95, + "MasakhaNEWSClusteringP2P (orm-Ethi)": 60.14, + "MasakhaNEWSClusteringP2P (pcm-Latn)": 80.84, + "MasakhaNEWSClusteringP2P (run-Latn)": 59.91, + "MasakhaNEWSClusteringP2P (sna-Latn)": 53.3, + "MasakhaNEWSClusteringP2P (som-Latn)": 34.38, + "MasakhaNEWSClusteringP2P (swa-Latn)": 33.25, + "MasakhaNEWSClusteringP2P (tir-Ethi)": 54.21, + "MasakhaNEWSClusteringP2P (xho-Latn)": 41.12, + "MasakhaNEWSClusteringP2P (yor-Latn)": 36.22, + "MasakhaNEWSClusteringP2P (fra)": 40.94, + "MasakhaNEWSClusteringS2S (amh-Ethi)": 47.24, + "MasakhaNEWSClusteringS2S (eng)": 53.93, + "MasakhaNEWSClusteringS2S (fra-Latn)": 39.84, + "MasakhaNEWSClusteringS2S (hau-Latn)": 19.24, + "MasakhaNEWSClusteringS2S (ibo-Latn)": 28.88, + "MasakhaNEWSClusteringS2S (lin-Latn)": 42.22, + "MasakhaNEWSClusteringS2S (lug-Latn)": 43.63, + "MasakhaNEWSClusteringS2S (orm-Ethi)": 26.29, + "MasakhaNEWSClusteringS2S (pcm-Latn)": 59.77, + "MasakhaNEWSClusteringS2S (run-Latn)": 51.46, + "MasakhaNEWSClusteringS2S (sna-Latn)": 48.14, + "MasakhaNEWSClusteringS2S (som-Latn)": 25.14, + "MasakhaNEWSClusteringS2S (swa-Latn)": 7.28, + "MasakhaNEWSClusteringS2S (tir-Ethi)": 50.51, + "MasakhaNEWSClusteringS2S (xho-Latn)": 30.98, + "MasakhaNEWSClusteringS2S (yor-Latn)": 34.09, + "MasakhaNEWSClusteringS2S (fra)": 30.56, + "MedrxivClusteringP2P": 31.7, + "MedrxivClusteringS2S": 29.76, + "RedditClustering": 46.91, + "RedditClusteringP2P": 63.0, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 52.03, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 45.11, + "StackExchangeClustering": 58.37, + "StackExchangeClusteringP2P": 32.9, + "ThuNewsClusteringP2P": 58.05, + "ThuNewsClusteringS2S": 55.59, + "TwentyNewsgroupsClustering": 39.4 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "multilingual-e5-large", + "CDSC-E (pol-Latn)": 74.47, + "CDSC-E": 74.47, + "Cmnli": 78.18, + "Ocnli": 61.6, + "OpusparcusPC (deu-Latn)": 97.27, + "OpusparcusPC (en)": 98.74, + "OpusparcusPC (fin-Latn)": 94.26, + "OpusparcusPC (fra-Latn)": 93.68, + "OpusparcusPC (rus-Cyrl)": 89.64, + "OpusparcusPC (swe-Latn)": 94.98, + "OpusparcusPC (fr)": 93.89, + "PPC": 92.18, + "PSC (pol-Latn)": 99.4, + "PSC": 99.39, + "PawsXPairClassification (deu-Latn)": 56.81, + "PawsXPairClassification (en)": 62.97, + "PawsXPairClassification (spa-Latn)": 56.85, + "PawsXPairClassification (fra-Latn)": 58.68, + "PawsXPairClassification (jpn-Hira)": 50.7, + "PawsXPairClassification (kor-Hang)": 52.08, + "PawsXPairClassification (cmn-Hans)": 56.82, + "PawsXPairClassification (fr)": 58.5, + "SICK-E-PL (pol-Latn)": 75.95, + "SICK-E-PL": 75.96, + "SprintDuplicateQuestions": 93.14, + "TERRa (rus-Cyrl)": 58.4, + "TwitterSemEval2015": 75.28, + "TwitterURLCorpus": 85.83 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "multilingual-e5-large", + "AlloprofReranking (fra-Latn)": 69.44, + "AlloprofReranking": 57.37, + "AskUbuntuDupQuestions": 59.24, + "CMedQAv1": 68.25, + "CMedQAv2": 68.56, + "MIRACLReranking (rus-Cyrl)": 63.71, + "MMarcoReranking (cmn-Hans)": 29.12, + "MMarcoReranking": 21.34, + "MindSmallReranking": 30.24, + "RuBQReranking (rus-Cyrl)": 75.58, + "SciDocsRR": 84.22, + "StackOverflowDupQuestions": 50.14, + "SyntecReranking (fra-Latn)": 85.45, + "SyntecReranking": 86.9, + "T2Reranking (cmn-Hans)": 66.32, + "T2Reranking": 65.83 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "multilingual-e5-large", + "AILACasedocs": 26.43, + "AILAStatutes": 20.84, + "ARCChallenge": 10.83, + "AlloprofRetrieval (fra-Latn)": 39.34, + "AlloprofRetrieval": 38.15, + "AlphaNLI": 13.59, + "ArguAna": 54.36, + "ArguAna-PL (pol-Latn)": 52.99, + "ArguAna-PL": 53.02, + "BSARDRetrieval (fra-Latn)": 21.28, + "BSARDRetrieval": 0.27, + "CmedqaRetrieval (cmn-Hans)": 28.66, + "CmedqaRetrieval": 28.67, + "CovidRetrieval (cmn-Hans)": 75.61, + "CovidRetrieval": 75.51, + "DBPedia-PL": 35.82, + "DuRetrieval (cmn-Hans)": 85.3, + "DuRetrieval": 85.32, + "EcomRetrieval (cmn-Hans)": 54.67, + "EcomRetrieval": 54.75, + "FiQA-PL (pol-Latn)": 32.97, + "FiQA-PL": 33.0, + "FiQA2018": 43.81, + "GerDaLIRSmall (deu-Latn)": 15.72, + "HellaSwag": 27.35, + "HotpotQA-PL": 67.41, + "LEMBNarrativeQARetrieval": 24.22, + "LEMBNeedleRetrieval": 28.0, + "LEMBPasskeyRetrieval": 38.25, + "LEMBQMSumRetrieval": 24.26, + "LEMBSummScreenFDRetrieval": 71.12, + "LEMBWikimQARetrieval": 56.8, + "LeCaRDv2 (zho-Hans)": 55.83, + "LegalBenchConsumerContractsQA": 73.3, + "LegalBenchCorporateLobbying": 89.72, + "LegalQuAD (deu-Latn)": 43.17, + "LegalSummarization": 62.1, + "MIRACLRetrieval (rus-Cyrl)": 67.33, + "MMarcoRetrieval (cmn-Hans)": 79.2, + "MMarcoRetrieval": 79.2, + "MSMARCO-PL": 33.38, + "MedicalRetrieval (cmn-Hans)": 51.44, + "MedicalRetrieval": 51.44, + "MintakaRetrieval (ara-Arab)": 26.5, + "MintakaRetrieval (deu-Latn)": 32.77, + "MintakaRetrieval (spa-Latn)": 34.23, + "MintakaRetrieval (fra-Latn)": 34.24, + "MintakaRetrieval (hin-Deva)": 27.45, + "MintakaRetrieval (ita-Latn)": 33.84, + "MintakaRetrieval (jpn-Hira)": 26.45, + "MintakaRetrieval (por-Latn)": 35.9, + "MintakaRetrieval (fr)": 25.2, + "NFCorpus": 33.95, + "NFCorpus-PL (pol-Latn)": 30.21, + "NFCorpus-PL": 30.24, + "NQ-PL": 52.79, + "PIQA": 28.82, + "Quail": 4.85, + "Quora-PL": 83.65, + "RARbCode": 58.92, + "RARbMath": 67.32, + "RiaNewsRetrieval (rus-Cyrl)": 80.67, + "RuBQRetrieval (rus-Cyrl)": 74.11, + "SCIDOCS": 17.45, + "SCIDOCS-PL (pol-Latn)": 13.82, + "SCIDOCS-PL": 13.81, + "SIQA": 5.36, + "SciFact": 70.42, + "SciFact-PL (pol-Latn)": 65.66, + "SciFact-PL": 65.66, + "SpartQA": 5.64, + "SyntecRetrieval (fra-Latn)": 82.39, + "SyntecRetrieval": 81.07, + "T2Retrieval (cmn-Hans)": 76.07, + "T2Retrieval": 76.11, + "TRECCOVID": 71.21, + "TRECCOVID-PL (pol-Latn)": 69.9, + "TRECCOVID-PL": 70.03, + "TempReasonL1": 1.14, + "TempReasonL2Fact": 42.97, + "TempReasonL2Pure": 2.05, + "TempReasonL3Fact": 38.22, + "TempReasonL3Pure": 8.31, + "Touche2020": 23.13, + "VideoRetrieval (cmn-Hans)": 58.28, + "VideoRetrieval": 58.25, + "WinoGrande": 54.99, + "XPQARetrieval (ara-Arab_ara-Arab)": 43.69, + "XPQARetrieval (eng-Latn_ara-Arab)": 30.86, + "XPQARetrieval (ara-Arab_eng-Latn)": 39.11, + "XPQARetrieval (deu-Latn_deu-Latn)": 76.83, + "XPQARetrieval (eng-Latn_deu-Latn)": 42.87, + "XPQARetrieval (deu-Latn_eng-Latn)": 68.25, + "XPQARetrieval (spa-Latn_spa-Latn)": 61.77, + "XPQARetrieval (eng-Latn_spa-Latn)": 37.55, + "XPQARetrieval (spa-Latn_eng-Latn)": 52.86, + "XPQARetrieval (fra-Latn_fra-Latn)": 61.38, + "XPQARetrieval (eng-Latn_fra-Latn)": 39.12, + "XPQARetrieval (fra-Latn_eng-Latn)": 57.93, + "XPQARetrieval (hin-Deva_hin-Deva)": 71.09, + "XPQARetrieval (eng-Latn_hin-Deva)": 32.39, + "XPQARetrieval (hin-Deva_eng-Latn)": 68.31, + "XPQARetrieval (ita-Latn_ita-Latn)": 74.32, + "XPQARetrieval (eng-Latn_ita-Latn)": 37.95, + "XPQARetrieval (ita-Latn_eng-Latn)": 64.54, + "XPQARetrieval (jpn-Hira_jpn-Hira)": 74.11, + "XPQARetrieval (eng-Latn_jpn-Hira)": 38.31, + "XPQARetrieval (jpn-Hira_eng-Latn)": 65.42, + "XPQARetrieval (kor-Hang_kor-Hang)": 35.72, + "XPQARetrieval (eng-Latn_kor-Hang)": 31.09, + "XPQARetrieval (kor-Hang_eng-Latn)": 34.06, + "XPQARetrieval (pol-Latn_pol-Latn)": 51.01, + "XPQARetrieval (eng-Latn_pol-Latn)": 30.49, + "XPQARetrieval (pol-Latn_eng-Latn)": 44.66, + "XPQARetrieval (por-Latn_por-Latn)": 41.1, + "XPQARetrieval (eng-Latn_por-Latn)": 22.03, + "XPQARetrieval (por-Latn_eng-Latn)": 35.15, + "XPQARetrieval (tam-Taml_tam-Taml)": 39.51, + "XPQARetrieval (eng-Latn_tam-Taml)": 17.33, + "XPQARetrieval (tam-Taml_eng-Latn)": 33.67, + "XPQARetrieval (cmn-Hans_cmn-Hans)": 66.27, + "XPQARetrieval (eng-Latn_cmn-Hans)": 26.24, + "XPQARetrieval (cmn-Hans_eng-Latn)": 55.15, + "XPQARetrieval (fr)": 66.15 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "multilingual-e5-large", + "AFQMC (cmn-Hans)": 33.01, + "AFQMC": 33.02, + "ATEC (cmn-Hans)": 39.8, + "ATEC": 39.81, + "BIOSSES": 82.49, + "BQ (cmn-Hans)": 46.44, + "BQ": 46.44, + "CDSC-R (pol-Latn)": 91.0, + "CDSC-R": 91.0, + "LCQMC (cmn-Hans)": 75.95, + "LCQMC": 75.95, + "PAWSX (cmn-Hans)": 14.63, + "PAWSX": 14.63, + "QBQTC": 29.77, + "RUParaPhraserSTS (rus-Cyrl)": 71.82, + "RuSTSBenchmarkSTS (rus-Cyrl)": 83.15, + "SICK-R": 80.23, + "SICK-R-PL (pol-Latn)": 75.08, + "SICK-R-PL": 75.08, + "SICKFr (fra-Latn)": 78.81, + "SICKFr": 78.78, + "STS12": 80.02, + "STS13": 81.55, + "STS14": 77.72, + "STS15": 89.31, + "STS16": 85.79, + "STS17 (en-en)": 88.12, + "STS17 (spa-Latn)": 86.71, + "STS17 (spa-Latn_eng-Latn)": 80.74, + "STS17 (eng-Latn_ara-Arab)": 75.03, + "STS17 (fra-Latn_eng-Latn)": 85.62, + "STS17 (kor-Hang)": 82.27, + "STS17 (ita-Latn_eng-Latn)": 84.52, + "STS17 (ara-Arab)": 77.83, + "STS17 (eng-Latn_tur-Latn)": 71.22, + "STS17 (eng-Latn_deu-Latn)": 86.15, + "STS17 (nld-Latn_eng-Latn)": 85.29, + "STS22 (deu-Latn)": 56.58, + "STS22 (deu-Latn_fra-Latn)": 67.96, + "STS22 (ara-Arab)": 56.95, + "STS22 (rus-Cyrl)": 59.89, + "STS22 (deu-Latn_eng-Latn)": 56.59, + "STS22 (en)": 63.66, + "STS22 (tur-Latn)": 63.56, + "STS22 (pol-Latn_eng-Latn)": 65.54, + "STS22 (cmn-Hans)": 66.82, + "STS22 (ita-Latn)": 76.99, + "STS22 (pol-Latn)": 34.65, + "STS22 (spa-Latn_ita-Latn)": 68.92, + "STS22 (fra-Latn)": 76.77, + "STS22 (cmn-Hans_eng-Latn)": 65.95, + "STS22 (fra-Latn_pol-Latn)": 50.71, + "STS22 (spa-Latn_eng-Latn)": 72.51, + "STS22 (spa-Latn)": 64.6, + "STS22 (deu-Latn_pol-Latn)": 49.58, + "STS22 (zh)": 65.64, + "STS22 (pl)": 34.66, + "STSB (cmn-Hans)": 81.08, + "STSB": 81.08, + "STSBenchmark": 87.29, + "STSBenchmarkMultilingualSTS (cmn-Hans)": 81.22, + "STSBenchmarkMultilingualSTS (en)": 87.29, + "STSBenchmarkMultilingualSTS (pol-Latn)": 81.06, + "STSBenchmarkMultilingualSTS (nld-Latn)": 81.63, + "STSBenchmarkMultilingualSTS (ita-Latn)": 81.75, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 83.05, + "STSBenchmarkMultilingualSTS (por-Latn)": 73.31, + "STSBenchmarkMultilingualSTS (spa-Latn)": 83.81, + "STSBenchmarkMultilingualSTS (fra-Latn)": 83.28, + "STSBenchmarkMultilingualSTS (deu-Latn)": 84.27, + "STSBenchmarkMultilingualSTS (fr)": 82.53 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "multilingual-e5-large", + "SummEval": 29.65, + "SummEvalFr (fra-Latn)": 30.92, + "SummEvalFr": 30.92 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "multilingual-e5-large", + "CEDRClassification (rus-Cyrl)": 44.84, + "SensitiveTopicsClassification (rus-Cyrl)": 27.17 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "multilingual-e5-large" + } + ] + } + }, + "st-polish-paraphrase-from-distilroberta": { + "BitextMining": { + "f1": [ + { + "Model": "st-polish-paraphrase-from-distilroberta" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "st-polish-paraphrase-from-distilroberta", + "AllegroReviews": 34.5, + "CBD": 70.27, + "MassiveIntentClassification (pl)": 64.81, + "MassiveScenarioClassification (pl)": 70.01, + "PAC": 64.6, + "PolEmo2.0-IN": 67.06, + "PolEmo2.0-OUT": 38.58 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "st-polish-paraphrase-from-distilroberta", + "8TagsClustering": 31.68 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "st-polish-paraphrase-from-distilroberta", + "CDSC-E": 75.99, + "PPC": 93.29, + "PSC": 99.1, + "SICK-E-PL": 79.63 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "st-polish-paraphrase-from-distilroberta" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "st-polish-paraphrase-from-distilroberta", + "ArguAna-PL": 49.42, + "DBPedia-PL": 19.82, + "FiQA-PL": 19.58, + "HotpotQA-PL": 23.47, + "MSMARCO-PL": 16.51, + "NFCorpus-PL": 22.49, + "NQ-PL": 19.83, + "Quora-PL": 81.17, + "SCIDOCS-PL": 12.15, + "SciFact-PL": 49.49, + "TRECCOVID-PL": 38.97 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "st-polish-paraphrase-from-distilroberta", + "CDSC-R": 89.62, + "SICK-R-PL": 76.37, + "STS22 (pl)": 40.36 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "st-polish-paraphrase-from-distilroberta" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "st-polish-paraphrase-from-distilroberta" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "st-polish-paraphrase-from-distilroberta" + } + ] + } + }, + "sbert_large_nlu_ru": { + "BitextMining": { + "f1": [ + { + "Model": "sbert_large_nlu_ru" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "sbert_large_nlu_ru", + "GeoreviewClassification (rus-Cyrl)": 39.97, + "HeadlineClassification (rus-Cyrl)": 79.26, + "InappropriatenessClassification (rus-Cyrl)": 62.52, + "KinopoiskClassification (rus-Cyrl)": 49.51, + "MassiveIntentClassification (rus-Cyrl)": 61.09, + "MassiveScenarioClassification (rus-Cyrl)": 67.6, + "RuReviewsClassification (rus-Cyrl)": 58.27, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.9, + "RuSciBenchOECDClassification (rus-Cyrl)": 43.04 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "sbert_large_nlu_ru", + "GeoreviewClusteringP2P (rus-Cyrl)": 59.02, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.4, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 46.41 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "sbert_large_nlu_ru", + "TERRa (rus-Cyrl)": 50.17 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "sbert_large_nlu_ru", + "MIRACLReranking (rus-Cyrl)": 18.8, + "RuBQReranking (rus-Cyrl)": 46.81 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "sbert_large_nlu_ru", + "MIRACLRetrieval (rus-Cyrl)": 1.98, + "RiaNewsRetrieval (rus-Cyrl)": 11.11, + "RuBQRetrieval (rus-Cyrl)": 12.45 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "sbert_large_nlu_ru", + "RUParaPhraserSTS (rus-Cyrl)": 62.06, + "RuSTSBenchmarkSTS (rus-Cyrl)": 58.82, + "STS22 (rus-Cyrl)": 50.75 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "sbert_large_nlu_ru" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "sbert_large_nlu_ru", + "CEDRClassification (rus-Cyrl)": 35.84, + "SensitiveTopicsClassification (rus-Cyrl)": 27.97 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "sbert_large_nlu_ru" + } + ] + } + }, + "LASER2": { + "BitextMining": { + "f1": [ + { + "Model": "LASER2", + "BUCC (de-en)": 99.21, + "BUCC (fr-en)": 98.39, + "BUCC (ru-en)": 97.62, + "BUCC (zh-en)": 97.7, + "Tatoeba (afr-eng)": 92.59, + "Tatoeba (amh-eng)": 80.82, + "Tatoeba (ang-eng)": 25.22, + "Tatoeba (ara-eng)": 90.14, + "Tatoeba (arq-eng)": 26.63, + "Tatoeba (arz-eng)": 66.16, + "Tatoeba (ast-eng)": 76.35, + "Tatoeba (awa-eng)": 33.74, + "Tatoeba (aze-eng)": 82.41, + "Tatoeba (bel-eng)": 79.54, + "Tatoeba (ben-eng)": 89.43, + "Tatoeba (ber-eng)": 77.63, + "Tatoeba (bos-eng)": 95.86, + "Tatoeba (bre-eng)": 31.2, + "Tatoeba (bul-eng)": 93.57, + "Tatoeba (cat-eng)": 95.8, + "Tatoeba (cbk-eng)": 77.17, + "Tatoeba (ceb-eng)": 9.93, + "Tatoeba (ces-eng)": 95.52, + "Tatoeba (cha-eng)": 14.86, + "Tatoeba (cmn-eng)": 85.62, + "Tatoeba (cor-eng)": 4.45, + "Tatoeba (csb-eng)": 27.03, + "Tatoeba (cym-eng)": 5.85, + "Tatoeba (dan-eng)": 95.22, + "Tatoeba (deu-eng)": 99.07, + "Tatoeba (dsb-eng)": 42.34, + "Tatoeba (dtp-eng)": 7.39, + "Tatoeba (ell-eng)": 96.2, + "Tatoeba (epo-eng)": 96.61, + "Tatoeba (est-eng)": 96.43, + "Tatoeba (eus-eng)": 93.32, + "Tatoeba (fao-eng)": 57.04, + "Tatoeba (fin-eng)": 96.98, + "Tatoeba (fra-eng)": 94.28, + "Tatoeba (fry-eng)": 42.07, + "Tatoeba (gla-eng)": 1.52, + "Tatoeba (gle-eng)": 4.2, + "Tatoeba (glg-eng)": 96.14, + "Tatoeba (gsw-eng)": 27.52, + "Tatoeba (heb-eng)": 0.0, + "Tatoeba (hin-eng)": 95.32, + "Tatoeba (hrv-eng)": 96.72, + "Tatoeba (hsb-eng)": 45.75, + "Tatoeba (hun-eng)": 95.2, + "Tatoeba (hye-eng)": 88.72, + "Tatoeba (ido-eng)": 80.86, + "Tatoeba (ile-eng)": 87.88, + "Tatoeba (ina-eng)": 93.93, + "Tatoeba (ind-eng)": 92.98, + "Tatoeba (isl-eng)": 94.32, + "Tatoeba (ita-eng)": 94.32, + "Tatoeba (jav-eng)": 9.95, + "Tatoeba (jpn-eng)": 93.78, + "Tatoeba (kab-eng)": 65.88, + "Tatoeba (kat-eng)": 81.16, + "Tatoeba (kaz-eng)": 53.3, + "Tatoeba (khm-eng)": 74.19, + "Tatoeba (kor-eng)": 87.97, + "Tatoeba (kur-eng)": 19.09, + "Tatoeba (kzj-eng)": 4.46, + "Tatoeba (lat-eng)": 64.81, + "Tatoeba (lfn-eng)": 63.39, + "Tatoeba (lit-eng)": 96.2, + "Tatoeba (lvs-eng)": 95.33, + "Tatoeba (mal-eng)": 98.16, + "Tatoeba (mar-eng)": 92.93, + "Tatoeba (max-eng)": 36.96, + "Tatoeba (mhr-eng)": 6.86, + "Tatoeba (mkd-eng)": 93.63, + "Tatoeba (mon-eng)": 3.42, + "Tatoeba (nds-eng)": 77.13, + "Tatoeba (nld-eng)": 95.35, + "Tatoeba (nno-eng)": 72.75, + "Tatoeba (nob-eng)": 95.77, + "Tatoeba (nov-eng)": 60.02, + "Tatoeba (oci-eng)": 58.13, + "Tatoeba (orv-eng)": 23.24, + "Tatoeba (pam-eng)": 3.24, + "Tatoeba (pes-eng)": 93.13, + "Tatoeba (pms-eng)": 36.23, + "Tatoeba (pol-eng)": 97.32, + "Tatoeba (por-eng)": 94.54, + "Tatoeba (ron-eng)": 96.52, + "Tatoeba (rus-eng)": 92.58, + "Tatoeba (slk-eng)": 95.82, + "Tatoeba (slv-eng)": 95.4, + "Tatoeba (spa-eng)": 97.33, + "Tatoeba (sqi-eng)": 97.22, + "Tatoeba (srp-eng)": 93.64, + "Tatoeba (swe-eng)": 95.31, + "Tatoeba (swg-eng)": 33.1, + "Tatoeba (swh-eng)": 55.66, + "Tatoeba (tam-eng)": 87.32, + "Tatoeba (tat-eng)": 34.74, + "Tatoeba (tel-eng)": 96.72, + "Tatoeba (tgl-eng)": 63.19, + "Tatoeba (tha-eng)": 96.38, + "Tatoeba (tuk-eng)": 16.35, + "Tatoeba (tur-eng)": 98.03, + "Tatoeba (tzl-eng)": 36.56, + "Tatoeba (uig-eng)": 56.49, + "Tatoeba (ukr-eng)": 93.52, + "Tatoeba (urd-eng)": 84.23, + "Tatoeba (uzb-eng)": 23.2, + "Tatoeba (vie-eng)": 96.73, + "Tatoeba (war-eng)": 8.25, + "Tatoeba (wuu-eng)": 75.09, + "Tatoeba (xho-eng)": 4.68, + "Tatoeba (yid-eng)": 2.49, + "Tatoeba (yue-eng)": 87.75, + "Tatoeba (zsm-eng)": 95.41 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "LASER2", + "AmazonCounterfactualClassification (de)": 67.82, + "AmazonCounterfactualClassification (en)": 76.84, + "AmazonCounterfactualClassification (en-ext)": 76.17, + "AmazonCounterfactualClassification (ja)": 68.76, + "AmazonPolarityClassification": 61.01, + "AmazonReviewsClassification (de)": 31.07, + "AmazonReviewsClassification (en)": 28.71, + "AmazonReviewsClassification (es)": 32.72, + "AmazonReviewsClassification (fr)": 31.12, + "AmazonReviewsClassification (ja)": 28.94, + "AmazonReviewsClassification (zh)": 30.89, + "Banking77Classification": 57.76, + "EmotionClassification": 24.83, + "ImdbClassification": 57.58, + "MTOPDomainClassification (de)": 74.08, + "MTOPDomainClassification (en)": 75.36, + "MTOPDomainClassification (es)": 73.47, + "MTOPDomainClassification (fr)": 72.26, + "MTOPDomainClassification (hi)": 72.95, + "MTOPDomainClassification (th)": 72.68, + "MTOPIntentClassification (de)": 51.62, + "MTOPIntentClassification (en)": 49.47, + "MTOPIntentClassification (es)": 52.75, + "MTOPIntentClassification (fr)": 50.12, + "MTOPIntentClassification (hi)": 45.55, + "MTOPIntentClassification (th)": 50.07, + "MasakhaNEWSClassification (fra)": 65.9, + "MassiveIntentClassification (af)": 38.01, + "MassiveIntentClassification (am)": 12.7, + "MassiveIntentClassification (ar)": 37.16, + "MassiveIntentClassification (az)": 19.98, + "MassiveIntentClassification (bn)": 42.51, + "MassiveIntentClassification (cy)": 17.33, + "MassiveIntentClassification (da)": 45.61, + "MassiveIntentClassification (de)": 44.79, + "MassiveIntentClassification (el)": 46.71, + "MassiveIntentClassification (en)": 47.91, + "MassiveIntentClassification (es)": 45.44, + "MassiveIntentClassification (fa)": 45.01, + "MassiveIntentClassification (fi)": 45.94, + "MassiveIntentClassification (fr)": 46.13, + "MassiveIntentClassification (he)": 42.55, + "MassiveIntentClassification (hi)": 40.2, + "MassiveIntentClassification (hu)": 42.77, + "MassiveIntentClassification (hy)": 28.07, + "MassiveIntentClassification (id)": 45.81, + "MassiveIntentClassification (is)": 39.86, + "MassiveIntentClassification (it)": 48.25, + "MassiveIntentClassification (ja)": 45.3, + "MassiveIntentClassification (jv)": 24.3, + "MassiveIntentClassification (ka)": 22.7, + "MassiveIntentClassification (km)": 22.48, + "MassiveIntentClassification (kn)": 4.32, + "MassiveIntentClassification (ko)": 44.26, + "MassiveIntentClassification (lv)": 39.75, + "MassiveIntentClassification (ml)": 41.33, + "MassiveIntentClassification (mn)": 16.2, + "MassiveIntentClassification (ms)": 43.23, + "MassiveIntentClassification (my)": 25.37, + "MassiveIntentClassification (nb)": 37.74, + "MassiveIntentClassification (nl)": 45.0, + "MassiveIntentClassification (pl)": 44.99, + "MassiveIntentClassification (pt)": 48.55, + "MassiveIntentClassification (ro)": 44.3, + "MassiveIntentClassification (ru)": 44.29, + "MassiveIntentClassification (sl)": 44.72, + "MassiveIntentClassification (sq)": 46.12, + "MassiveIntentClassification (sv)": 45.95, + "MassiveIntentClassification (sw)": 31.89, + "MassiveIntentClassification (ta)": 29.63, + "MassiveIntentClassification (te)": 36.03, + "MassiveIntentClassification (th)": 43.39, + "MassiveIntentClassification (tl)": 29.73, + "MassiveIntentClassification (tr)": 43.93, + "MassiveIntentClassification (ur)": 26.11, + "MassiveIntentClassification (vi)": 44.33, + "MassiveIntentClassification (zh-CN)": 40.62, + "MassiveIntentClassification (zh-TW)": 32.93, + "MassiveScenarioClassification (af)": 47.1, + "MassiveScenarioClassification (am)": 17.7, + "MassiveScenarioClassification (ar)": 45.21, + "MassiveScenarioClassification (az)": 28.21, + "MassiveScenarioClassification (bn)": 50.52, + "MassiveScenarioClassification (cy)": 22.58, + "MassiveScenarioClassification (da)": 54.87, + "MassiveScenarioClassification (de)": 54.34, + "MassiveScenarioClassification (el)": 55.47, + "MassiveScenarioClassification (en)": 55.92, + "MassiveScenarioClassification (es)": 52.77, + "MassiveScenarioClassification (fa)": 52.5, + "MassiveScenarioClassification (fi)": 52.63, + "MassiveScenarioClassification (fr)": 54.32, + "MassiveScenarioClassification (he)": 52.41, + "MassiveScenarioClassification (hi)": 47.37, + "MassiveScenarioClassification (hu)": 53.43, + "MassiveScenarioClassification (hy)": 33.57, + "MassiveScenarioClassification (id)": 54.38, + "MassiveScenarioClassification (is)": 49.78, + "MassiveScenarioClassification (it)": 54.84, + "MassiveScenarioClassification (ja)": 54.12, + "MassiveScenarioClassification (jv)": 32.71, + "MassiveScenarioClassification (ka)": 26.92, + "MassiveScenarioClassification (km)": 27.23, + "MassiveScenarioClassification (kn)": 10.06, + "MassiveScenarioClassification (ko)": 52.01, + "MassiveScenarioClassification (lv)": 44.82, + "MassiveScenarioClassification (ml)": 49.1, + "MassiveScenarioClassification (mn)": 21.51, + "MassiveScenarioClassification (ms)": 53.6, + "MassiveScenarioClassification (my)": 29.72, + "MassiveScenarioClassification (nb)": 43.9, + "MassiveScenarioClassification (nl)": 53.33, + "MassiveScenarioClassification (pl)": 52.92, + "MassiveScenarioClassification (pt)": 53.41, + "MassiveScenarioClassification (ro)": 50.48, + "MassiveScenarioClassification (ru)": 51.84, + "MassiveScenarioClassification (sl)": 51.29, + "MassiveScenarioClassification (sq)": 55.65, + "MassiveScenarioClassification (sv)": 54.64, + "MassiveScenarioClassification (sw)": 42.04, + "MassiveScenarioClassification (ta)": 36.72, + "MassiveScenarioClassification (te)": 42.08, + "MassiveScenarioClassification (th)": 52.15, + "MassiveScenarioClassification (tl)": 37.34, + "MassiveScenarioClassification (tr)": 52.56, + "MassiveScenarioClassification (ur)": 32.6, + "MassiveScenarioClassification (vi)": 50.97, + "MassiveScenarioClassification (zh-CN)": 50.22, + "MassiveScenarioClassification (zh-TW)": 42.32, + "ToxicConversationsClassification": 54.05, + "TweetSentimentExtractionClassification": 48.73 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "LASER2", + "AlloProfClusteringP2P": 48.45, + "AlloProfClusteringS2S": 25.81, + "ArxivClusteringP2P": 17.77, + "ArxivClusteringS2S": 12.39, + "BiorxivClusteringP2P": 12.4, + "BiorxivClusteringS2S": 8.83, + "HALClusteringS2S": 11.52, + "MLSUMClusteringP2P": 34.53, + "MLSUMClusteringS2S": 27.35, + "MasakhaNEWSClusteringP2P (fra)": 32.04, + "MasakhaNEWSClusteringS2S (fra)": 29.77, + "MedrxivClusteringP2P": 17.91, + "MedrxivClusteringS2S": 16.63, + "RedditClustering": 9.96, + "RedditClusteringP2P": 26.42, + "StackExchangeClustering": 15.79, + "StackExchangeClusteringP2P": 18.63, + "TwentyNewsgroupsClustering": 11.38 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "LASER2", + "OpusparcusPC (fr)": 93.77, + "PawsXPairClassification (fr)": 69.53, + "SprintDuplicateQuestions": 65.54, + "TwitterSemEval2015": 59.57, + "TwitterURLCorpus": 81.47 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "LASER2", + "AlloprofReranking": 35.29, + "AskUbuntuDupQuestions": 48.99, + "MindSmallReranking": 24.79, + "SciDocsRR": 54.99, + "StackOverflowDupQuestions": 36.98, + "SyntecReranking": 55.93 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "LASER2", + "AlloprofRetrieval": 3.1, + "ArguAna": 12.86, + "BSARDRetrieval": 0.36, + "CQADupstackRetrieval": 4.12, + "ClimateFEVER": 0.36, + "DBPedia": 1.53, + "FEVER": 0.77, + "FiQA2018": 1.73, + "HotpotQA": 5.5, + "MSMARCO": 1.09, + "MintakaRetrieval (fr)": 6.31, + "NFCorpus": 2.44, + "NQ": 0.64, + "QuoraRetrieval": 71.14, + "SCIDOCS": 0.78, + "SciFact": 4.04, + "SyntecRetrieval": 28.58, + "TRECCOVID": 10.97, + "Touche2020": 1.06, + "XPQARetrieval (fr)": 42.59 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "LASER2", + "BIOSSES": 62.01, + "SICK-R": 62.86, + "SICKFr": 64.95, + "STS12": 62.6, + "STS13": 59.62, + "STS14": 57.03, + "STS15": 71.57, + "STS16": 70.75, + "STS17 (ar-ar)": 67.47, + "STS17 (en-ar)": 65.05, + "STS17 (en-de)": 66.66, + "STS17 (en-en)": 76.73, + "STS17 (en-tr)": 70.05, + "STS17 (es-en)": 55.3, + "STS17 (es-es)": 79.67, + "STS17 (fr-en)": 70.82, + "STS17 (it-en)": 70.98, + "STS17 (ko-ko)": 70.52, + "STS17 (nl-en)": 68.12, + "STS22 (ar)": 42.57, + "STS22 (de)": 25.69, + "STS22 (de-en)": 32.35, + "STS22 (de-fr)": 37.41, + "STS22 (de-pl)": 15.67, + "STS22 (en)": 39.76, + "STS22 (es)": 54.92, + "STS22 (es-en)": 54.34, + "STS22 (es-it)": 42.21, + "STS22 (fr)": 58.61, + "STS22 (fr-pl)": 39.44, + "STS22 (it)": 60.31, + "STS22 (pl)": 18.34, + "STS22 (pl-en)": 53.63, + "STS22 (ru)": 39.24, + "STS22 (tr)": 36.97, + "STS22 (zh)": 49.41, + "STS22 (zh-en)": 46.19, + "STSBenchmark": 69.77, + "STSBenchmarkMultilingualSTS (fr)": 69.82 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "LASER2", + "SummEval": 26.8, + "SummEvalFr": 31.56 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LASER2" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "LASER2" + } + ] + } + }, + "gbert-large": { + "BitextMining": { + "f1": [ + { + "Model": "gbert-large" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "gbert-large" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "gbert-large", + "BlurbsClusteringP2P": 39.3, + "BlurbsClusteringS2S": 13.38, + "TenKGnadClusteringP2P": 41.69, + "TenKGnadClusteringS2S": 34.97 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "gbert-large" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "gbert-large" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "gbert-large" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "gbert-large" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "gbert-large" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "gbert-large" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "gbert-large" + } + ] + } + }, + "voyage-2": { + "BitextMining": { + "f1": [ + { + "Model": "voyage-2" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "voyage-2", + "AmazonReviewsClassification (fr)": 37.26, + "MTOPDomainClassification (fr)": 79.79, + "MTOPIntentClassification (fr)": 45.62, + "MasakhaNEWSClassification (fra)": 80.19, + "MassiveIntentClassification (fr)": 53.7, + "MassiveScenarioClassification (fr)": 62.46 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "voyage-2", + "AlloProfClusteringP2P": 57.96, + "AlloProfClusteringS2S": 41.65, + "HALClusteringS2S": 24.84, + "MLSUMClusteringP2P": 45.08, + "MLSUMClusteringS2S": 38.77, + "MasakhaNEWSClusteringP2P (fra)": 48.54, + "MasakhaNEWSClusteringS2S (fra)": 36.33 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "voyage-2", + "OpusparcusPC (fr)": 89.76, + "PawsXPairClassification (fr)": 58.96 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "voyage-2", + "AlloprofReranking": 63.54, + "SyntecReranking": 82.65 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "voyage-2", + "AlloprofRetrieval": 45.5, + "BSARDRetrieval": 0.15, + "MintakaRetrieval (fr)": 15.51, + "SyntecRetrieval": 75.83, + "XPQARetrieval (fr)": 67.07 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "voyage-2", + "SICKFr": 68.51, + "STS22 (fr)": 70.51, + "STSBenchmarkMultilingualSTS (fr)": 76.43 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "voyage-2", + "SummEvalFr": 30.88 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "voyage-2" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "voyage-2" + } + ] + } + }, + "e5-mistral-7b-instruct": { + "BitextMining": { + "f1": [ + { + "Model": "e5-mistral-7b-instruct", + "Tatoeba (rus-Cyrl_eng-Latn)": 93.75 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "e5-mistral-7b-instruct", + "AmazonReviewsClassification (fr)": 36.71, + "GeoreviewClassification (rus-Cyrl)": 50.25, + "HeadlineClassification (rus-Cyrl)": 85.68, + "InappropriatenessClassification (rus-Cyrl)": 67.19, + "KinopoiskClassification (rus-Cyrl)": 65.49, + "MTOPDomainClassification (fr)": 74.8, + "MTOPIntentClassification (fr)": 53.97, + "MasakhaNEWSClassification (fra)": 80.59, + "MassiveIntentClassification (rus-Cyrl)": 76.08, + "MassiveIntentClassification (fr)": 46.39, + "MassiveScenarioClassification (rus-Cyrl)": 79.61, + "MassiveScenarioClassification (fr)": 53.86, + "RuReviewsClassification (rus-Cyrl)": 67.68, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 64.59, + "RuSciBenchOECDClassification (rus-Cyrl)": 51.13 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "e5-mistral-7b-instruct", + "AlloProfClusteringP2P": 61.06, + "AlloProfClusteringS2S": 28.12, + "GeoreviewClusteringP2P (rus-Cyrl)": 65.68, + "HALClusteringS2S": 19.69, + "MLSUMClusteringP2P": 45.59, + "MLSUMClusteringS2S": 32.0, + "MasakhaNEWSClusteringP2P (fra)": 52.47, + "MasakhaNEWSClusteringS2S (fra)": 49.2, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 61.55, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 52.72 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "e5-mistral-7b-instruct", + "OpusparcusPC (rus-Cyrl)": 91.44, + "OpusparcusPC (fr)": 88.5, + "PawsXPairClassification (fr)": 63.65, + "TERRa (rus-Cyrl)": 59.38 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "e5-mistral-7b-instruct", + "AlloprofReranking": 47.36, + "RuBQReranking (rus-Cyrl)": 74.61, + "SyntecReranking": 77.05 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "e5-mistral-7b-instruct", + "AILACasedocs": 38.76, + "AILAStatutes": 38.07, + "ARCChallenge": 17.81, + "AlloprofRetrieval": 16.46, + "AlphaNLI": 26.12, + "BSARDRetrieval": 0.0, + "BrightRetrieval (sustainable_living)": 18.51, + "BrightRetrieval (economics)": 15.49, + "BrightRetrieval (theoremqa_theorems)": 23.78, + "BrightRetrieval (aops)": 7.1, + "BrightRetrieval (theoremqa_questions)": 23.94, + "BrightRetrieval (stackoverflow)": 9.83, + "BrightRetrieval (psychology)": 15.79, + "BrightRetrieval (pony)": 4.81, + "BrightRetrieval (leetcode)": 28.72, + "BrightRetrieval (biology)": 18.84, + "BrightRetrieval (earth_science)": 25.96, + "BrightRetrieval (robotics)": 16.37, + "GerDaLIRSmall": 37.18, + "HellaSwag": 34.85, + "LEMBNarrativeQARetrieval": 44.62, + "LEMBNeedleRetrieval": 48.25, + "LEMBPasskeyRetrieval": 71.0, + "LEMBQMSumRetrieval": 43.63, + "LEMBSummScreenFDRetrieval": 96.82, + "LEMBWikimQARetrieval": 82.11, + "LeCaRDv2": 68.56, + "LegalBenchConsumerContractsQA": 75.46, + "LegalBenchCorporateLobbying": 94.01, + "LegalQuAD": 59.64, + "LegalSummarization": 66.51, + "MintakaRetrieval (fr)": 3.57, + "PIQA": 39.37, + "Quail": 7.01, + "RARbCode": 78.46, + "RARbMath": 72.16, + "RiaNewsRetrieval (rus-Cyrl)": 81.94, + "RuBQRetrieval (rus-Cyrl)": 73.98, + "SIQA": 5.42, + "SpartQA": 9.92, + "SyntecRetrieval": 55.9, + "TempReasonL1": 3.31, + "TempReasonL2Fact": 36.9, + "TempReasonL2Pure": 9.18, + "TempReasonL3Fact": 30.18, + "TempReasonL3Pure": 14.31, + "WinoGrande": 41.21, + "XPQARetrieval (fr)": 41.29 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "e5-mistral-7b-instruct", + "RUParaPhraserSTS (rus-Cyrl)": 76.17, + "RuSTSBenchmarkSTS (rus-Cyrl)": 84.13, + "SICKFr": 64.39, + "STS22 (fr)": 69.82, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 84.25, + "STSBenchmarkMultilingualSTS (fr)": 61.87 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "e5-mistral-7b-instruct", + "SummEvalFr": 32.22 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "e5-mistral-7b-instruct", + "CEDRClassification (rus-Cyrl)": 40.8, + "SensitiveTopicsClassification (rus-Cyrl)": 25.94 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "e5-mistral-7b-instruct", + "Core17InstructionRetrieval": 0.09, + "News21InstructionRetrieval": -0.86, + "Robust04InstructionRetrieval": -9.59 + } + ] + } + }, + "gte-Qwen1.5-7B-instruct": { + "BitextMining": { + "f1": [ + { + "Model": "gte-Qwen1.5-7B-instruct" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "gte-Qwen1.5-7B-instruct", + "AmazonCounterfactualClassification (en)": 83.16, + "AmazonPolarityClassification": 96.7, + "AmazonReviewsClassification (en)": 62.17, + "AmazonReviewsClassification (zh)": 52.95, + "Banking77Classification": 81.68, + "EmotionClassification": 54.53, + "IFlyTek": 53.77, + "ImdbClassification": 95.58, + "JDReview": 88.2, + "MTOPDomainClassification (en)": 95.75, + "MTOPIntentClassification (en)": 84.26, + "MassiveIntentClassification (zh-CN)": 76.25, + "MassiveIntentClassification (en)": 78.47, + "MassiveScenarioClassification (en)": 78.19, + "MassiveScenarioClassification (zh-CN)": 77.26, + "MultilingualSentiment": 77.42, + "OnlineShopping": 94.48, + "TNews": 51.24, + "ToxicConversationsClassification": 78.75, + "TweetSentimentExtractionClassification": 66.0, + "Waimai": 88.63 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "gte-Qwen1.5-7B-instruct", + "ArxivClusteringP2P": 56.4, + "ArxivClusteringS2S": 51.45, + "BiorxivClusteringP2P": 49.01, + "BiorxivClusteringS2S": 45.06, + "CLSClusteringP2P": 47.21, + "CLSClusteringS2S": 45.79, + "MedrxivClusteringP2P": 44.37, + "MedrxivClusteringS2S": 42.0, + "RedditClustering": 73.37, + "RedditClusteringP2P": 72.51, + "StackExchangeClustering": 79.07, + "StackExchangeClusteringP2P": 49.57, + "ThuNewsClusteringP2P": 87.43, + "ThuNewsClusteringS2S": 87.9, + "TwentyNewsgroupsClustering": 51.31 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "gte-Qwen1.5-7B-instruct", + "Cmnli": 91.81, + "Ocnli": 85.22, + "SprintDuplicateQuestions": 95.99, + "TwitterSemEval2015": 79.36, + "TwitterURLCorpus": 86.79 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "gte-Qwen1.5-7B-instruct", + "AskUbuntuDupQuestions": 66.0, + "CMedQAv1": 86.37, + "CMedQAv2": 87.41, + "MindSmallReranking": 32.71, + "SciDocsRR": 87.89, + "StackOverflowDupQuestions": 53.93, + "T2Reranking": 68.11 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "gte-Qwen1.5-7B-instruct", + "ArguAna": 62.65, + "BrightRetrieval (stackoverflow)": 19.85, + "BrightRetrieval (earth_science)": 36.22, + "BrightRetrieval (leetcode)": 25.46, + "BrightRetrieval (theoremqa_questions)": 26.97, + "BrightRetrieval (economics)": 17.72, + "BrightRetrieval (robotics)": 13.47, + "BrightRetrieval (pony)": 9.79, + "BrightRetrieval (aops)": 14.36, + "BrightRetrieval (psychology)": 24.61, + "BrightRetrieval (theoremqa_theorems)": 26.66, + "BrightRetrieval (biology)": 30.92, + "BrightRetrieval (sustainable_living)": 14.93, + "CQADupstackRetrieval": 40.64, + "ClimateFEVER": 44.0, + "CmedqaRetrieval": 43.47, + "CovidRetrieval": 80.87, + "DBPedia": 48.04, + "DuRetrieval": 86.01, + "EcomRetrieval": 66.46, + "FEVER": 93.35, + "FiQA2018": 55.31, + "HotpotQA": 72.25, + "MMarcoRetrieval": 73.83, + "MSMARCO": 41.68, + "MedicalRetrieval": 61.33, + "NFCorpus": 38.25, + "NQ": 61.79, + "QuoraRetrieval": 89.61, + "SCIDOCS": 27.69, + "SciFact": 75.31, + "T2Retrieval": 83.58, + "TRECCOVID": 72.72, + "Touche2020": 20.3, + "VideoRetrieval": 69.41 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "gte-Qwen1.5-7B-instruct", + "AFQMC": 58.47, + "ATEC": 55.46, + "BIOSSES": 81.12, + "BQ": 77.59, + "LCQMC": 76.29, + "PAWSX": 50.22, + "QBQTC": 31.82, + "SICK-R": 79.15, + "STS12": 76.52, + "STS13": 88.63, + "STS14": 83.32, + "STS15": 87.5, + "STS16": 86.39, + "STS17 (en-en)": 87.79, + "STS22 (en)": 66.4, + "STS22 (zh)": 67.36, + "STSB": 81.37, + "STSBenchmark": 87.35 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "gte-Qwen1.5-7B-instruct", + "SummEval": 31.46 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "gte-Qwen1.5-7B-instruct" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "gte-Qwen1.5-7B-instruct" + } + ] + } + }, + "allenai-specter": { + "BitextMining": { + "f1": [ + { + "Model": "allenai-specter" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "allenai-specter", + "AmazonCounterfactualClassification (de)": 54.46, + "AmazonCounterfactualClassification (en)": 58.7, + "AmazonCounterfactualClassification (en-ext)": 59.28, + "AmazonCounterfactualClassification (ja)": 43.87, + "AmazonPolarityClassification": 57.77, + "AmazonReviewsClassification (de)": 24.08, + "AmazonReviewsClassification (en)": 26.26, + "AmazonReviewsClassification (es)": 23.88, + "AmazonReviewsClassification (fr)": 23.31, + "AmazonReviewsClassification (ja)": 20.25, + "AmazonReviewsClassification (zh)": 20.49, + "Banking77Classification": 66.66, + "EmotionClassification": 24.82, + "ImdbClassification": 56.35, + "MTOPDomainClassification (de)": 48.55, + "MTOPDomainClassification (en)": 74.53, + "MTOPDomainClassification (es)": 58.39, + "MTOPDomainClassification (fr)": 54.61, + "MTOPDomainClassification (hi)": 21.22, + "MTOPDomainClassification (th)": 14.98, + "MTOPIntentClassification (de)": 35.55, + "MTOPIntentClassification (en)": 50.05, + "MTOPIntentClassification (es)": 36.72, + "MTOPIntentClassification (fr)": 34.71, + "MTOPIntentClassification (hi)": 4.44, + "MTOPIntentClassification (th)": 4.67, + "MassiveIntentClassification (af)": 33.68, + "MassiveIntentClassification (am)": 2.94, + "MassiveIntentClassification (ar)": 10.04, + "MassiveIntentClassification (az)": 30.74, + "MassiveIntentClassification (bn)": 3.02, + "MassiveIntentClassification (cy)": 33.94, + "MassiveIntentClassification (da)": 38.47, + "MassiveIntentClassification (de)": 36.06, + "MassiveIntentClassification (el)": 27.7, + "MassiveIntentClassification (en)": 51.73, + "MassiveIntentClassification (es)": 35.6, + "MassiveIntentClassification (fa)": 17.97, + "MassiveIntentClassification (fi)": 35.53, + "MassiveIntentClassification (fr)": 38.41, + "MassiveIntentClassification (he)": 2.69, + "MassiveIntentClassification (hi)": 3.43, + "MassiveIntentClassification (hu)": 34.05, + "MassiveIntentClassification (hy)": 3.11, + "MassiveIntentClassification (id)": 40.02, + "MassiveIntentClassification (is)": 32.63, + "MassiveIntentClassification (it)": 39.28, + "MassiveIntentClassification (ja)": 4.95, + "MassiveIntentClassification (jv)": 34.95, + "MassiveIntentClassification (ka)": 2.57, + "MassiveIntentClassification (km)": 4.73, + "MassiveIntentClassification (kn)": 3.54, + "MassiveIntentClassification (ko)": 2.68, + "MassiveIntentClassification (lv)": 37.91, + "MassiveIntentClassification (ml)": 2.88, + "MassiveIntentClassification (mn)": 16.94, + "MassiveIntentClassification (ms)": 36.6, + "MassiveIntentClassification (my)": 3.96, + "MassiveIntentClassification (nb)": 34.75, + "MassiveIntentClassification (nl)": 33.95, + "MassiveIntentClassification (pl)": 35.77, + "MassiveIntentClassification (pt)": 43.05, + "MassiveIntentClassification (ro)": 36.2, + "MassiveIntentClassification (ru)": 25.3, + "MassiveIntentClassification (sl)": 35.9, + "MassiveIntentClassification (sq)": 36.6, + "MassiveIntentClassification (sv)": 36.0, + "MassiveIntentClassification (sw)": 34.81, + "MassiveIntentClassification (ta)": 3.11, + "MassiveIntentClassification (te)": 2.53, + "MassiveIntentClassification (th)": 4.38, + "MassiveIntentClassification (tl)": 35.51, + "MassiveIntentClassification (tr)": 32.02, + "MassiveIntentClassification (ur)": 9.61, + "MassiveIntentClassification (vi)": 37.07, + "MassiveIntentClassification (zh-CN)": 2.81, + "MassiveIntentClassification (zh-TW)": 4.79, + "MassiveScenarioClassification (af)": 36.17, + "MassiveScenarioClassification (am)": 7.64, + "MassiveScenarioClassification (ar)": 15.26, + "MassiveScenarioClassification (az)": 30.73, + "MassiveScenarioClassification (bn)": 7.15, + "MassiveScenarioClassification (cy)": 34.73, + "MassiveScenarioClassification (da)": 39.93, + "MassiveScenarioClassification (de)": 38.62, + "MassiveScenarioClassification (el)": 27.18, + "MassiveScenarioClassification (en)": 58.58, + "MassiveScenarioClassification (es)": 39.44, + "MassiveScenarioClassification (fa)": 21.43, + "MassiveScenarioClassification (fi)": 33.21, + "MassiveScenarioClassification (fr)": 40.26, + "MassiveScenarioClassification (he)": 7.42, + "MassiveScenarioClassification (hi)": 8.06, + "MassiveScenarioClassification (hu)": 34.54, + "MassiveScenarioClassification (hy)": 8.61, + "MassiveScenarioClassification (id)": 40.04, + "MassiveScenarioClassification (is)": 33.57, + "MassiveScenarioClassification (it)": 40.1, + "MassiveScenarioClassification (ja)": 9.96, + "MassiveScenarioClassification (jv)": 36.11, + "MassiveScenarioClassification (ka)": 7.13, + "MassiveScenarioClassification (km)": 9.66, + "MassiveScenarioClassification (kn)": 7.55, + "MassiveScenarioClassification (ko)": 7.27, + "MassiveScenarioClassification (lv)": 37.03, + "MassiveScenarioClassification (ml)": 7.22, + "MassiveScenarioClassification (mn)": 21.53, + "MassiveScenarioClassification (ms)": 37.57, + "MassiveScenarioClassification (my)": 9.54, + "MassiveScenarioClassification (nb)": 35.71, + "MassiveScenarioClassification (nl)": 34.62, + "MassiveScenarioClassification (pl)": 36.87, + "MassiveScenarioClassification (pt)": 44.68, + "MassiveScenarioClassification (ro)": 37.29, + "MassiveScenarioClassification (ru)": 28.16, + "MassiveScenarioClassification (sl)": 37.95, + "MassiveScenarioClassification (sq)": 37.82, + "MassiveScenarioClassification (sv)": 35.35, + "MassiveScenarioClassification (sw)": 35.37, + "MassiveScenarioClassification (ta)": 7.19, + "MassiveScenarioClassification (te)": 7.29, + "MassiveScenarioClassification (th)": 9.47, + "MassiveScenarioClassification (tl)": 37.31, + "MassiveScenarioClassification (tr)": 34.57, + "MassiveScenarioClassification (ur)": 16.17, + "MassiveScenarioClassification (vi)": 35.91, + "MassiveScenarioClassification (zh-CN)": 9.19, + "MassiveScenarioClassification (zh-TW)": 10.19, + "ToxicConversationsClassification": 57.44, + "TweetSentimentExtractionClassification": 45.52 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "allenai-specter", + "ArxivClusteringP2P": 44.75, + "ArxivClusteringS2S": 35.27, + "BiorxivClusteringP2P": 39.52, + "BiorxivClusteringS2S": 34.53, + "MedrxivClusteringP2P": 35.04, + "MedrxivClusteringS2S": 31.66, + "RedditClustering": 24.13, + "RedditClusteringP2P": 35.06, + "StackExchangeClustering": 39.01, + "StackExchangeClusteringP2P": 31.46, + "TwentyNewsgroupsClustering": 24.22 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "allenai-specter", + "SprintDuplicateQuestions": 71.63, + "TwitterSemEval2015": 43.25, + "TwitterURLCorpus": 69.22 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "allenai-specter", + "AskUbuntuDupQuestions": 50.07, + "MindSmallReranking": 24.8, + "SciDocsRR": 81.31, + "StackOverflowDupQuestions": 36.22 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "allenai-specter", + "ArguAna": 32.67, + "CQADupstackRetrieval": 14.6, + "ClimateFEVER": 6.86, + "DBPedia": 4.14, + "FEVER": 5.45, + "FiQA2018": 5.64, + "HotpotQA": 5.46, + "MSMARCO": 5.59, + "NFCorpus": 0.85, + "NQ": 5.99, + "QuoraRetrieval": 64.65, + "SCIDOCS": 0.0, + "SciFact": 47.88, + "TRECCOVID": 29.91, + "Touche2020": 8.46 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "allenai-specter", + "BIOSSES": 64.95, + "SICK-R": 56.39, + "STS12": 62.49, + "STS13": 58.7, + "STS14": 54.87, + "STS15": 62.54, + "STS16": 64.27, + "STS17 (ar-ar)": 27.14, + "STS17 (en-ar)": 6.9, + "STS17 (en-de)": 11.59, + "STS17 (en-en)": 69.63, + "STS17 (en-tr)": 6.46, + "STS17 (es-en)": 10.86, + "STS17 (es-es)": 55.45, + "STS17 (fr-en)": 16.02, + "STS17 (it-en)": 19.87, + "STS17 (ko-ko)": 8.08, + "STS17 (nl-en)": 24.92, + "STS22 (ar)": 19.57, + "STS22 (de)": 17.31, + "STS22 (de-en)": 26.03, + "STS22 (de-fr)": 10.26, + "STS22 (de-pl)": 16.94, + "STS22 (en)": 55.06, + "STS22 (es)": 48.89, + "STS22 (es-en)": 51.79, + "STS22 (es-it)": 25.24, + "STS22 (fr)": 53.92, + "STS22 (fr-pl)": 39.44, + "STS22 (it)": 39.43, + "STS22 (pl)": 13.56, + "STS22 (pl-en)": 25.36, + "STS22 (ru)": 1.11, + "STS22 (tr)": 31.73, + "STS22 (zh)": 16.35, + "STS22 (zh-en)": 8.44, + "STSBenchmark": 61.26 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "allenai-specter", + "SummEval": 27.66 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "allenai-specter" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "allenai-specter" + } + ] + } + }, + "m3e-base": { + "BitextMining": { + "f1": [ + { + "Model": "m3e-base" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "m3e-base", + "AmazonReviewsClassification (zh)": 43.02, + "IFlyTek": 44.42, + "JDReview": 85.33, + "MassiveIntentClassification (zh-CN)": 68.4, + "MassiveScenarioClassification (zh-CN)": 74.6, + "MultilingualSentiment": 71.9, + "OnlineShopping": 87.77, + "TNews": 48.28, + "Waimai": 83.99 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "m3e-base", + "CLSClusteringP2P": 39.81, + "CLSClusteringS2S": 37.34, + "ThuNewsClusteringP2P": 59.77, + "ThuNewsClusteringS2S": 53.78 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "m3e-base", + "Cmnli": 69.98, + "Ocnli": 58.0 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "m3e-base", + "CMedQAv1": 77.05, + "CMedQAv2": 76.76, + "MMarcoReranking": 17.51, + "T2Reranking": 66.03 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "m3e-base", + "CmedqaRetrieval": 30.33, + "CovidRetrieval": 66.42, + "DuRetrieval": 75.76, + "EcomRetrieval": 50.27, + "MMarcoRetrieval": 65.46, + "MedicalRetrieval": 42.79, + "T2Retrieval": 73.14, + "VideoRetrieval": 51.11 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "m3e-base", + "AFQMC": 35.87, + "ATEC": 41.27, + "BQ": 63.81, + "LCQMC": 74.88, + "PAWSX": 12.19, + "QBQTC": 32.07, + "STS22 (zh)": 66.73, + "STSB": 76.97 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "m3e-base" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "m3e-base" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "m3e-base" + } + ] + } + }, + "multilingual-e5-small": { + "BitextMining": { + "f1": [ + { + "Model": "multilingual-e5-small", + "BornholmBitextMining (dan-Latn)": 37.15, + "BornholmBitextMining": 43.89, + "Tatoeba (swh-Latn_eng-Latn)": 65.43, + "Tatoeba (jpn-Jpan_eng-Latn)": 77.43, + "Tatoeba (tuk-Latn_eng-Latn)": 16.99, + "Tatoeba (lat-Latn_eng-Latn)": 37.76, + "Tatoeba (mal-Mlym_eng-Latn)": 94.78, + "Tatoeba (ast-Latn_eng-Latn)": 62.81, + "Tatoeba (est-Latn_eng-Latn)": 56.47, + "Tatoeba (cym-Latn_eng-Latn)": 62.3, + "Tatoeba (pol-Latn_eng-Latn)": 88.85, + "Tatoeba (ukr-Cyrl_eng-Latn)": 82.98, + "Tatoeba (ido-Latn_eng-Latn)": 70.07, + "Tatoeba (zsm-Latn_eng-Latn)": 91.37, + "Tatoeba (bul-Cyrl_eng-Latn)": 85.47, + "Tatoeba (dsb-Latn_eng-Latn)": 29.87, + "Tatoeba (tha-Thai_eng-Latn)": 90.88, + "Tatoeba (arz-Arab_eng-Latn)": 53.35, + "Tatoeba (cbk-Latn_eng-Latn)": 55.36, + "Tatoeba (pms-Latn_eng-Latn)": 35.47, + "Tatoeba (ber-Tfng_eng-Latn)": 18.22, + "Tatoeba (slk-Latn_eng-Latn)": 79.86, + "Tatoeba (ang-Latn_eng-Latn)": 30.3, + "Tatoeba (ind-Latn_eng-Latn)": 88.28, + "Tatoeba (cha-Latn_eng-Latn)": 24.88, + "Tatoeba (slv-Latn_eng-Latn)": 73.93, + "Tatoeba (kab-Latn_eng-Latn)": 18.06, + "Tatoeba (ina-Latn_eng-Latn)": 86.39, + "Tatoeba (lfn-Latn_eng-Latn)": 51.46, + "Tatoeba (hye-Armn_eng-Latn)": 83.81, + "Tatoeba (war-Latn_eng-Latn)": 39.14, + "Tatoeba (dtp-Latn_eng-Latn)": 6.42, + "Tatoeba (nds-Latn_eng-Latn)": 52.46, + "Tatoeba (urd-Arab_eng-Latn)": 85.07, + "Tatoeba (rus-Cyrl_eng-Latn)": 89.77, + "Tatoeba (fao-Latn_eng-Latn)": 56.57, + "Tatoeba (cat-Latn_eng-Latn)": 79.3, + "Tatoeba (gla-Latn_eng-Latn)": 35.96, + "Tatoeba (kur-Latn_eng-Latn)": 39.99, + "Tatoeba (cor-Latn_eng-Latn)": 5.24, + "Tatoeba (nov-Latn_eng-Latn)": 64.2, + "Tatoeba (max-Deva_eng-Latn)": 48.29, + "Tatoeba (nno-Latn_eng-Latn)": 70.29, + "Tatoeba (kor-Hang_eng-Latn)": 73.74, + "Tatoeba (vie-Latn_eng-Latn)": 89.03, + "Tatoeba (tur-Latn_eng-Latn)": 88.42, + "Tatoeba (spa-Latn_eng-Latn)": 93.01, + "Tatoeba (gsw-Latn_eng-Latn)": 40.13, + "Tatoeba (yid-Hebr_eng-Latn)": 65.9, + "Tatoeba (orv-Cyrl_eng-Latn)": 14.89, + "Tatoeba (wuu-Hans_eng-Latn)": 67.3, + "Tatoeba (heb-Hebr_eng-Latn)": 73.68, + "Tatoeba (arq-Arab_eng-Latn)": 23.62, + "Tatoeba (nld-Latn_eng-Latn)": 91.87, + "Tatoeba (kaz-Cyrl_eng-Latn)": 70.57, + "Tatoeba (mon-Cyrl_eng-Latn)": 77.7, + "Tatoeba (fin-Latn_eng-Latn)": 70.23, + "Tatoeba (hrv-Latn_eng-Latn)": 84.42, + "Tatoeba (fra-Latn_eng-Latn)": 90.51, + "Tatoeba (khm-Khmr_eng-Latn)": 44.34, + "Tatoeba (amh-Ethi_eng-Latn)": 74.11, + "Tatoeba (eus-Latn_eng-Latn)": 50.9, + "Tatoeba (lvs-Latn_eng-Latn)": 61.84, + "Tatoeba (pes-Arab_eng-Latn)": 85.51, + "Tatoeba (tzl-Latn_eng-Latn)": 34.83, + "Tatoeba (oci-Latn_eng-Latn)": 38.27, + "Tatoeba (ell-Grek_eng-Latn)": 86.81, + "Tatoeba (tgl-Latn_eng-Latn)": 77.54, + "Tatoeba (uig-Arab_eng-Latn)": 60.59, + "Tatoeba (ben-Beng_eng-Latn)": 81.4, + "Tatoeba (uzb-Latn_eng-Latn)": 59.11, + "Tatoeba (epo-Latn_eng-Latn)": 88.96, + "Tatoeba (sqi-Latn_eng-Latn)": 86.21, + "Tatoeba (kzj-Latn_eng-Latn)": 6.56, + "Tatoeba (mkd-Cyrl_eng-Latn)": 63.74, + "Tatoeba (bre-Latn_eng-Latn)": 7.09, + "Tatoeba (dan-Latn_eng-Latn)": 86.38, + "Tatoeba (mhr-Cyrl_eng-Latn)": 5.58, + "Tatoeba (csb-Latn_eng-Latn)": 26.23, + "Tatoeba (xho-Latn_eng-Latn)": 63.2, + "Tatoeba (swe-Latn_eng-Latn)": 87.46, + "Tatoeba (tat-Cyrl_eng-Latn)": 66.8, + "Tatoeba (srp-Cyrl_eng-Latn)": 83.06, + "Tatoeba (cmn-Hans_eng-Latn)": 89.85, + "Tatoeba (ces-Latn_eng-Latn)": 80.99, + "Tatoeba (bel-Cyrl_eng-Latn)": 80.89, + "Tatoeba (yue-Hant_eng-Latn)": 69.33, + "Tatoeba (lit-Latn_eng-Latn)": 59.95, + "Tatoeba (tel-Telu_eng-Latn)": 86.82, + "Tatoeba (nob-Latn_eng-Latn)": 90.18, + "Tatoeba (mar-Deva_eng-Latn)": 85.94, + "Tatoeba (ara-Arab_eng-Latn)": 76.09, + "Tatoeba (swg-Latn_eng-Latn)": 44.0, + "Tatoeba (bos-Latn_eng-Latn)": 81.15, + "Tatoeba (pam-Latn_eng-Latn)": 5.76, + "Tatoeba (fry-Latn_eng-Latn)": 49.05, + "Tatoeba (hun-Latn_eng-Latn)": 74.44, + "Tatoeba (ron-Latn_eng-Latn)": 85.68, + "Tatoeba (afr-Latn_eng-Latn)": 85.17, + "Tatoeba (isl-Latn_eng-Latn)": 62.32, + "Tatoeba (aze-Latn_eng-Latn)": 80.79, + "Tatoeba (hsb-Latn_eng-Latn)": 36.49, + "Tatoeba (tam-Taml_eng-Latn)": 82.82, + "Tatoeba (ceb-Latn_eng-Latn)": 42.35, + "Tatoeba (jav-Latn_eng-Latn)": 53.39, + "Tatoeba (glg-Latn_eng-Latn)": 79.65, + "Tatoeba (por-Latn_eng-Latn)": 89.63, + "Tatoeba (awa-Deva_eng-Latn)": 74.55, + "Tatoeba (hin-Deva_eng-Latn)": 92.36, + "Tatoeba (ita-Latn_eng-Latn)": 88.54, + "Tatoeba (deu-Latn_eng-Latn)": 97.22, + "Tatoeba (gle-Latn_eng-Latn)": 56.32, + "Tatoeba (kat-Geor_eng-Latn)": 77.6, + "Tatoeba (ile-Latn_eng-Latn)": 70.31 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "multilingual-e5-small", + "AllegroReviews (pol-Latn)": 37.33, + "AllegroReviews": 37.42, + "AmazonCounterfactualClassification (en-ext)": 73.07, + "AmazonCounterfactualClassification (en)": 71.87, + "AmazonCounterfactualClassification (deu-Latn)": 71.72, + "AmazonCounterfactualClassification (jpn-Jpan)": 61.46, + "AmazonPolarityClassification": 88.61, + "AmazonReviewsClassification (en)": 45.75, + "AmazonReviewsClassification (deu-Latn)": 41.07, + "AmazonReviewsClassification (spa-Latn)": 41.37, + "AmazonReviewsClassification (fra-Latn)": 39.47, + "AmazonReviewsClassification (jpn-Jpan)": 38.55, + "AmazonReviewsClassification (cmn-Hans)": 38.31, + "AmazonReviewsClassification (fr)": 39.68, + "AngryTweetsClassification (dan-Latn)": 56.27, + "AngryTweetsClassification": 53.57, + "Banking77Classification": 70.44, + "CBD (pol-Latn)": 63.33, + "CBD": 63.25, + "DKHateClassification": 60.73, + "DanishPoliticalCommentsClassification (dan-Latn)": 34.82, + "DanishPoliticalCommentsClassification": 34.38, + "EmotionClassification": 42.86, + "GeoreviewClassification (rus-Cyrl)": 44.66, + "HeadlineClassification (rus-Cyrl)": 73.94, + "IFlyTek (cmn-Hans)": 40.74, + "IFlyTek": 47.35, + "ImdbClassification": 79.57, + "InappropriatenessClassification (rus-Cyrl)": 59.16, + "JDReview (cmn-Hans)": 78.37, + "JDReview": 79.34, + "KinopoiskClassification (rus-Cyrl)": 49.96, + "LccSentimentClassification (dan-Latn)": 58.6, + "LccSentimentClassification": 57.87, + "MTOPDomainClassification (en)": 88.99, + "MTOPDomainClassification (deu-Latn)": 86.15, + "MTOPDomainClassification (spa-Latn)": 85.53, + "MTOPDomainClassification (fra-Latn)": 81.5, + "MTOPDomainClassification (hin-Deva)": 84.07, + "MTOPDomainClassification (tha-Thai)": 83.16, + "MTOPDomainClassification (fr)": 81.2, + "MTOPIntentClassification (en)": 56.69, + "MTOPIntentClassification (deu-Latn)": 55.88, + "MTOPIntentClassification (spa-Latn)": 53.15, + "MTOPIntentClassification (fra-Latn)": 44.35, + "MTOPIntentClassification (hin-Deva)": 52.26, + "MTOPIntentClassification (tha-Thai)": 54.61, + "MTOPIntentClassification (fr)": 46.01, + "MasakhaNEWSClassification (amh-Ethi)": 84.28, + "MasakhaNEWSClassification (eng)": 75.61, + "MasakhaNEWSClassification (fra-Latn)": 74.67, + "MasakhaNEWSClassification (hau-Latn)": 73.08, + "MasakhaNEWSClassification (ibo-Latn)": 63.9, + "MasakhaNEWSClassification (lin-Latn)": 73.37, + "MasakhaNEWSClassification (lug-Latn)": 67.89, + "MasakhaNEWSClassification (orm-Ethi)": 68.77, + "MasakhaNEWSClassification (pcm-Latn)": 90.79, + "MasakhaNEWSClassification (run-Latn)": 75.4, + "MasakhaNEWSClassification (sna-Latn)": 82.76, + "MasakhaNEWSClassification (som-Latn)": 59.8, + "MasakhaNEWSClassification (swa-Latn)": 69.85, + "MasakhaNEWSClassification (tir-Ethi)": 68.01, + "MasakhaNEWSClassification (xho-Latn)": 72.22, + "MasakhaNEWSClassification (yor-Latn)": 73.84, + "MasakhaNEWSClassification (fra)": 77.65, + "MassiveIntentClassification (ben-Beng)": 50.68, + "MassiveIntentClassification (tur-Latn)": 56.88, + "MassiveIntentClassification (ind-Latn)": 56.2, + "MassiveIntentClassification (khm-Khmr)": 33.45, + "MassiveIntentClassification (en)": 63.87, + "MassiveIntentClassification (mal-Mlym)": 52.81, + "MassiveIntentClassification (pol-Latn)": 57.33, + "MassiveIntentClassification (lav-Latn)": 44.93, + "MassiveIntentClassification (isl-Latn)": 41.53, + "MassiveIntentClassification (sqi-Latn)": 48.68, + "MassiveIntentClassification (amh-Ethi)": 43.52, + "MassiveIntentClassification (cmo-Hans)": 62.04, + "MassiveIntentClassification (nld-Latn)": 59.27, + "MassiveIntentClassification (deu-Latn)": 55.52, + "MassiveIntentClassification (nob-Latn)": 55.36, + "MassiveIntentClassification (cmo-Hant)": 53.75, + "MassiveIntentClassification (urd-Arab)": 50.51, + "MassiveIntentClassification (slv-Latn)": 47.71, + "MassiveIntentClassification (hun-Latn)": 53.21, + "MassiveIntentClassification (jpn-Jpan)": 61.58, + "MassiveIntentClassification (swa-Latn)": 44.84, + "MassiveIntentClassification (fra-Latn)": 57.9, + "MassiveIntentClassification (spa-Latn)": 59.19, + "MassiveIntentClassification (mon-Cyrl)": 47.38, + "MassiveIntentClassification (dan-Latn)": 56.12, + "MassiveIntentClassification (msa-Latn)": 50.8, + "MassiveIntentClassification (aze-Latn)": 49.32, + "MassiveIntentClassification (fas-Arab)": 57.73, + "MassiveIntentClassification (kan-Knda)": 47.85, + "MassiveIntentClassification (kor-Kore)": 57.12, + "MassiveIntentClassification (tha-Thai)": 56.26, + "MassiveIntentClassification (heb-Hebr)": 51.11, + "MassiveIntentClassification (hin-Deva)": 55.69, + "MassiveIntentClassification (ara-Arab)": 47.78, + "MassiveIntentClassification (por-Latn)": 60.12, + "MassiveIntentClassification (vie-Latn)": 56.19, + "MassiveIntentClassification (hye-Armn)": 47.89, + "MassiveIntentClassification (ita-Latn)": 58.8, + "MassiveIntentClassification (ell-Grek)": 54.14, + "MassiveIntentClassification (cym-Latn)": 36.62, + "MassiveIntentClassification (tel-Telu)": 48.85, + "MassiveIntentClassification (kat-Geor)": 39.52, + "MassiveIntentClassification (swe-Latn)": 58.2, + "MassiveIntentClassification (tam-Taml)": 47.65, + "MassiveIntentClassification (fin-Latn)": 55.14, + "MassiveIntentClassification (tgl-Latn)": 48.7, + "MassiveIntentClassification (ron-Latn)": 52.82, + "MassiveIntentClassification (jav-Latn)": 42.96, + "MassiveIntentClassification (rus-Cyrl)": 58.43, + "MassiveIntentClassification (afr-Latn)": 48.74, + "MassiveIntentClassification (mya-Mymr)": 45.64, + "MassiveIntentClassification (da)": 54.63, + "MassiveIntentClassification (nb)": 53.96, + "MassiveIntentClassification (sv)": 56.6, + "MassiveIntentClassification (pl)": 57.4, + "MassiveScenarioClassification (nld-Latn)": 67.01, + "MassiveScenarioClassification (tur-Latn)": 62.14, + "MassiveScenarioClassification (cym-Latn)": 44.63, + "MassiveScenarioClassification (jav-Latn)": 51.39, + "MassiveScenarioClassification (hin-Deva)": 62.22, + "MassiveScenarioClassification (fra-Latn)": 63.9, + "MassiveScenarioClassification (cmo-Hans)": 68.96, + "MassiveScenarioClassification (kan-Knda)": 52.73, + "MassiveScenarioClassification (isl-Latn)": 49.66, + "MassiveScenarioClassification (jpn-Jpan)": 67.75, + "MassiveScenarioClassification (mal-Mlym)": 60.31, + "MassiveScenarioClassification (pol-Latn)": 64.27, + "MassiveScenarioClassification (mya-Mymr)": 51.07, + "MassiveScenarioClassification (slv-Latn)": 54.05, + "MassiveScenarioClassification (rus-Cyrl)": 63.89, + "MassiveScenarioClassification (urd-Arab)": 55.91, + "MassiveScenarioClassification (fas-Arab)": 63.32, + "MassiveScenarioClassification (fin-Latn)": 61.89, + "MassiveScenarioClassification (kat-Geor)": 44.96, + "MassiveScenarioClassification (sqi-Latn)": 56.15, + "MassiveScenarioClassification (en)": 69.28, + "MassiveScenarioClassification (hun-Latn)": 61.93, + "MassiveScenarioClassification (aze-Latn)": 53.27, + "MassiveScenarioClassification (heb-Hebr)": 59.22, + "MassiveScenarioClassification (kor-Kore)": 65.7, + "MassiveScenarioClassification (nob-Latn)": 61.96, + "MassiveScenarioClassification (dan-Latn)": 64.03, + "MassiveScenarioClassification (cmo-Hant)": 61.15, + "MassiveScenarioClassification (ron-Latn)": 60.0, + "MassiveScenarioClassification (amh-Ethi)": 50.53, + "MassiveScenarioClassification (spa-Latn)": 64.43, + "MassiveScenarioClassification (afr-Latn)": 58.0, + "MassiveScenarioClassification (lav-Latn)": 51.0, + "MassiveScenarioClassification (deu-Latn)": 65.88, + "MassiveScenarioClassification (ita-Latn)": 64.03, + "MassiveScenarioClassification (tha-Thai)": 65.72, + "MassiveScenarioClassification (msa-Latn)": 59.18, + "MassiveScenarioClassification (tam-Taml)": 52.74, + "MassiveScenarioClassification (ara-Arab)": 54.56, + "MassiveScenarioClassification (tgl-Latn)": 55.3, + "MassiveScenarioClassification (por-Latn)": 62.75, + "MassiveScenarioClassification (swe-Latn)": 67.33, + "MassiveScenarioClassification (tel-Telu)": 54.86, + "MassiveScenarioClassification (khm-Khmr)": 39.01, + "MassiveScenarioClassification (swa-Latn)": 52.42, + "MassiveScenarioClassification (vie-Latn)": 62.67, + "MassiveScenarioClassification (ind-Latn)": 62.0, + "MassiveScenarioClassification (hye-Armn)": 52.93, + "MassiveScenarioClassification (ben-Beng)": 57.38, + "MassiveScenarioClassification (mon-Cyrl)": 52.41, + "MassiveScenarioClassification (ell-Grek)": 62.29, + "MassiveScenarioClassification (da)": 62.34, + "MassiveScenarioClassification (nb)": 59.9, + "MassiveScenarioClassification (sv)": 65.54, + "MassiveScenarioClassification (pl)": 64.25, + "MultilingualSentiment (cmn-Hans)": 66.0, + "MultilingualSentiment": 64.74, + "NoRecClassification (nob-Latn)": 50.08, + "NoRecClassification": 53.96, + "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 72.15, + "NordicLangClassification": 75.15, + "NorwegianParliament": 60.15, + "OnlineShopping (cmn-Hans)": 88.7, + "OnlineShopping": 88.73, + "PAC (pol-Latn)": 70.48, + "PAC": 70.55, + "PolEmo2.0-IN (pol-Latn)": 67.31, + "PolEmo2.0-IN": 67.35, + "PolEmo2.0-OUT (pol-Latn)": 39.17, + "PolEmo2.0-OUT": 39.13, + "RuReviewsClassification (rus-Cyrl)": 61.18, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 54.99, + "RuSciBenchOECDClassification (rus-Cyrl)": 41.72, + "ScalaDaClassification": 50.3, + "ScalaNbClassification": 50.06, + "TNews (cmn-Hans)": 46.6, + "TNews": 48.38, + "ToxicConversationsClassification": 63.59, + "TweetSentimentExtractionClassification": 62.79, + "Waimai (cmn-Hans)": 84.15, + "Waimai": 83.9 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "multilingual-e5-small", + "8TagsClustering": 23.92, + "AlloProfClusteringP2P": 60.89, + "AlloProfClusteringS2S": 32.52, + "BiorxivClusteringP2P": 35.84, + "BiorxivClusteringS2S": 27.35, + "CLSClusteringP2P": 39.14, + "CLSClusteringS2S": 37.79, + "GeoreviewClusteringP2P (rus-Cyrl)": 58.57, + "HALClusteringS2S": 18.95, + "MLSUMClusteringP2P (rus-Cyrl)": 39.69, + "MLSUMClusteringP2P": 43.2, + "MLSUMClusteringS2S (rus-Cyrl)": 39.9, + "MLSUMClusteringS2S": 37.61, + "MasakhaNEWSClusteringP2P (amh-Ethi)": 66.2, + "MasakhaNEWSClusteringP2P (eng)": 50.08, + "MasakhaNEWSClusteringP2P (fra-Latn)": 56.32, + "MasakhaNEWSClusteringP2P (hau-Latn)": 53.63, + "MasakhaNEWSClusteringP2P (ibo-Latn)": 49.19, + "MasakhaNEWSClusteringP2P (lin-Latn)": 55.06, + "MasakhaNEWSClusteringP2P (lug-Latn)": 59.97, + "MasakhaNEWSClusteringP2P (orm-Ethi)": 32.72, + "MasakhaNEWSClusteringP2P (pcm-Latn)": 62.22, + "MasakhaNEWSClusteringP2P (run-Latn)": 57.52, + "MasakhaNEWSClusteringP2P (sna-Latn)": 45.11, + "MasakhaNEWSClusteringP2P (som-Latn)": 42.39, + "MasakhaNEWSClusteringP2P (swa-Latn)": 23.77, + "MasakhaNEWSClusteringP2P (tir-Ethi)": 57.68, + "MasakhaNEWSClusteringP2P (xho-Latn)": 39.96, + "MasakhaNEWSClusteringP2P (yor-Latn)": 26.56, + "MasakhaNEWSClusteringP2P (fra)": 40.12, + "MasakhaNEWSClusteringS2S (amh-Ethi)": 55.48, + "MasakhaNEWSClusteringS2S (eng)": 37.79, + "MasakhaNEWSClusteringS2S (fra-Latn)": 35.8, + "MasakhaNEWSClusteringS2S (hau-Latn)": 20.22, + "MasakhaNEWSClusteringS2S (ibo-Latn)": 35.67, + "MasakhaNEWSClusteringS2S (lin-Latn)": 41.12, + "MasakhaNEWSClusteringS2S (lug-Latn)": 48.63, + "MasakhaNEWSClusteringS2S (orm-Ethi)": 29.16, + "MasakhaNEWSClusteringS2S (pcm-Latn)": 65.36, + "MasakhaNEWSClusteringS2S (run-Latn)": 45.5, + "MasakhaNEWSClusteringS2S (sna-Latn)": 47.61, + "MasakhaNEWSClusteringS2S (som-Latn)": 28.59, + "MasakhaNEWSClusteringS2S (swa-Latn)": 13.91, + "MasakhaNEWSClusteringS2S (tir-Ethi)": 50.51, + "MasakhaNEWSClusteringS2S (xho-Latn)": 37.26, + "MasakhaNEWSClusteringS2S (yor-Latn)": 23.38, + "MasakhaNEWSClusteringS2S (fra)": 39.22, + "MedrxivClusteringP2P": 30.72, + "MedrxivClusteringS2S": 27.0, + "RedditClustering": 40.12, + "RedditClusteringP2P": 59.49, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 51.1, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 45.29, + "StackExchangeClustering": 53.32, + "StackExchangeClusteringP2P": 31.87, + "ThuNewsClusteringP2P": 55.18, + "ThuNewsClusteringS2S": 48.93, + "TwentyNewsgroupsClustering": 33.67 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "multilingual-e5-small", + "CDSC-E (pol-Latn)": 69.69, + "CDSC-E": 69.7, + "Cmnli": 72.12, + "Ocnli": 60.77, + "OpusparcusPC (deu-Latn)": 94.9, + "OpusparcusPC (en)": 98.42, + "OpusparcusPC (fin-Latn)": 88.29, + "OpusparcusPC (fra-Latn)": 91.77, + "OpusparcusPC (rus-Cyrl)": 84.79, + "OpusparcusPC (swe-Latn)": 91.07, + "OpusparcusPC (fr)": 92.52, + "PPC": 86.72, + "PSC (pol-Latn)": 99.23, + "PSC": 99.24, + "PawsXPairClassification (deu-Latn)": 52.13, + "PawsXPairClassification (en)": 53.91, + "PawsXPairClassification (spa-Latn)": 51.39, + "PawsXPairClassification (fra-Latn)": 52.69, + "PawsXPairClassification (jpn-Hira)": 48.24, + "PawsXPairClassification (kor-Hang)": 49.95, + "PawsXPairClassification (cmn-Hans)": 54.01, + "PawsXPairClassification (fr)": 55.68, + "SICK-E-PL (pol-Latn)": 66.35, + "SICK-E-PL": 66.34, + "SprintDuplicateQuestions": 92.18, + "TERRa (rus-Cyrl)": 55.14, + "TwitterSemEval2015": 70.75, + "TwitterURLCorpus": 85.03 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "multilingual-e5-small", + "AlloprofReranking (fra-Latn)": 64.41, + "AlloprofReranking": 56.17, + "AskUbuntuDupQuestions": 56.42, + "CMedQAv1": 63.44, + "CMedQAv2": 62.41, + "MIRACLReranking (rus-Cyrl)": 59.12, + "MMarcoReranking (cmn-Hans)": 29.98, + "MMarcoReranking": 24.33, + "MindSmallReranking": 29.96, + "RuBQReranking (rus-Cyrl)": 71.46, + "SciDocsRR": 78.26, + "StackOverflowDupQuestions": 46.97, + "SyntecReranking (fra-Latn)": 81.22, + "SyntecReranking": 86.7, + "T2Reranking (cmn-Hans)": 65.72, + "T2Reranking": 65.24 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "multilingual-e5-small", + "AILACasedocs": 23.43, + "AILAStatutes": 19.01, + "ARCChallenge": 7.14, + "AlloprofRetrieval (fra-Latn)": 27.38, + "AlloprofRetrieval": 27.01, + "AlphaNLI": 13.0, + "ArguAna": 39.09, + "ArguAna-PL (pol-Latn)": 37.49, + "ArguAna-PL": 37.43, + "BSARDRetrieval (fra-Latn)": 14.54, + "BSARDRetrieval": 0.0, + "CmedqaRetrieval (cmn-Hans)": 24.36, + "CmedqaRetrieval": 24.38, + "CovidRetrieval (cmn-Hans)": 72.82, + "CovidRetrieval": 72.82, + "DBPedia-PL": 29.27, + "DuRetrieval (cmn-Hans)": 81.36, + "DuRetrieval": 81.35, + "EcomRetrieval (cmn-Hans)": 53.53, + "EcomRetrieval": 53.56, + "FiQA-PL (pol-Latn)": 22.02, + "FiQA-PL": 22.03, + "FiQA2018": 33.13, + "GerDaLIRSmall (deu-Latn)": 14.81, + "HellaSwag": 23.73, + "HotpotQA-PL": 60.15, + "LEMBNarrativeQARetrieval": 22.6, + "LEMBNeedleRetrieval": 30.75, + "LEMBPasskeyRetrieval": 38.25, + "LEMBQMSumRetrieval": 21.51, + "LEMBSummScreenFDRetrieval": 62.75, + "LEMBWikimQARetrieval": 57.13, + "LeCaRDv2 (zho-Hans)": 61.58, + "LegalBenchConsumerContractsQA": 66.98, + "LegalBenchCorporateLobbying": 89.47, + "LegalQuAD (deu-Latn)": 47.8, + "LegalSummarization": 55.76, + "MIRACLRetrieval (rus-Cyrl)": 59.01, + "MMarcoRetrieval (cmn-Hans)": 73.17, + "MMarcoRetrieval": 73.17, + "MSMARCO-PL": 26.94, + "MedicalRetrieval (cmn-Hans)": 44.84, + "MedicalRetrieval": 44.84, + "MintakaRetrieval (ara-Arab)": 21.22, + "MintakaRetrieval (deu-Latn)": 25.6, + "MintakaRetrieval (spa-Latn)": 26.4, + "MintakaRetrieval (fra-Latn)": 25.0, + "MintakaRetrieval (hin-Deva)": 21.1, + "MintakaRetrieval (ita-Latn)": 26.25, + "MintakaRetrieval (jpn-Hira)": 20.69, + "MintakaRetrieval (por-Latn)": 24.44, + "MintakaRetrieval (fr)": 22.53, + "NFCorpus": 31.0, + "NFCorpus-PL (pol-Latn)": 26.5, + "NFCorpus-PL": 26.48, + "NQ-PL": 40.46, + "PIQA": 21.08, + "Quail": 2.38, + "Quora-PL": 78.7, + "RARbCode": 46.96, + "RARbMath": 63.91, + "RiaNewsRetrieval (rus-Cyrl)": 70.01, + "RuBQRetrieval (rus-Cyrl)": 68.53, + "SCIDOCS": 13.9, + "SCIDOCS-PL (pol-Latn)": 11.59, + "SCIDOCS-PL": 11.6, + "SIQA": 2.57, + "SciFact": 67.7, + "SciFact-PL (pol-Latn)": 62.76, + "SciFact-PL": 62.76, + "SpartQA": 5.43, + "SyntecRetrieval (fra-Latn)": 73.46, + "SyntecRetrieval": 75.76, + "T2Retrieval (cmn-Hans)": 71.36, + "T2Retrieval": 71.39, + "TRECCOVID": 72.57, + "TRECCOVID-PL (pol-Latn)": 70.92, + "TRECCOVID-PL": 70.92, + "TempReasonL1": 0.8, + "TempReasonL2Fact": 36.76, + "TempReasonL2Pure": 0.62, + "TempReasonL3Fact": 32.42, + "TempReasonL3Pure": 6.36, + "Touche2020": 21.16, + "VideoRetrieval (cmn-Hans)": 58.06, + "VideoRetrieval": 58.09, + "WinoGrande": 37.46, + "XPQARetrieval (ara-Arab_ara-Arab)": 39.93, + "XPQARetrieval (eng-Latn_ara-Arab)": 18.09, + "XPQARetrieval (ara-Arab_eng-Latn)": 31.64, + "XPQARetrieval (deu-Latn_deu-Latn)": 69.43, + "XPQARetrieval (eng-Latn_deu-Latn)": 25.14, + "XPQARetrieval (deu-Latn_eng-Latn)": 52.36, + "XPQARetrieval (spa-Latn_spa-Latn)": 55.71, + "XPQARetrieval (eng-Latn_spa-Latn)": 22.5, + "XPQARetrieval (spa-Latn_eng-Latn)": 42.4, + "XPQARetrieval (fra-Latn_fra-Latn)": 57.17, + "XPQARetrieval (eng-Latn_fra-Latn)": 27.69, + "XPQARetrieval (fra-Latn_eng-Latn)": 47.46, + "XPQARetrieval (hin-Deva_hin-Deva)": 68.15, + "XPQARetrieval (eng-Latn_hin-Deva)": 25.82, + "XPQARetrieval (hin-Deva_eng-Latn)": 63.79, + "XPQARetrieval (ita-Latn_ita-Latn)": 67.71, + "XPQARetrieval (eng-Latn_ita-Latn)": 22.97, + "XPQARetrieval (ita-Latn_eng-Latn)": 46.61, + "XPQARetrieval (jpn-Hira_jpn-Hira)": 69.49, + "XPQARetrieval (eng-Latn_jpn-Hira)": 25.08, + "XPQARetrieval (jpn-Hira_eng-Latn)": 54.6, + "XPQARetrieval (kor-Hang_kor-Hang)": 33.0, + "XPQARetrieval (eng-Latn_kor-Hang)": 22.49, + "XPQARetrieval (kor-Hang_eng-Latn)": 23.02, + "XPQARetrieval (pol-Latn_pol-Latn)": 43.37, + "XPQARetrieval (eng-Latn_pol-Latn)": 19.89, + "XPQARetrieval (pol-Latn_eng-Latn)": 28.72, + "XPQARetrieval (por-Latn_por-Latn)": 41.8, + "XPQARetrieval (eng-Latn_por-Latn)": 15.79, + "XPQARetrieval (por-Latn_eng-Latn)": 33.74, + "XPQARetrieval (tam-Taml_tam-Taml)": 31.65, + "XPQARetrieval (eng-Latn_tam-Taml)": 13.18, + "XPQARetrieval (tam-Taml_eng-Latn)": 26.44, + "XPQARetrieval (cmn-Hans_cmn-Hans)": 63.98, + "XPQARetrieval (eng-Latn_cmn-Hans)": 16.52, + "XPQARetrieval (cmn-Hans_eng-Latn)": 45.32, + "XPQARetrieval (fr)": 57.47 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "multilingual-e5-small", + "AFQMC (cmn-Hans)": 25.21, + "AFQMC": 25.21, + "ATEC (cmn-Hans)": 35.14, + "ATEC": 35.14, + "BIOSSES": 82.46, + "BQ (cmn-Hans)": 43.27, + "BQ": 43.27, + "CDSC-R (pol-Latn)": 90.27, + "CDSC-R": 90.27, + "LCQMC (cmn-Hans)": 72.7, + "LCQMC": 72.7, + "PAWSX (cmn-Hans)": 11.0, + "PAWSX": 11.01, + "QBQTC": 30.25, + "RUParaPhraserSTS (rus-Cyrl)": 70.46, + "RuSTSBenchmarkSTS (rus-Cyrl)": 78.08, + "SICK-R": 77.51, + "SICK-R-PL (pol-Latn)": 69.45, + "SICK-R-PL": 69.46, + "SICKFr (fra-Latn)": 74.67, + "SICKFr": 75.62, + "STS12": 76.56, + "STS13": 76.97, + "STS14": 75.52, + "STS15": 87.12, + "STS16": 83.63, + "STS17 (ita-Latn_eng-Latn)": 77.31, + "STS17 (en-en)": 86.42, + "STS17 (eng-Latn_ara-Arab)": 57.39, + "STS17 (eng-Latn_tur-Latn)": 55.93, + "STS17 (spa-Latn_eng-Latn)": 72.43, + "STS17 (kor-Hang)": 78.87, + "STS17 (spa-Latn)": 84.83, + "STS17 (eng-Latn_deu-Latn)": 76.82, + "STS17 (fra-Latn_eng-Latn)": 72.28, + "STS17 (nld-Latn_eng-Latn)": 75.43, + "STS17 (ara-Arab)": 73.0, + "STS22 (pol-Latn_eng-Latn)": 72.69, + "STS22 (deu-Latn_eng-Latn)": 56.07, + "STS22 (spa-Latn)": 66.86, + "STS22 (ara-Arab)": 56.65, + "STS22 (rus-Cyrl)": 59.9, + "STS22 (deu-Latn)": 53.45, + "STS22 (cmn-Hans_eng-Latn)": 65.32, + "STS22 (en)": 61.25, + "STS22 (fra-Latn)": 76.58, + "STS22 (ita-Latn)": 76.53, + "STS22 (spa-Latn_ita-Latn)": 71.74, + "STS22 (spa-Latn_eng-Latn)": 74.2, + "STS22 (deu-Latn_fra-Latn)": 60.62, + "STS22 (tur-Latn)": 63.69, + "STS22 (pol-Latn)": 35.78, + "STS22 (fra-Latn_pol-Latn)": 84.52, + "STS22 (cmn-Hans)": 66.85, + "STS22 (deu-Latn_pol-Latn)": 28.24, + "STS22 (pl)": 35.8, + "STSB (cmn-Hans)": 77.73, + "STSB": 77.73, + "STSBenchmark": 84.11, + "STSBenchmarkMultilingualSTS (en)": 84.11, + "STSBenchmarkMultilingualSTS (cmn-Hans)": 78.49, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 78.24, + "STSBenchmarkMultilingualSTS (spa-Latn)": 80.31, + "STSBenchmarkMultilingualSTS (deu-Latn)": 79.17, + "STSBenchmarkMultilingualSTS (fra-Latn)": 79.2, + "STSBenchmarkMultilingualSTS (nld-Latn)": 76.04, + "STSBenchmarkMultilingualSTS (pol-Latn)": 72.61, + "STSBenchmarkMultilingualSTS (por-Latn)": 77.39, + "STSBenchmarkMultilingualSTS (ita-Latn)": 78.21, + "STSBenchmarkMultilingualSTS (fr)": 79.32 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "multilingual-e5-small", + "SummEval": 30.04, + "SummEvalFr (fra-Latn)": 31.14, + "SummEvalFr": 31.85 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "multilingual-e5-small", + "CEDRClassification (rus-Cyrl)": 40.07, + "SensitiveTopicsClassification (rus-Cyrl)": 23.91 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "multilingual-e5-small" + } + ] + } + }, + "rubert-base-cased": { + "BitextMining": { + "f1": [ + { + "Model": "rubert-base-cased", + "Tatoeba (rus-Cyrl_eng-Latn)": 16.76 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "rubert-base-cased", + "GeoreviewClassification (rus-Cyrl)": 37.22, + "HeadlineClassification (rus-Cyrl)": 75.23, + "InappropriatenessClassification (rus-Cyrl)": 57.34, + "KinopoiskClassification (rus-Cyrl)": 49.91, + "MassiveIntentClassification (rus-Cyrl)": 53.02, + "MassiveScenarioClassification (rus-Cyrl)": 56.79, + "RuReviewsClassification (rus-Cyrl)": 50.74, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 48.03, + "RuSciBenchOECDClassification (rus-Cyrl)": 36.13 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "rubert-base-cased", + "GeoreviewClusteringP2P (rus-Cyrl)": 28.77, + "MLSUMClusteringP2P (rus-Cyrl)": 41.42, + "MLSUMClusteringS2S (rus-Cyrl)": 40.52, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 28.29, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 26.67 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "rubert-base-cased", + "OpusparcusPC (rus-Cyrl)": 81.65, + "TERRa (rus-Cyrl)": 52.12 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "rubert-base-cased", + "RuBQReranking (rus-Cyrl)": 41.65 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "rubert-base-cased", + "RiaNewsRetrieval (rus-Cyrl)": 5.58, + "RuBQRetrieval (rus-Cyrl)": 9.52 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "rubert-base-cased", + "RUParaPhraserSTS (rus-Cyrl)": 49.72, + "RuSTSBenchmarkSTS (rus-Cyrl)": 53.95, + "STS22 (rus-Cyrl)": 34.98, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 53.76 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "rubert-base-cased" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "rubert-base-cased", + "CEDRClassification (rus-Cyrl)": 33.59, + "SensitiveTopicsClassification (rus-Cyrl)": 18.8 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "rubert-base-cased" + } + ] + } + }, + "bge-small-en-v1.5": { + "BitextMining": { + "f1": [ + { + "Model": "bge-small-en-v1.5" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "bge-small-en-v1.5" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "bge-small-en-v1.5" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "bge-small-en-v1.5" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "bge-small-en-v1.5" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "bge-small-en-v1.5", + "ARCChallenge": 8.95, + "AlphaNLI": 11.64, + "HellaSwag": 25.44, + "PIQA": 23.92, + "Quail": 1.75, + "RARbCode": 42.36, + "RARbMath": 44.98, + "SIQA": 0.77, + "SpartQA": 3.55, + "TempReasonL1": 1.41, + "TempReasonL2Fact": 17.56, + "TempReasonL2Pure": 1.05, + "TempReasonL3Fact": 13.88, + "TempReasonL3Pure": 4.76, + "WinoGrande": 10.28 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "bge-small-en-v1.5" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "bge-small-en-v1.5" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-small-en-v1.5" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "bge-small-en-v1.5" + } + ] + } + }, + "Cohere-embed-english-v3.0-instruct": { + "BitextMining": { + "f1": [ + { + "Model": "Cohere-embed-english-v3.0-instruct" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "Cohere-embed-english-v3.0-instruct" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "Cohere-embed-english-v3.0-instruct" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "Cohere-embed-english-v3.0-instruct" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "Cohere-embed-english-v3.0-instruct" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "Cohere-embed-english-v3.0-instruct", + "ARCChallenge": 10.1, + "AlphaNLI": 18.75, + "HellaSwag": 29.02, + "PIQA": 27.89, + "Quail": 7.77, + "RARbCode": 56.56, + "RARbMath": 72.05, + "SIQA": 5.03, + "SpartQA": 3.33, + "TempReasonL1": 1.43, + "TempReasonL2Fact": 40.46, + "TempReasonL2Pure": 2.39, + "TempReasonL3Fact": 33.87, + "TempReasonL3Pure": 7.52, + "WinoGrande": 65.02 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "Cohere-embed-english-v3.0-instruct" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "Cohere-embed-english-v3.0-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "Cohere-embed-english-v3.0-instruct" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "Cohere-embed-english-v3.0-instruct" + } + ] + } + }, + "universal-sentence-encoder-multilingual-3": { + "BitextMining": { + "f1": [ + { + "Model": "universal-sentence-encoder-multilingual-3" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "universal-sentence-encoder-multilingual-3", + "AmazonReviewsClassification (fr)": 33.51, + "MTOPDomainClassification (fr)": 85.5, + "MTOPIntentClassification (fr)": 53.98, + "MasakhaNEWSClassification (fra)": 82.06, + "MassiveIntentClassification (fr)": 61.19, + "MassiveScenarioClassification (fr)": 70.22 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "universal-sentence-encoder-multilingual-3", + "AlloProfClusteringP2P": 56.9, + "AlloProfClusteringS2S": 37.84, + "HALClusteringS2S": 18.95, + "MLSUMClusteringP2P": 43.9, + "MLSUMClusteringS2S": 35.5, + "MasakhaNEWSClusteringP2P (fra)": 60.57, + "MasakhaNEWSClusteringS2S (fra)": 40.31 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "universal-sentence-encoder-multilingual-3", + "OpusparcusPC (fr)": 91.46, + "PawsXPairClassification (fr)": 52.39 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "universal-sentence-encoder-multilingual-3", + "AlloprofReranking": 56.23, + "SyntecReranking": 73.85 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "universal-sentence-encoder-multilingual-3", + "AlloprofRetrieval": 35.27, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 26.12, + "SyntecRetrieval": 69.82, + "XPQARetrieval (fr)": 59.59 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "universal-sentence-encoder-multilingual-3", + "SICKFr": 71.37, + "STS22 (fr)": 77.91, + "STSBenchmarkMultilingualSTS (fr)": 75.48 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "universal-sentence-encoder-multilingual-3", + "SummEvalFr": 28.21 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "universal-sentence-encoder-multilingual-3" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "universal-sentence-encoder-multilingual-3" + } + ] + } + }, + "USER-bge-m3": { + "BitextMining": { + "f1": [ + { + "Model": "USER-bge-m3", + "Tatoeba (rus-Cyrl_eng-Latn)": 93.52 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "USER-bge-m3", + "GeoreviewClassification (rus-Cyrl)": 50.98, + "HeadlineClassification (rus-Cyrl)": 70.09, + "InappropriatenessClassification (rus-Cyrl)": 60.76, + "KinopoiskClassification (rus-Cyrl)": 63.33, + "MassiveIntentClassification (rus-Cyrl)": 68.85, + "MassiveScenarioClassification (rus-Cyrl)": 72.9, + "RuReviewsClassification (rus-Cyrl)": 68.52, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 57.67, + "RuSciBenchOECDClassification (rus-Cyrl)": 44.2 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "USER-bge-m3", + "GeoreviewClusteringP2P (rus-Cyrl)": 62.79, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 53.11, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.93 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "USER-bge-m3", + "OpusparcusPC (rus-Cyrl)": 90.73, + "TERRa (rus-Cyrl)": 64.99 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "USER-bge-m3", + "RuBQReranking (rus-Cyrl)": 73.08 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "USER-bge-m3", + "RiaNewsRetrieval (rus-Cyrl)": 83.53, + "RuBQRetrieval (rus-Cyrl)": 70.03 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "USER-bge-m3", + "RUParaPhraserSTS (rus-Cyrl)": 76.36, + "RuSTSBenchmarkSTS (rus-Cyrl)": 83.35, + "STS22 (rus-Cyrl)": 66.42, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 82.96 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "USER-bge-m3" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "USER-bge-m3", + "CEDRClassification (rus-Cyrl)": 45.48, + "SensitiveTopicsClassification (rus-Cyrl)": 26.29 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "USER-bge-m3" + } + ] + } + }, + "DanskBERT": { + "BitextMining": { + "f1": [ + { + "Model": "DanskBERT", + "BornholmBitextMining": 6.34 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "DanskBERT", + "AngryTweetsClassification": 54.28, + "DKHateClassification": 59.3, + "DanishPoliticalCommentsClassification": 39.81, + "LccSentimentClassification": 58.0, + "MassiveIntentClassification (da)": 54.68, + "MassiveIntentClassification (nb)": 45.38, + "MassiveIntentClassification (sv)": 40.82, + "MassiveScenarioClassification (da)": 59.56, + "MassiveScenarioClassification (nb)": 47.55, + "MassiveScenarioClassification (sv)": 40.14, + "NoRecClassification": 46.06, + "NordicLangClassification": 74.25, + "NorwegianParliament": 56.79, + "ScalaDaClassification": 66.59, + "ScalaNbClassification": 59.99 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "DanskBERT" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "DanskBERT" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "DanskBERT" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "DanskBERT" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "DanskBERT" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "DanskBERT" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "DanskBERT" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "DanskBERT" + } + ] + } + }, + "rubert-tiny2": { + "BitextMining": { + "f1": [ + { + "Model": "rubert-tiny2" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "rubert-tiny2", + "GeoreviewClassification (rus-Cyrl)": 39.64, + "HeadlineClassification (rus-Cyrl)": 74.19, + "InappropriatenessClassification (rus-Cyrl)": 58.57, + "KinopoiskClassification (rus-Cyrl)": 49.06, + "MassiveIntentClassification (rus-Cyrl)": 50.83, + "MassiveScenarioClassification (rus-Cyrl)": 59.15, + "RuReviewsClassification (rus-Cyrl)": 56.99, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 45.63, + "RuSciBenchOECDClassification (rus-Cyrl)": 35.48 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "rubert-tiny2", + "GeoreviewClusteringP2P (rus-Cyrl)": 44.18, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 41.41, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 38.09 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "rubert-tiny2", + "TERRa (rus-Cyrl)": 51.87 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "rubert-tiny2", + "MIRACLReranking (rus-Cyrl)": 15.81, + "RuBQReranking (rus-Cyrl)": 46.09 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "rubert-tiny2", + "MIRACLRetrieval (rus-Cyrl)": 1.89, + "RiaNewsRetrieval (rus-Cyrl)": 13.92, + "RuBQRetrieval (rus-Cyrl)": 10.87 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "rubert-tiny2", + "RUParaPhraserSTS (rus-Cyrl)": 65.14, + "RuSTSBenchmarkSTS (rus-Cyrl)": 69.43, + "STS22 (rus-Cyrl)": 50.23 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "rubert-tiny2" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "rubert-tiny2", + "CEDRClassification (rus-Cyrl)": 36.87, + "SensitiveTopicsClassification (rus-Cyrl)": 22.02 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "rubert-tiny2" + } + ] + } + }, + "bert-base-multilingual-uncased": { + "BitextMining": { + "f1": [ + { + "Model": "bert-base-multilingual-uncased" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "bert-base-multilingual-uncased", + "AmazonReviewsClassification (fr)": 29.02, + "MTOPDomainClassification (fr)": 64.49, + "MTOPIntentClassification (fr)": 39.4, + "MasakhaNEWSClassification (fra)": 75.69, + "MassiveIntentClassification (fr)": 38.01, + "MassiveScenarioClassification (fr)": 43.63 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "bert-base-multilingual-uncased", + "AlloProfClusteringP2P": 60.66, + "AlloProfClusteringS2S": 35.05, + "HALClusteringS2S": 20.9, + "MLSUMClusteringP2P": 43.5, + "MLSUMClusteringS2S": 30.99, + "MasakhaNEWSClusteringP2P (fra)": 49.71, + "MasakhaNEWSClusteringS2S (fra)": 42.23 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "bert-base-multilingual-uncased", + "OpusparcusPC (fr)": 87.43, + "PawsXPairClassification (fr)": 53.22 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "bert-base-multilingual-uncased", + "AlloprofReranking": 38.85, + "SyntecReranking": 66.4 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "bert-base-multilingual-uncased", + "AlloprofRetrieval": 5.51, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 2.87, + "SyntecRetrieval": 34.95, + "XPQARetrieval (fr)": 26.12 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "bert-base-multilingual-uncased", + "SICKFr": 58.26, + "STS22 (fr)": 56.47, + "STSBenchmarkMultilingualSTS (fr)": 54.97 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "bert-base-multilingual-uncased", + "SummEvalFr": 30.72 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bert-base-multilingual-uncased" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "bert-base-multilingual-uncased" + } + ] + } + }, + "bert-base-multilingual-cased": { + "BitextMining": { + "f1": [ + { + "Model": "bert-base-multilingual-cased" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "bert-base-multilingual-cased", + "AmazonReviewsClassification (fr)": 29.39, + "MTOPDomainClassification (fr)": 63.61, + "MTOPIntentClassification (fr)": 37.84, + "MasakhaNEWSClassification (fra)": 64.0, + "MassiveIntentClassification (fr)": 37.3, + "MassiveScenarioClassification (fr)": 44.47 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "bert-base-multilingual-cased", + "AlloProfClusteringP2P": 51.5, + "AlloProfClusteringS2S": 43.06, + "HALClusteringS2S": 20.81, + "MLSUMClusteringP2P": 40.9, + "MLSUMClusteringS2S": 31.8, + "MasakhaNEWSClusteringP2P (fra)": 24.23, + "MasakhaNEWSClusteringS2S (fra)": 24.46 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "bert-base-multilingual-cased", + "OpusparcusPC (fr)": 86.77, + "PawsXPairClassification (fr)": 53.39 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "bert-base-multilingual-cased", + "AlloprofReranking": 36.23, + "SyntecReranking": 53.25 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "bert-base-multilingual-cased", + "AlloprofRetrieval": 1.63, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 3.55, + "SyntecRetrieval": 18.95, + "XPQARetrieval (fr)": 18.49 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "bert-base-multilingual-cased", + "SICKFr": 58.75, + "STS22 (fr)": 39.05, + "STSBenchmarkMultilingualSTS (fr)": 52.25 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "bert-base-multilingual-cased", + "SummEvalFr": 28.81 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bert-base-multilingual-cased" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "bert-base-multilingual-cased" + } + ] + } + }, + "all-mpnet-base-v2": { + "BitextMining": { + "f1": [ + { + "Model": "all-mpnet-base-v2", + "BornholmBitextMining (dan-Latn)": 27.44, + "Tatoeba (pol-Latn_eng-Latn)": 4.09, + "Tatoeba (ita-Latn_eng-Latn)": 11.1, + "Tatoeba (cat-Latn_eng-Latn)": 9.44, + "Tatoeba (aze-Latn_eng-Latn)": 1.49, + "Tatoeba (eus-Latn_eng-Latn)": 3.94, + "Tatoeba (epo-Latn_eng-Latn)": 7.15, + "Tatoeba (lit-Latn_eng-Latn)": 1.02, + "Tatoeba (ast-Latn_eng-Latn)": 9.78, + "Tatoeba (bul-Cyrl_eng-Latn)": 0.35, + "Tatoeba (ceb-Latn_eng-Latn)": 4.41, + "Tatoeba (mkd-Cyrl_eng-Latn)": 0.0, + "Tatoeba (tzl-Latn_eng-Latn)": 3.55, + "Tatoeba (zsm-Latn_eng-Latn)": 4.75, + "Tatoeba (mhr-Cyrl_eng-Latn)": 0.17, + "Tatoeba (pam-Latn_eng-Latn)": 4.32, + "Tatoeba (amh-Ethi_eng-Latn)": 0.0, + "Tatoeba (slv-Latn_eng-Latn)": 3.73, + "Tatoeba (lvs-Latn_eng-Latn)": 2.98, + "Tatoeba (sqi-Latn_eng-Latn)": 3.45, + "Tatoeba (orv-Cyrl_eng-Latn)": 0.0, + "Tatoeba (vie-Latn_eng-Latn)": 4.96, + "Tatoeba (pes-Arab_eng-Latn)": 0.2, + "Tatoeba (por-Latn_eng-Latn)": 10.48, + "Tatoeba (dtp-Latn_eng-Latn)": 3.54, + "Tatoeba (yid-Hebr_eng-Latn)": 0.08, + "Tatoeba (isl-Latn_eng-Latn)": 3.86, + "Tatoeba (cha-Latn_eng-Latn)": 12.2, + "Tatoeba (ron-Latn_eng-Latn)": 7.34, + "Tatoeba (hye-Armn_eng-Latn)": 0.14, + "Tatoeba (mar-Deva_eng-Latn)": 0.11, + "Tatoeba (hin-Deva_eng-Latn)": 0.02, + "Tatoeba (kor-Hang_eng-Latn)": 0.32, + "Tatoeba (srp-Cyrl_eng-Latn)": 1.89, + "Tatoeba (csb-Latn_eng-Latn)": 4.19, + "Tatoeba (jpn-Jpan_eng-Latn)": 1.71, + "Tatoeba (ber-Tfng_eng-Latn)": 4.56, + "Tatoeba (wuu-Hans_eng-Latn)": 0.91, + "Tatoeba (jav-Latn_eng-Latn)": 3.17, + "Tatoeba (nob-Latn_eng-Latn)": 4.37, + "Tatoeba (bre-Latn_eng-Latn)": 3.65, + "Tatoeba (kzj-Latn_eng-Latn)": 3.62, + "Tatoeba (urd-Arab_eng-Latn)": 0.0, + "Tatoeba (ces-Latn_eng-Latn)": 3.56, + "Tatoeba (cbk-Latn_eng-Latn)": 9.33, + "Tatoeba (gla-Latn_eng-Latn)": 2.04, + "Tatoeba (war-Latn_eng-Latn)": 5.14, + "Tatoeba (swh-Latn_eng-Latn)": 6.01, + "Tatoeba (swg-Latn_eng-Latn)": 7.86, + "Tatoeba (glg-Latn_eng-Latn)": 12.0, + "Tatoeba (fao-Latn_eng-Latn)": 7.08, + "Tatoeba (gsw-Latn_eng-Latn)": 10.67, + "Tatoeba (rus-Cyrl_eng-Latn)": 0.14, + "Tatoeba (kaz-Cyrl_eng-Latn)": 0.52, + "Tatoeba (gle-Latn_eng-Latn)": 2.19, + "Tatoeba (slk-Latn_eng-Latn)": 3.4, + "Tatoeba (nno-Latn_eng-Latn)": 5.75, + "Tatoeba (cor-Latn_eng-Latn)": 2.42, + "Tatoeba (nov-Latn_eng-Latn)": 16.61, + "Tatoeba (swe-Latn_eng-Latn)": 6.55, + "Tatoeba (max-Deva_eng-Latn)": 6.46, + "Tatoeba (oci-Latn_eng-Latn)": 8.57, + "Tatoeba (lfn-Latn_eng-Latn)": 6.1, + "Tatoeba (fra-Latn_eng-Latn)": 16.9, + "Tatoeba (ben-Beng_eng-Latn)": 0.0, + "Tatoeba (bel-Cyrl_eng-Latn)": 0.65, + "Tatoeba (lat-Latn_eng-Latn)": 5.78, + "Tatoeba (cmn-Hans_eng-Latn)": 2.22, + "Tatoeba (kat-Geor_eng-Latn)": 0.43, + "Tatoeba (bos-Latn_eng-Latn)": 4.6, + "Tatoeba (xho-Latn_eng-Latn)": 3.3, + "Tatoeba (tha-Thai_eng-Latn)": 0.0, + "Tatoeba (cym-Latn_eng-Latn)": 4.88, + "Tatoeba (deu-Latn_eng-Latn)": 11.46, + "Tatoeba (awa-Deva_eng-Latn)": 0.44, + "Tatoeba (ido-Latn_eng-Latn)": 9.84, + "Tatoeba (tat-Cyrl_eng-Latn)": 0.24, + "Tatoeba (kab-Latn_eng-Latn)": 1.31, + "Tatoeba (uzb-Latn_eng-Latn)": 1.98, + "Tatoeba (heb-Hebr_eng-Latn)": 0.28, + "Tatoeba (ara-Arab_eng-Latn)": 0.1, + "Tatoeba (fry-Latn_eng-Latn)": 12.43, + "Tatoeba (afr-Latn_eng-Latn)": 6.08, + "Tatoeba (kur-Latn_eng-Latn)": 3.65, + "Tatoeba (pms-Latn_eng-Latn)": 7.63, + "Tatoeba (ell-Grek_eng-Latn)": 0.0, + "Tatoeba (spa-Latn_eng-Latn)": 10.12, + "Tatoeba (dsb-Latn_eng-Latn)": 2.96, + "Tatoeba (uig-Arab_eng-Latn)": 0.33, + "Tatoeba (nld-Latn_eng-Latn)": 9.29, + "Tatoeba (tel-Telu_eng-Latn)": 0.73, + "Tatoeba (hrv-Latn_eng-Latn)": 3.77, + "Tatoeba (nds-Latn_eng-Latn)": 10.96, + "Tatoeba (hun-Latn_eng-Latn)": 3.23, + "Tatoeba (est-Latn_eng-Latn)": 2.35, + "Tatoeba (mal-Mlym_eng-Latn)": 0.15, + "Tatoeba (khm-Khmr_eng-Latn)": 0.28, + "Tatoeba (hsb-Latn_eng-Latn)": 3.12, + "Tatoeba (tgl-Latn_eng-Latn)": 4.06, + "Tatoeba (ang-Latn_eng-Latn)": 9.77, + "Tatoeba (tur-Latn_eng-Latn)": 3.16, + "Tatoeba (tuk-Latn_eng-Latn)": 2.23, + "Tatoeba (ile-Latn_eng-Latn)": 17.84, + "Tatoeba (mon-Cyrl_eng-Latn)": 0.81, + "Tatoeba (yue-Hant_eng-Latn)": 1.16, + "Tatoeba (ina-Latn_eng-Latn)": 22.55, + "Tatoeba (tam-Taml_eng-Latn)": 0.73, + "Tatoeba (ukr-Cyrl_eng-Latn)": 0.5, + "Tatoeba (dan-Latn_eng-Latn)": 10.01, + "Tatoeba (arq-Arab_eng-Latn)": 0.33, + "Tatoeba (arz-Arab_eng-Latn)": 0.0, + "Tatoeba (fin-Latn_eng-Latn)": 3.82, + "Tatoeba (ind-Latn_eng-Latn)": 4.88 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "all-mpnet-base-v2", + "AllegroReviews (pol-Latn)": 22.99, + "AmazonCounterfactualClassification (en-ext)": 67.5, + "AmazonCounterfactualClassification (en)": 65.03, + "AmazonCounterfactualClassification (deu-Latn)": 55.66, + "AmazonCounterfactualClassification (jpn-Jpan)": 60.69, + "AmazonPolarityClassification": 67.14, + "AmazonReviewsClassification (en)": 31.44, + "AmazonReviewsClassification (deu-Latn)": 26.05, + "AmazonReviewsClassification (spa-Latn)": 27.73, + "AmazonReviewsClassification (fra-Latn)": 28.49, + "AmazonReviewsClassification (jpn-Jpan)": 23.65, + "AmazonReviewsClassification (cmn-Hans)": 23.62, + "AngryTweetsClassification (dan-Latn)": 44.13, + "Banking77Classification": 81.7, + "CBD (pol-Latn)": 50.25, + "DanishPoliticalCommentsClassification (dan-Latn)": 28.31, + "EmotionClassification": 42.22, + "GeoreviewClassification (rus-Cyrl)": 25.93, + "HeadlineClassification (rus-Cyrl)": 28.53, + "IFlyTek (cmn-Hans)": 17.18, + "ImdbClassification": 71.17, + "InappropriatenessClassification (rus-Cyrl)": 51.82, + "JDReview (cmn-Hans)": 60.19, + "KinopoiskClassification (rus-Cyrl)": 34.18, + "LccSentimentClassification (dan-Latn)": 39.27, + "MTOPDomainClassification (en)": 91.89, + "MTOPDomainClassification (deu-Latn)": 71.86, + "MTOPDomainClassification (spa-Latn)": 71.3, + "MTOPDomainClassification (fra-Latn)": 74.88, + "MTOPDomainClassification (hin-Deva)": 39.93, + "MTOPDomainClassification (tha-Thai)": 17.54, + "MTOPIntentClassification (en)": 68.27, + "MTOPIntentClassification (deu-Latn)": 44.36, + "MTOPIntentClassification (spa-Latn)": 39.48, + "MTOPIntentClassification (fra-Latn)": 37.57, + "MTOPIntentClassification (hin-Deva)": 18.63, + "MTOPIntentClassification (tha-Thai)": 5.42, + "MasakhaNEWSClassification (amh-Ethi)": 36.49, + "MasakhaNEWSClassification (eng)": 79.75, + "MasakhaNEWSClassification (fra-Latn)": 77.77, + "MasakhaNEWSClassification (hau-Latn)": 59.22, + "MasakhaNEWSClassification (ibo-Latn)": 61.64, + "MasakhaNEWSClassification (lin-Latn)": 74.0, + "MasakhaNEWSClassification (lug-Latn)": 58.43, + "MasakhaNEWSClassification (orm-Ethi)": 48.15, + "MasakhaNEWSClassification (pcm-Latn)": 92.2, + "MasakhaNEWSClassification (run-Latn)": 64.72, + "MasakhaNEWSClassification (sna-Latn)": 73.69, + "MasakhaNEWSClassification (som-Latn)": 49.97, + "MasakhaNEWSClassification (swa-Latn)": 55.15, + "MasakhaNEWSClassification (tir-Ethi)": 27.46, + "MasakhaNEWSClassification (xho-Latn)": 60.98, + "MasakhaNEWSClassification (yor-Latn)": 63.33, + "MassiveIntentClassification (en)": 69.76, + "MassiveIntentClassification (jav-Latn)": 31.75, + "MassiveIntentClassification (fra-Latn)": 44.27, + "MassiveIntentClassification (msa-Latn)": 30.53, + "MassiveIntentClassification (hun-Latn)": 34.38, + "MassiveIntentClassification (pol-Latn)": 34.26, + "MassiveIntentClassification (nld-Latn)": 38.49, + "MassiveIntentClassification (tha-Thai)": 8.51, + "MassiveIntentClassification (tur-Latn)": 32.02, + "MassiveIntentClassification (tam-Taml)": 9.25, + "MassiveIntentClassification (hye-Armn)": 10.11, + "MassiveIntentClassification (khm-Khmr)": 4.74, + "MassiveIntentClassification (lav-Latn)": 35.08, + "MassiveIntentClassification (deu-Latn)": 44.54, + "MassiveIntentClassification (spa-Latn)": 39.75, + "MassiveIntentClassification (ben-Beng)": 12.35, + "MassiveIntentClassification (por-Latn)": 42.83, + "MassiveIntentClassification (ara-Arab)": 20.42, + "MassiveIntentClassification (cym-Latn)": 30.82, + "MassiveIntentClassification (dan-Latn)": 42.36, + "MassiveIntentClassification (mya-Mymr)": 4.6, + "MassiveIntentClassification (heb-Hebr)": 23.6, + "MassiveIntentClassification (kan-Knda)": 3.76, + "MassiveIntentClassification (swa-Latn)": 31.82, + "MassiveIntentClassification (fas-Arab)": 22.45, + "MassiveIntentClassification (hin-Deva)": 17.68, + "MassiveIntentClassification (kat-Geor)": 7.66, + "MassiveIntentClassification (mal-Mlym)": 2.64, + "MassiveIntentClassification (fin-Latn)": 34.58, + "MassiveIntentClassification (slv-Latn)": 34.49, + "MassiveIntentClassification (afr-Latn)": 36.49, + "MassiveIntentClassification (urd-Arab)": 12.86, + "MassiveIntentClassification (ron-Latn)": 38.07, + "MassiveIntentClassification (sqi-Latn)": 37.26, + "MassiveIntentClassification (cmo-Hant)": 22.43, + "MassiveIntentClassification (ita-Latn)": 40.29, + "MassiveIntentClassification (ind-Latn)": 36.31, + "MassiveIntentClassification (nob-Latn)": 39.3, + "MassiveIntentClassification (jpn-Jpan)": 33.13, + "MassiveIntentClassification (aze-Latn)": 28.92, + "MassiveIntentClassification (mon-Cyrl)": 19.65, + "MassiveIntentClassification (ell-Grek)": 24.52, + "MassiveIntentClassification (rus-Cyrl)": 23.98, + "MassiveIntentClassification (kor-Kore)": 13.35, + "MassiveIntentClassification (cmo-Hans)": 24.36, + "MassiveIntentClassification (isl-Latn)": 31.46, + "MassiveIntentClassification (swe-Latn)": 39.02, + "MassiveIntentClassification (tel-Telu)": 2.26, + "MassiveIntentClassification (vie-Latn)": 31.47, + "MassiveIntentClassification (tgl-Latn)": 36.33, + "MassiveIntentClassification (amh-Ethi)": 2.39, + "MassiveScenarioClassification (en)": 75.67, + "MassiveScenarioClassification (tur-Latn)": 39.11, + "MassiveScenarioClassification (kat-Geor)": 13.45, + "MassiveScenarioClassification (jpn-Jpan)": 40.57, + "MassiveScenarioClassification (spa-Latn)": 50.92, + "MassiveScenarioClassification (fas-Arab)": 27.8, + "MassiveScenarioClassification (hun-Latn)": 41.01, + "MassiveScenarioClassification (jav-Latn)": 40.0, + "MassiveScenarioClassification (por-Latn)": 52.06, + "MassiveScenarioClassification (sqi-Latn)": 44.67, + "MassiveScenarioClassification (lav-Latn)": 39.28, + "MassiveScenarioClassification (deu-Latn)": 54.09, + "MassiveScenarioClassification (nld-Latn)": 47.79, + "MassiveScenarioClassification (mon-Cyrl)": 25.58, + "MassiveScenarioClassification (swa-Latn)": 40.34, + "MassiveScenarioClassification (ben-Beng)": 17.49, + "MassiveScenarioClassification (cym-Latn)": 34.82, + "MassiveScenarioClassification (swe-Latn)": 44.53, + "MassiveScenarioClassification (rus-Cyrl)": 28.71, + "MassiveScenarioClassification (fra-Latn)": 54.26, + "MassiveScenarioClassification (dan-Latn)": 49.45, + "MassiveScenarioClassification (mya-Mymr)": 10.8, + "MassiveScenarioClassification (ron-Latn)": 47.86, + "MassiveScenarioClassification (cmo-Hans)": 35.33, + "MassiveScenarioClassification (hin-Deva)": 23.13, + "MassiveScenarioClassification (cmo-Hant)": 31.7, + "MassiveScenarioClassification (afr-Latn)": 43.63, + "MassiveScenarioClassification (aze-Latn)": 36.42, + "MassiveScenarioClassification (msa-Latn)": 37.28, + "MassiveScenarioClassification (ell-Grek)": 33.85, + "MassiveScenarioClassification (isl-Latn)": 39.36, + "MassiveScenarioClassification (fin-Latn)": 38.41, + "MassiveScenarioClassification (ind-Latn)": 43.05, + "MassiveScenarioClassification (pol-Latn)": 42.66, + "MassiveScenarioClassification (tam-Taml)": 14.55, + "MassiveScenarioClassification (ita-Latn)": 51.37, + "MassiveScenarioClassification (urd-Arab)": 20.0, + "MassiveScenarioClassification (kan-Knda)": 8.34, + "MassiveScenarioClassification (tel-Telu)": 7.81, + "MassiveScenarioClassification (mal-Mlym)": 7.69, + "MassiveScenarioClassification (ara-Arab)": 27.8, + "MassiveScenarioClassification (kor-Kore)": 17.28, + "MassiveScenarioClassification (vie-Latn)": 35.9, + "MassiveScenarioClassification (amh-Ethi)": 7.43, + "MassiveScenarioClassification (heb-Hebr)": 25.49, + "MassiveScenarioClassification (hye-Armn)": 16.86, + "MassiveScenarioClassification (khm-Khmr)": 9.63, + "MassiveScenarioClassification (slv-Latn)": 39.88, + "MassiveScenarioClassification (tgl-Latn)": 47.04, + "MassiveScenarioClassification (nob-Latn)": 45.75, + "MassiveScenarioClassification (tha-Thai)": 17.01, + "MultilingualSentiment (cmn-Hans)": 41.2, + "NoRecClassification (nob-Latn)": 38.34, + "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 50.15, + "OnlineShopping (cmn-Hans)": 56.94, + "PAC (pol-Latn)": 62.1, + "PolEmo2.0-IN (pol-Latn)": 41.63, + "PolEmo2.0-OUT (pol-Latn)": 25.0, + "RuReviewsClassification (rus-Cyrl)": 42.33, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 13.29, + "RuSciBenchOECDClassification (rus-Cyrl)": 10.62, + "TNews (cmn-Hans)": 21.05, + "ToxicConversationsClassification": 61.05, + "TweetSentimentExtractionClassification": 55.05, + "Waimai (cmn-Hans)": 63.31 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "all-mpnet-base-v2", + "ArxivClusteringP2P": 48.38, + "ArxivClusteringS2S": 39.72, + "BiorxivClusteringP2P": 39.62, + "BiorxivClusteringS2S": 35.02, + "GeoreviewClusteringP2P (rus-Cyrl)": 20.33, + "MasakhaNEWSClusteringP2P (amh-Ethi)": 42.49, + "MasakhaNEWSClusteringP2P (eng)": 67.24, + "MasakhaNEWSClusteringP2P (fra-Latn)": 61.99, + "MasakhaNEWSClusteringP2P (hau-Latn)": 37.17, + "MasakhaNEWSClusteringP2P (ibo-Latn)": 52.0, + "MasakhaNEWSClusteringP2P (lin-Latn)": 69.68, + "MasakhaNEWSClusteringP2P (lug-Latn)": 50.96, + "MasakhaNEWSClusteringP2P (orm-Ethi)": 28.42, + "MasakhaNEWSClusteringP2P (pcm-Latn)": 64.01, + "MasakhaNEWSClusteringP2P (run-Latn)": 57.6, + "MasakhaNEWSClusteringP2P (sna-Latn)": 54.99, + "MasakhaNEWSClusteringP2P (som-Latn)": 31.16, + "MasakhaNEWSClusteringP2P (swa-Latn)": 28.29, + "MasakhaNEWSClusteringP2P (tir-Ethi)": 41.85, + "MasakhaNEWSClusteringP2P (xho-Latn)": 35.24, + "MasakhaNEWSClusteringP2P (yor-Latn)": 42.15, + "MasakhaNEWSClusteringS2S (amh-Ethi)": 44.48, + "MasakhaNEWSClusteringS2S (eng)": 35.69, + "MasakhaNEWSClusteringS2S (fra-Latn)": 41.05, + "MasakhaNEWSClusteringS2S (hau-Latn)": 16.64, + "MasakhaNEWSClusteringS2S (ibo-Latn)": 38.63, + "MasakhaNEWSClusteringS2S (lin-Latn)": 70.72, + "MasakhaNEWSClusteringS2S (lug-Latn)": 46.97, + "MasakhaNEWSClusteringS2S (orm-Ethi)": 23.85, + "MasakhaNEWSClusteringS2S (pcm-Latn)": 68.7, + "MasakhaNEWSClusteringS2S (run-Latn)": 52.27, + "MasakhaNEWSClusteringS2S (sna-Latn)": 47.64, + "MasakhaNEWSClusteringS2S (som-Latn)": 30.94, + "MasakhaNEWSClusteringS2S (swa-Latn)": 17.12, + "MasakhaNEWSClusteringS2S (tir-Ethi)": 42.01, + "MasakhaNEWSClusteringS2S (xho-Latn)": 24.16, + "MasakhaNEWSClusteringS2S (yor-Latn)": 35.04, + "MedrxivClusteringP2P": 35.58, + "MedrxivClusteringS2S": 32.87, + "RedditClustering": 54.82, + "RedditClusteringP2P": 56.77, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 14.66, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 12.49, + "StackExchangeClustering": 53.8, + "StackExchangeClusteringP2P": 34.28, + "TwentyNewsgroupsClustering": 49.74 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "all-mpnet-base-v2", + "CDSC-E (pol-Latn)": 45.37, + "OpusparcusPC (deu-Latn)": 89.78, + "OpusparcusPC (en)": 97.75, + "OpusparcusPC (fin-Latn)": 85.82, + "OpusparcusPC (fra-Latn)": 86.61, + "OpusparcusPC (rus-Cyrl)": 79.85, + "OpusparcusPC (swe-Latn)": 81.81, + "PSC (pol-Latn)": 83.28, + "PawsXPairClassification (deu-Latn)": 52.17, + "PawsXPairClassification (en)": 61.99, + "PawsXPairClassification (spa-Latn)": 55.06, + "PawsXPairClassification (fra-Latn)": 56.42, + "PawsXPairClassification (jpn-Hira)": 47.43, + "PawsXPairClassification (kor-Hang)": 49.75, + "PawsXPairClassification (cmn-Hans)": 52.47, + "SICK-E-PL (pol-Latn)": 46.51, + "SprintDuplicateQuestions": 90.15, + "TERRa (rus-Cyrl)": 44.52, + "TwitterSemEval2015": 73.85, + "TwitterURLCorpus": 85.11 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "all-mpnet-base-v2", + "AlloprofReranking (fra-Latn)": 69.63, + "AskUbuntuDupQuestions": 65.85, + "MMarcoReranking (cmn-Hans)": 4.65, + "MindSmallReranking": 30.97, + "RuBQReranking (rus-Cyrl)": 30.96, + "SciDocsRR": 88.65, + "StackOverflowDupQuestions": 51.98, + "SyntecReranking (fra-Latn)": 66.12, + "T2Reranking (cmn-Hans)": 58.3 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "all-mpnet-base-v2", + "AILACasedocs": 22.51, + "AILAStatutes": 21.27, + "ARCChallenge": 11.8, + "AlloprofRetrieval (fra-Latn)": 34.27, + "AlphaNLI": 22.41, + "ArguAna": 46.52, + "ArguAna-PL (pol-Latn)": 14.72, + "BSARDRetrieval (fra-Latn)": 6.98, + "CQADupstackRetrieval": 44.96, + "ClimateFEVER": 21.97, + "CmedqaRetrieval (cmn-Hans)": 2.0, + "CovidRetrieval (cmn-Hans)": 3.7, + "DBPedia": 32.09, + "DuRetrieval (cmn-Hans)": 4.92, + "EcomRetrieval (cmn-Hans)": 3.94, + "FEVER": 50.86, + "FiQA-PL (pol-Latn)": 3.6, + "FiQA2018": 49.96, + "GerDaLIRSmall (deu-Latn)": 3.78, + "HellaSwag": 26.27, + "HotpotQA": 39.29, + "LEMBNarrativeQARetrieval": 19.34, + "LEMBNeedleRetrieval": 16.0, + "LEMBPasskeyRetrieval": 24.5, + "LEMBQMSumRetrieval": 21.54, + "LEMBSummScreenFDRetrieval": 60.43, + "LEMBWikimQARetrieval": 44.92, + "LeCaRDv2 (zho-Hans)": 18.09, + "LegalBenchConsumerContractsQA": 75.25, + "LegalBenchCorporateLobbying": 89.04, + "LegalQuAD (deu-Latn)": 10.67, + "LegalSummarization": 58.55, + "MMarcoRetrieval (cmn-Hans)": 7.13, + "MSMARCO": 39.75, + "MedicalRetrieval (cmn-Hans)": 1.71, + "MintakaRetrieval (ara-Arab)": 1.97, + "MintakaRetrieval (deu-Latn)": 17.21, + "MintakaRetrieval (spa-Latn)": 10.11, + "MintakaRetrieval (fra-Latn)": 12.93, + "MintakaRetrieval (hin-Deva)": 2.05, + "MintakaRetrieval (ita-Latn)": 5.63, + "MintakaRetrieval (jpn-Hira)": 6.72, + "MintakaRetrieval (por-Latn)": 8.05, + "NFCorpus": 33.29, + "NFCorpus-PL (pol-Latn)": 8.77, + "NQ": 50.45, + "PIQA": 29.03, + "Quail": 3.41, + "QuoraRetrieval": 87.46, + "RARbCode": 53.21, + "RARbMath": 71.85, + "RuBQRetrieval (rus-Cyrl)": 4.75, + "SCIDOCS": 23.76, + "SCIDOCS-PL (pol-Latn)": 4.02, + "SIQA": 2.38, + "SciFact": 65.57, + "SciFact-PL (pol-Latn)": 13.31, + "SpartQA": 0.22, + "SyntecRetrieval (fra-Latn)": 57.39, + "T2Retrieval (cmn-Hans)": 2.98, + "TRECCOVID": 51.33, + "TRECCOVID-PL (pol-Latn)": 12.12, + "TempReasonL1": 1.77, + "TempReasonL2Fact": 11.2, + "TempReasonL2Pure": 1.15, + "TempReasonL3Fact": 9.42, + "TempReasonL3Pure": 5.59, + "Touche2020": 19.93, + "VideoRetrieval (cmn-Hans)": 8.48, + "WinoGrande": 20.8, + "XPQARetrieval (ara-Arab_ara-Arab)": 9.42, + "XPQARetrieval (eng-Latn_ara-Arab)": 2.39, + "XPQARetrieval (ara-Arab_eng-Latn)": 8.98, + "XPQARetrieval (deu-Latn_deu-Latn)": 55.82, + "XPQARetrieval (eng-Latn_deu-Latn)": 11.74, + "XPQARetrieval (deu-Latn_eng-Latn)": 30.44, + "XPQARetrieval (spa-Latn_spa-Latn)": 40.01, + "XPQARetrieval (eng-Latn_spa-Latn)": 6.12, + "XPQARetrieval (spa-Latn_eng-Latn)": 29.44, + "XPQARetrieval (fra-Latn_fra-Latn)": 51.94, + "XPQARetrieval (eng-Latn_fra-Latn)": 11.48, + "XPQARetrieval (fra-Latn_eng-Latn)": 32.52, + "XPQARetrieval (hin-Deva_hin-Deva)": 37.48, + "XPQARetrieval (eng-Latn_hin-Deva)": 5.11, + "XPQARetrieval (hin-Deva_eng-Latn)": 7.37, + "XPQARetrieval (ita-Latn_ita-Latn)": 54.2, + "XPQARetrieval (eng-Latn_ita-Latn)": 6.08, + "XPQARetrieval (ita-Latn_eng-Latn)": 30.32, + "XPQARetrieval (jpn-Hira_jpn-Hira)": 37.45, + "XPQARetrieval (eng-Latn_jpn-Hira)": 5.79, + "XPQARetrieval (jpn-Hira_eng-Latn)": 14.77, + "XPQARetrieval (kor-Hang_kor-Hang)": 10.4, + "XPQARetrieval (eng-Latn_kor-Hang)": 7.09, + "XPQARetrieval (kor-Hang_eng-Latn)": 6.95, + "XPQARetrieval (pol-Latn_pol-Latn)": 23.67, + "XPQARetrieval (eng-Latn_pol-Latn)": 8.83, + "XPQARetrieval (pol-Latn_eng-Latn)": 15.94, + "XPQARetrieval (por-Latn_por-Latn)": 33.56, + "XPQARetrieval (eng-Latn_por-Latn)": 3.76, + "XPQARetrieval (por-Latn_eng-Latn)": 23.45, + "XPQARetrieval (tam-Taml_tam-Taml)": 5.53, + "XPQARetrieval (eng-Latn_tam-Taml)": 3.3, + "XPQARetrieval (tam-Taml_eng-Latn)": 4.0, + "XPQARetrieval (cmn-Hans_cmn-Hans)": 23.84, + "XPQARetrieval (eng-Latn_cmn-Hans)": 7.2, + "XPQARetrieval (cmn-Hans_eng-Latn)": 12.84 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "all-mpnet-base-v2", + "AFQMC (cmn-Hans)": 8.01, + "ATEC (cmn-Hans)": 14.03, + "BIOSSES": 80.43, + "BQ (cmn-Hans)": 21.39, + "CDSC-R (pol-Latn)": 77.04, + "LCQMC (cmn-Hans)": 22.84, + "PAWSX (cmn-Hans)": 6.44, + "RUParaPhraserSTS (rus-Cyrl)": 42.15, + "RuSTSBenchmarkSTS (rus-Cyrl)": 55.68, + "SICK-R": 80.59, + "SICK-R-PL (pol-Latn)": 50.2, + "SICKFr (fra-Latn)": 67.05, + "STS12": 72.63, + "STS13": 83.48, + "STS14": 78.0, + "STS15": 85.66, + "STS16": 80.03, + "STS17 (en-en)": 90.6, + "STS17 (eng-Latn_ara-Arab)": 6.76, + "STS17 (fra-Latn_eng-Latn)": 41.64, + "STS17 (eng-Latn_tur-Latn)": -4.58, + "STS17 (eng-Latn_deu-Latn)": 35.5, + "STS17 (spa-Latn_eng-Latn)": 25.28, + "STS17 (ita-Latn_eng-Latn)": 31.8, + "STS17 (spa-Latn)": 78.4, + "STS17 (kor-Hang)": 39.11, + "STS17 (ara-Arab)": 55.42, + "STS17 (nld-Latn_eng-Latn)": 32.89, + "STS22 (en)": 68.39, + "STS22 (pol-Latn)": 24.21, + "STS22 (ita-Latn)": 58.02, + "STS22 (spa-Latn_eng-Latn)": 55.09, + "STS22 (fra-Latn)": 77.1, + "STS22 (tur-Latn)": 29.35, + "STS22 (cmn-Hans)": 42.24, + "STS22 (deu-Latn)": 27.0, + "STS22 (spa-Latn_ita-Latn)": 41.61, + "STS22 (fra-Latn_pol-Latn)": 73.25, + "STS22 (deu-Latn_eng-Latn)": 49.73, + "STS22 (cmn-Hans_eng-Latn)": 40.47, + "STS22 (spa-Latn)": 55.98, + "STS22 (ara-Arab)": 38.96, + "STS22 (deu-Latn_pol-Latn)": 23.53, + "STS22 (rus-Cyrl)": 15.83, + "STS22 (pol-Latn_eng-Latn)": 51.07, + "STS22 (deu-Latn_fra-Latn)": 31.39, + "STSB (cmn-Hans)": 37.7, + "STSBenchmark": 83.42, + "STSBenchmarkMultilingualSTS (nld-Latn)": 57.01, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 55.54, + "STSBenchmarkMultilingualSTS (fra-Latn)": 65.15, + "STSBenchmarkMultilingualSTS (ita-Latn)": 62.72, + "STSBenchmarkMultilingualSTS (spa-Latn)": 65.78, + "STSBenchmarkMultilingualSTS (en)": 83.42, + "STSBenchmarkMultilingualSTS (deu-Latn)": 61.43, + "STSBenchmarkMultilingualSTS (por-Latn)": 62.12, + "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.43, + "STSBenchmarkMultilingualSTS (pol-Latn)": 52.36 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "all-mpnet-base-v2", + "SummEval": 27.49, + "SummEvalFr (fra-Latn)": 28.11 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "all-mpnet-base-v2", + "CEDRClassification (rus-Cyrl)": 35.98, + "SensitiveTopicsClassification (rus-Cyrl)": 17.83 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "all-mpnet-base-v2" + } + ] + } + }, + "nb-bert-base": { + "BitextMining": { + "f1": [ + { + "Model": "nb-bert-base", + "BornholmBitextMining": 9.88 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "nb-bert-base", + "AngryTweetsClassification": 52.14, + "DKHateClassification": 61.73, + "DanishPoliticalCommentsClassification": 34.84, + "LccSentimentClassification": 51.4, + "MassiveIntentClassification (da)": 56.69, + "MassiveIntentClassification (nb)": 60.67, + "MassiveIntentClassification (sv)": 53.89, + "MassiveScenarioClassification (da)": 61.93, + "MassiveScenarioClassification (nb)": 67.31, + "MassiveScenarioClassification (sv)": 55.37, + "NoRecClassification": 51.32, + "NordicLangClassification": 84.69, + "NorwegianParliament": 57.41, + "ScalaDaClassification": 57.99, + "ScalaNbClassification": 62.25 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "nb-bert-base" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "nb-bert-base" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "nb-bert-base" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "nb-bert-base" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "nb-bert-base" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "nb-bert-base" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "nb-bert-base" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "nb-bert-base" + } + ] + } + }, + "herbert-base-retrieval-v2": { + "BitextMining": { + "f1": [ + { + "Model": "herbert-base-retrieval-v2" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "herbert-base-retrieval-v2", + "AllegroReviews": 34.11, + "CBD": 68.35, + "MassiveIntentClassification (pl)": 65.53, + "MassiveScenarioClassification (pl)": 68.51, + "PAC": 68.4, + "PolEmo2.0-IN": 64.18, + "PolEmo2.0-OUT": 45.73 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "herbert-base-retrieval-v2", + "8TagsClustering": 28.15 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "herbert-base-retrieval-v2", + "CDSC-E": 63.31, + "PPC": 84.18, + "PSC": 98.87, + "SICK-E-PL": 54.93 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "herbert-base-retrieval-v2" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "herbert-base-retrieval-v2", + "ArguAna-PL": 41.97, + "DBPedia-PL": 24.07, + "FiQA-PL": 24.25, + "HotpotQA-PL": 43.41, + "MSMARCO-PL": 51.56, + "NFCorpus-PL": 25.95, + "NQ-PL": 35.09, + "Quora-PL": 78.86, + "SCIDOCS-PL": 11.0, + "SciFact-PL": 51.92, + "TRECCOVID-PL": 42.64 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "herbert-base-retrieval-v2", + "CDSC-R": 86.18, + "SICK-R-PL": 64.67, + "STS22 (pl)": 39.73 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "herbert-base-retrieval-v2" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "herbert-base-retrieval-v2" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "herbert-base-retrieval-v2" + } + ] + } + }, + "voyage-lite-02-instruct": { + "BitextMining": { + "f1": [ + { + "Model": "voyage-lite-02-instruct" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "voyage-lite-02-instruct", + "AmazonCounterfactualClassification (en)": 88.31, + "AmazonPolarityClassification": 96.32, + "AmazonReviewsClassification (en)": 56.25, + "Banking77Classification": 88.59, + "EmotionClassification": 50.28, + "ImdbClassification": 95.75, + "MTOPDomainClassification (en)": 97.65, + "MTOPIntentClassification (en)": 75.16, + "MassiveIntentClassification (en)": 73.97, + "MassiveScenarioClassification (en)": 83.99, + "ToxicConversationsClassification": 81.75, + "TweetSentimentExtractionClassification": 62.98 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "voyage-lite-02-instruct", + "ArxivClusteringP2P": 51.95, + "ArxivClusteringS2S": 42.48, + "BiorxivClusteringP2P": 50.15, + "BiorxivClusteringS2S": 42.84, + "MedrxivClusteringP2P": 47.24, + "MedrxivClusteringS2S": 43.48, + "RedditClustering": 63.73, + "RedditClusteringP2P": 64.09, + "StackExchangeClustering": 70.71, + "StackExchangeClusteringP2P": 40.34, + "TwentyNewsgroupsClustering": 59.56 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "voyage-lite-02-instruct", + "SprintDuplicateQuestions": 98.07, + "TwitterSemEval2015": 74.44, + "TwitterURLCorpus": 88.11 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "voyage-lite-02-instruct", + "AskUbuntuDupQuestions": 63.24, + "MindSmallReranking": 31.48, + "SciDocsRR": 84.68, + "StackOverflowDupQuestions": 53.56 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "voyage-lite-02-instruct", + "ArguAna": 70.28, + "CQADupstackRetrieval": 46.2, + "ClimateFEVER": 31.95, + "DBPedia": 39.79, + "FEVER": 91.35, + "FiQA2018": 52.51, + "HotpotQA": 75.51, + "MSMARCO": 37.93, + "NFCorpus": 43.7, + "NQ": 64.26, + "QuoraRetrieval": 87.62, + "SCIDOCS": 20.24, + "SciFact": 79.91, + "TRECCOVID": 81.02, + "Touche2020": 26.8 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "voyage-lite-02-instruct", + "BIOSSES": 89.7, + "SICK-R": 78.44, + "STS12": 86.46, + "STS13": 87.76, + "STS14": 86.6, + "STS15": 90.1, + "STS16": 86.39, + "STS17 (en-en)": 86.98, + "STS22 (en)": 76.89, + "STSBenchmark": 88.56 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "voyage-lite-02-instruct", + "SummEval": 31.01 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "voyage-lite-02-instruct" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "voyage-lite-02-instruct" + } + ] + } + }, + "norbert3-large": { + "BitextMining": { + "f1": [ + { + "Model": "norbert3-large", + "BornholmBitextMining": 2.9 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "norbert3-large", + "AngryTweetsClassification": 49.04, + "DKHateClassification": 62.71, + "DanishPoliticalCommentsClassification": 33.53, + "LccSentimentClassification": 46.93, + "MassiveIntentClassification (da)": 45.98, + "MassiveIntentClassification (nb)": 47.42, + "MassiveIntentClassification (sv)": 48.47, + "MassiveScenarioClassification (da)": 50.51, + "MassiveScenarioClassification (nb)": 54.25, + "MassiveScenarioClassification (sv)": 50.6, + "NoRecClassification": 50.46, + "NordicLangClassification": 84.25, + "NorwegianParliament": 58.85, + "ScalaDaClassification": 60.72, + "ScalaNbClassification": 66.79 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "norbert3-large" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "norbert3-large" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "norbert3-large" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "norbert3-large" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "norbert3-large" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "norbert3-large" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "norbert3-large" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "norbert3-large" + } + ] + } + }, + "text2vec-large-chinese": { + "BitextMining": { + "f1": [ + { + "Model": "text2vec-large-chinese" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "text2vec-large-chinese", + "AmazonReviewsClassification (zh)": 33.77, + "IFlyTek": 41.54, + "JDReview": 81.56, + "MassiveIntentClassification (zh-CN)": 63.23, + "MassiveScenarioClassification (zh-CN)": 68.45, + "MultilingualSentiment": 58.97, + "OnlineShopping": 83.51, + "TNews": 38.92, + "Waimai": 76.01 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "text2vec-large-chinese", + "CLSClusteringP2P": 30.13, + "CLSClusteringS2S": 28.77, + "ThuNewsClusteringP2P": 35.05, + "ThuNewsClusteringS2S": 26.14 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "text2vec-large-chinese", + "Cmnli": 77.67, + "Ocnli": 64.04 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "text2vec-large-chinese", + "CMedQAv1": 58.92, + "CMedQAv2": 60.41, + "MMarcoReranking": 12.48, + "T2Reranking": 64.82 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "text2vec-large-chinese", + "CmedqaRetrieval": 15.53, + "CovidRetrieval": 60.48, + "DuRetrieval": 51.87, + "EcomRetrieval": 37.58, + "MMarcoRetrieval": 45.96, + "MedicalRetrieval": 30.93, + "T2Retrieval": 50.52, + "VideoRetrieval": 42.65 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "text2vec-large-chinese", + "AFQMC": 24.51, + "ATEC": 32.45, + "BQ": 44.22, + "LCQMC": 69.16, + "PAWSX": 14.55, + "QBQTC": 29.51, + "STS22 (zh)": 65.94, + "STSB": 79.45 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "text2vec-large-chinese" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text2vec-large-chinese" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "text2vec-large-chinese" + } + ] + } + }, + "deberta-v1-base": { + "BitextMining": { + "f1": [ + { + "Model": "deberta-v1-base", + "Tatoeba (rus-Cyrl_eng-Latn)": 13.21 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "deberta-v1-base", + "GeoreviewClassification (rus-Cyrl)": 40.19, + "HeadlineClassification (rus-Cyrl)": 78.75, + "InappropriatenessClassification (rus-Cyrl)": 61.33, + "KinopoiskClassification (rus-Cyrl)": 48.78, + "MassiveIntentClassification (rus-Cyrl)": 61.32, + "MassiveScenarioClassification (rus-Cyrl)": 64.71, + "RuReviewsClassification (rus-Cyrl)": 55.66, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 53.53, + "RuSciBenchOECDClassification (rus-Cyrl)": 41.34 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "deberta-v1-base", + "GeoreviewClusteringP2P (rus-Cyrl)": 58.79, + "MLSUMClusteringP2P (rus-Cyrl)": 47.33, + "MLSUMClusteringS2S (rus-Cyrl)": 44.6, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 36.66, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 33.31 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "deberta-v1-base", + "OpusparcusPC (rus-Cyrl)": 83.31, + "TERRa (rus-Cyrl)": 53.78 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "deberta-v1-base", + "RuBQReranking (rus-Cyrl)": 34.01 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "deberta-v1-base", + "RiaNewsRetrieval (rus-Cyrl)": 4.84, + "RuBQRetrieval (rus-Cyrl)": 10.15 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "deberta-v1-base", + "RUParaPhraserSTS (rus-Cyrl)": 54.03, + "RuSTSBenchmarkSTS (rus-Cyrl)": 58.47, + "STS22 (rus-Cyrl)": 47.67, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 58.45 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "deberta-v1-base" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "deberta-v1-base", + "CEDRClassification (rus-Cyrl)": 34.14, + "SensitiveTopicsClassification (rus-Cyrl)": 23.67 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "deberta-v1-base" + } + ] + } + }, + "tart-full-flan-t5-xl": { + "BitextMining": { + "f1": [ + { + "Model": "tart-full-flan-t5-xl" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "tart-full-flan-t5-xl" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "tart-full-flan-t5-xl" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "tart-full-flan-t5-xl" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "tart-full-flan-t5-xl" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "tart-full-flan-t5-xl" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "tart-full-flan-t5-xl" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "tart-full-flan-t5-xl" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "tart-full-flan-t5-xl" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "tart-full-flan-t5-xl", + "Core17InstructionRetrieval": 2.82, + "News21InstructionRetrieval": 1.99, + "Robust04InstructionRetrieval": -0.72 + } + ] + } + }, + "instructor-xl": { + "BitextMining": { + "f1": [ + { + "Model": "instructor-xl" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "instructor-xl" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "instructor-xl" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "instructor-xl" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "instructor-xl" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "instructor-xl", + "BrightRetrieval (aops)": 8.26, + "BrightRetrieval (robotics)": 17.39, + "BrightRetrieval (economics)": 22.81, + "BrightRetrieval (stackoverflow)": 19.06, + "BrightRetrieval (leetcode)": 27.5, + "BrightRetrieval (theoremqa_questions)": 14.59, + "BrightRetrieval (psychology)": 27.43, + "BrightRetrieval (biology)": 21.91, + "BrightRetrieval (theoremqa_theorems)": 6.5, + "BrightRetrieval (earth_science)": 34.35, + "BrightRetrieval (sustainable_living)": 18.82, + "BrightRetrieval (pony)": 5.02 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "instructor-xl" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "instructor-xl" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "instructor-xl" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "instructor-xl", + "Core17InstructionRetrieval": 0.69, + "News21InstructionRetrieval": -0.9, + "Robust04InstructionRetrieval": -8.08 + } + ] + } + }, + "flan-t5-base": { + "BitextMining": { + "f1": [ + { + "Model": "flan-t5-base" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "flan-t5-base" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "flan-t5-base" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "flan-t5-base" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "flan-t5-base" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "flan-t5-base" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "flan-t5-base" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "flan-t5-base" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "flan-t5-base" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "flan-t5-base", + "Core17InstructionRetrieval": -3.31, + "News21InstructionRetrieval": -0.12, + "Robust04InstructionRetrieval": 5.35 + } + ] + } + }, + "all-MiniLM-L6-v2-instruct": { + "BitextMining": { + "f1": [ + { + "Model": "all-MiniLM-L6-v2-instruct" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "all-MiniLM-L6-v2-instruct" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "all-MiniLM-L6-v2-instruct" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "all-MiniLM-L6-v2-instruct" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "all-MiniLM-L6-v2-instruct" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "all-MiniLM-L6-v2-instruct", + "ARCChallenge": 9.4, + "AlphaNLI": 15.09, + "HellaSwag": 20.51, + "PIQA": 24.68, + "Quail": 3.46, + "RARbCode": 42.47, + "RARbMath": 62.39, + "SIQA": 1.53, + "SpartQA": 0.57, + "TempReasonL1": 1.05, + "TempReasonL2Fact": 16.57, + "TempReasonL2Pure": 0.49, + "TempReasonL3Fact": 14.01, + "TempReasonL3Pure": 6.27, + "WinoGrande": 20.73 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "all-MiniLM-L6-v2-instruct" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "all-MiniLM-L6-v2-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "all-MiniLM-L6-v2-instruct" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "all-MiniLM-L6-v2-instruct" + } + ] + } + }, + "Baichuan-text-embedding": { + "BitextMining": { + "f1": [ + { + "Model": "Baichuan-text-embedding" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "Baichuan-text-embedding", + "AmazonReviewsClassification (zh)": 48.3, + "IFlyTek": 50.75, + "JDReview": 87.69, + "MassiveIntentClassification (zh-CN)": 74.91, + "MassiveScenarioClassification (zh-CN)": 81.28, + "MultilingualSentiment": 76.83, + "OnlineShopping": 94.42, + "TNews": 52.62, + "Waimai": 88.77 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "Baichuan-text-embedding", + "CLSClusteringP2P": 60.37, + "CLSClusteringS2S": 51.09, + "ThuNewsClusteringP2P": 58.23, + "ThuNewsClusteringS2S": 57.83 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "Baichuan-text-embedding", + "Cmnli": 85.31, + "Ocnli": 79.33 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "Baichuan-text-embedding", + "CMedQAv1": 88.06, + "CMedQAv2": 88.46, + "MMarcoReranking": 34.3, + "T2Reranking": 67.85 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "Baichuan-text-embedding", + "CmedqaRetrieval": 47.64, + "CovidRetrieval": 86.86, + "DuRetrieval": 88.43, + "EcomRetrieval": 66.39, + "MMarcoRetrieval": 80.17, + "MedicalRetrieval": 61.1, + "T2Retrieval": 80.11, + "VideoRetrieval": 74.28 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "Baichuan-text-embedding", + "AFQMC": 50.8, + "ATEC": 53.23, + "BQ": 66.49, + "LCQMC": 76.6, + "PAWSX": 47.56, + "QBQTC": 39.96, + "STS22 (zh)": 65.78, + "STSB": 80.14 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "Baichuan-text-embedding" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "Baichuan-text-embedding" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "Baichuan-text-embedding" + } + ] + } + }, + "distiluse-base-multilingual-cased-v2": { + "BitextMining": { + "f1": [ + { + "Model": "distiluse-base-multilingual-cased-v2" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "distiluse-base-multilingual-cased-v2", + "AllegroReviews": 28.03, + "AmazonCounterfactualClassification (de)": 68.14, + "AmazonCounterfactualClassification (en)": 71.81, + "AmazonCounterfactualClassification (en-ext)": 72.96, + "AmazonCounterfactualClassification (ja)": 65.39, + "AmazonPolarityClassification": 68.0, + "AmazonReviewsClassification (de)": 35.03, + "AmazonReviewsClassification (en)": 35.45, + "AmazonReviewsClassification (es)": 36.24, + "AmazonReviewsClassification (fr)": 35.7, + "AmazonReviewsClassification (ja)": 31.08, + "AmazonReviewsClassification (zh)": 33.89, + "Banking77Classification": 71.48, + "CBD": 60.0, + "EmotionClassification": 40.04, + "ImdbClassification": 61.52, + "MTOPDomainClassification (de)": 86.19, + "MTOPDomainClassification (en)": 91.59, + "MTOPDomainClassification (es)": 87.75, + "MTOPDomainClassification (fr)": 84.61, + "MTOPDomainClassification (hi)": 76.41, + "MTOPDomainClassification (th)": 73.62, + "MTOPIntentClassification (de)": 59.21, + "MTOPIntentClassification (en)": 66.4, + "MTOPIntentClassification (es)": 57.21, + "MTOPIntentClassification (fr)": 53.41, + "MTOPIntentClassification (hi)": 45.54, + "MTOPIntentClassification (th)": 47.73, + "MasakhaNEWSClassification (fra)": 76.87, + "MassiveIntentClassification (af)": 40.02, + "MassiveIntentClassification (am)": 2.35, + "MassiveIntentClassification (ar)": 43.14, + "MassiveIntentClassification (az)": 25.6, + "MassiveIntentClassification (bn)": 4.84, + "MassiveIntentClassification (cy)": 15.43, + "MassiveIntentClassification (da)": 52.33, + "MassiveIntentClassification (de)": 51.57, + "MassiveIntentClassification (el)": 49.65, + "MassiveIntentClassification (en)": 66.71, + "MassiveIntentClassification (es)": 56.57, + "MassiveIntentClassification (fa)": 55.36, + "MassiveIntentClassification (fi)": 45.72, + "MassiveIntentClassification (fr)": 57.02, + "MassiveIntentClassification (he)": 46.74, + "MassiveIntentClassification (hi)": 48.55, + "MassiveIntentClassification (hu)": 50.65, + "MassiveIntentClassification (hy)": 40.79, + "MassiveIntentClassification (id)": 56.0, + "MassiveIntentClassification (is)": 16.08, + "MassiveIntentClassification (it)": 57.65, + "MassiveIntentClassification (ja)": 55.33, + "MassiveIntentClassification (jv)": 28.16, + "MassiveIntentClassification (ka)": 29.41, + "MassiveIntentClassification (km)": 4.79, + "MassiveIntentClassification (kn)": 3.37, + "MassiveIntentClassification (ko)": 49.97, + "MassiveIntentClassification (lv)": 44.31, + "MassiveIntentClassification (ml)": 3.24, + "MassiveIntentClassification (mn)": 40.37, + "MassiveIntentClassification (ms)": 47.97, + "MassiveIntentClassification (my)": 38.48, + "MassiveIntentClassification (nb)": 46.01, + "MassiveIntentClassification (nl)": 58.29, + "MassiveIntentClassification (pl)": 53.1, + "MassiveIntentClassification (pt)": 58.63, + "MassiveIntentClassification (ro)": 50.63, + "MassiveIntentClassification (ru)": 57.96, + "MassiveIntentClassification (sl)": 50.66, + "MassiveIntentClassification (sq)": 50.25, + "MassiveIntentClassification (sv)": 52.41, + "MassiveIntentClassification (sw)": 19.29, + "MassiveIntentClassification (ta)": 3.79, + "MassiveIntentClassification (te)": 3.36, + "MassiveIntentClassification (th)": 45.28, + "MassiveIntentClassification (tl)": 28.44, + "MassiveIntentClassification (tr)": 50.47, + "MassiveIntentClassification (ur)": 46.03, + "MassiveIntentClassification (vi)": 45.25, + "MassiveIntentClassification (zh-CN)": 59.22, + "MassiveIntentClassification (zh-TW)": 54.96, + "MassiveScenarioClassification (af)": 53.67, + "MassiveScenarioClassification (am)": 7.72, + "MassiveScenarioClassification (ar)": 52.19, + "MassiveScenarioClassification (az)": 34.75, + "MassiveScenarioClassification (bn)": 10.65, + "MassiveScenarioClassification (cy)": 21.24, + "MassiveScenarioClassification (da)": 62.55, + "MassiveScenarioClassification (de)": 61.4, + "MassiveScenarioClassification (el)": 60.68, + "MassiveScenarioClassification (en)": 74.0, + "MassiveScenarioClassification (es)": 64.61, + "MassiveScenarioClassification (fa)": 59.24, + "MassiveScenarioClassification (fi)": 54.66, + "MassiveScenarioClassification (fr)": 65.2, + "MassiveScenarioClassification (he)": 54.74, + "MassiveScenarioClassification (hi)": 55.99, + "MassiveScenarioClassification (hu)": 61.2, + "MassiveScenarioClassification (hy)": 49.63, + "MassiveScenarioClassification (id)": 65.25, + "MassiveScenarioClassification (is)": 22.6, + "MassiveScenarioClassification (it)": 64.63, + "MassiveScenarioClassification (ja)": 62.32, + "MassiveScenarioClassification (jv)": 35.77, + "MassiveScenarioClassification (ka)": 39.08, + "MassiveScenarioClassification (km)": 9.24, + "MassiveScenarioClassification (kn)": 8.28, + "MassiveScenarioClassification (ko)": 57.6, + "MassiveScenarioClassification (lv)": 51.72, + "MassiveScenarioClassification (ml)": 8.25, + "MassiveScenarioClassification (mn)": 47.21, + "MassiveScenarioClassification (ms)": 55.65, + "MassiveScenarioClassification (my)": 43.31, + "MassiveScenarioClassification (nb)": 54.98, + "MassiveScenarioClassification (nl)": 67.49, + "MassiveScenarioClassification (pl)": 61.29, + "MassiveScenarioClassification (pt)": 64.26, + "MassiveScenarioClassification (ro)": 58.03, + "MassiveScenarioClassification (ru)": 65.41, + "MassiveScenarioClassification (sl)": 59.36, + "MassiveScenarioClassification (sq)": 62.69, + "MassiveScenarioClassification (sv)": 64.35, + "MassiveScenarioClassification (sw)": 25.12, + "MassiveScenarioClassification (ta)": 8.67, + "MassiveScenarioClassification (te)": 7.82, + "MassiveScenarioClassification (th)": 54.65, + "MassiveScenarioClassification (tl)": 36.09, + "MassiveScenarioClassification (tr)": 60.89, + "MassiveScenarioClassification (ur)": 54.71, + "MassiveScenarioClassification (vi)": 55.15, + "MassiveScenarioClassification (zh-CN)": 66.44, + "MassiveScenarioClassification (zh-TW)": 62.89, + "PAC": 68.17, + "PolEmo2.0-IN": 48.84, + "PolEmo2.0-OUT": 30.0, + "ToxicConversationsClassification": 69.09, + "TweetSentimentExtractionClassification": 59.97 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "distiluse-base-multilingual-cased-v2", + "8TagsClustering": 12.51, + "AlloProfClusteringP2P": 55.95, + "AlloProfClusteringS2S": 35.39, + "ArxivClusteringP2P": 33.59, + "HALClusteringS2S": 18.2, + "MLSUMClusteringP2P": 40.17, + "MLSUMClusteringS2S": 34.65, + "MasakhaNEWSClusteringP2P (fra)": 53.76, + "MasakhaNEWSClusteringS2S (fra)": 32.76 } ] }, "PairClassification": { "ap": [ { - "Model": "LaBSE", - "CDSC-E (pol-Latn)": 68.92, - "CDSC-E": 68.91, - "OpusparcusPC (deu-Latn)": 96.58, - "OpusparcusPC (en)": 98.12, - "OpusparcusPC (fin-Latn)": 94.44, - "OpusparcusPC (fra-Latn)": 93.96, - "OpusparcusPC (rus-Cyrl)": 87.3, - "OpusparcusPC (swe-Latn)": 93.69, - "OpusparcusPC (fr)": 93.96, - "PPC": 86.97, - "PSC (pol-Latn)": 97.42, - "PSC": 97.42, - "PawsXPairClassification (deu-Latn)": 51.07, - "PawsXPairClassification (en)": 54.07, - "PawsXPairClassification (spa-Latn)": 52.19, - "PawsXPairClassification (fra-Latn)": 54.63, - "PawsXPairClassification (jpn-Hira)": 47.56, - "PawsXPairClassification (kor-Hang)": 49.39, - "PawsXPairClassification (cmn-Hans)": 54.26, - "PawsXPairClassification (fr)": 54.63, - "SICK-E-PL (pol-Latn)": 63.77, - "SICK-E-PL": 63.77, - "SprintDuplicateQuestions": 89.26, - "TERRa (rus-Cyrl)": 55.71, - "TwitterSemEval2015": 62.78, - "TwitterURLCorpus": 84.58 + "Model": "distiluse-base-multilingual-cased-v2", + "CDSC-E": 71.83, + "OpusparcusPC (fr)": 92.07, + "PPC": 86.83, + "PSC": 96.35, + "PawsXPairClassification (fr)": 51.08, + "SICK-E-PL": 62.05, + "SprintDuplicateQuestions": 87.15, + "TwitterSemEval2015": 61.67, + "TwitterURLCorpus": 84.02 } ] }, "Reranking": { "map": [ { - "Model": "LaBSE", - "AlloprofReranking (fra-Latn)": 55.37, - "AlloprofReranking": 49.51, - "AskUbuntuDupQuestions": 52.75, - "MMarcoReranking (cmn-Hans)": 14.83, - "MindSmallReranking": 29.81, - "RuBQReranking (rus-Cyrl)": 55.13, - "SciDocsRR": 68.72, - "StackOverflowDupQuestions": 42.42, - "SyntecReranking (fra-Latn)": 67.62, - "SyntecReranking": 73.28, - "T2Reranking (cmn-Hans)": 63.29 + "Model": "distiluse-base-multilingual-cased-v2", + "AlloprofReranking": 51.77, + "AskUbuntuDupQuestions": 53.75, + "MindSmallReranking": 30.39, + "SciDocsRR": 69.22, + "StackOverflowDupQuestions": 41.92, + "SyntecReranking": 74.78 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "distiluse-base-multilingual-cased-v2", + "AlloprofRetrieval": 26.99, + "ArguAna-PL": 36.7, + "BSARDRetrieval": 0.0, + "DBPedia-PL": 12.36, + "FiQA-PL": 8.02, + "HotpotQA-PL": 20.83, + "MSMARCO-PL": 4.57, + "MintakaRetrieval (fr)": 22.55, + "NFCorpus-PL": 16.28, + "NQ-PL": 5.85, + "Quora-PL": 71.95, + "SCIDOCS-PL": 6.5, + "SciFact-PL": 33.03, + "SyntecRetrieval": 65.34, + "TRECCOVID-PL": 16.91, + "XPQARetrieval (fr)": 51.2 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "distiluse-base-multilingual-cased-v2", + "BIOSSES": 78.34, + "CDSC-R": 87.67, + "SICK-R": 75.25, + "SICK-R-PL": 65.53, + "SICKFr": 72.49, + "STS12": 72.96, + "STS13": 70.58, + "STS14": 70.29, + "STS15": 81.94, + "STS16": 76.8, + "STS17 (ar-ar)": 77.34, + "STS17 (en-ar)": 77.46, + "STS17 (en-de)": 80.24, + "STS17 (en-en)": 86.19, + "STS17 (en-tr)": 74.34, + "STS17 (es-en)": 77.4, + "STS17 (es-es)": 83.71, + "STS17 (fr-en)": 79.28, + "STS17 (it-en)": 80.82, + "STS17 (ko-ko)": 76.4, + "STS17 (nl-en)": 80.51, + "STS22 (ar)": 49.04, + "STS22 (de)": 35.73, + "STS22 (de-en)": 47.51, + "STS22 (de-fr)": 60.76, + "STS22 (de-pl)": 36.09, + "STS22 (en)": 62.88, + "STS22 (es)": 59.34, + "STS22 (es-en)": 68.96, + "STS22 (es-it)": 63.28, + "STS22 (fr)": 76.41, + "STS22 (fr-pl)": 61.98, + "STS22 (it)": 65.1, + "STS22 (pl)": 34.58, + "STS22 (pl-en)": 71.33, + "STS22 (ru)": 52.4, + "STS22 (tr)": 54.07, + "STS22 (zh)": 54.32, + "STS22 (zh-en)": 61.75, + "STSBenchmark": 80.75, + "STSBenchmarkMultilingualSTS (fr)": 77.49 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "distiluse-base-multilingual-cased-v2", + "SummEvalFr": 28.12 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "distiluse-base-multilingual-cased-v2" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "distiluse-base-multilingual-cased-v2" + } + ] + } + }, + "LaBSE-ru-turbo": { + "BitextMining": { + "f1": [ + { + "Model": "LaBSE-ru-turbo", + "Tatoeba (rus-Cyrl_eng-Latn)": 93.22 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "LaBSE-ru-turbo", + "GeoreviewClassification (rus-Cyrl)": 46.04, + "HeadlineClassification (rus-Cyrl)": 69.98, + "InappropriatenessClassification (rus-Cyrl)": 61.39, + "KinopoiskClassification (rus-Cyrl)": 53.59, + "MassiveIntentClassification (rus-Cyrl)": 66.08, + "MassiveScenarioClassification (rus-Cyrl)": 71.13, + "RuReviewsClassification (rus-Cyrl)": 64.58, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.67, + "RuSciBenchOECDClassification (rus-Cyrl)": 43.58 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "LaBSE-ru-turbo", + "GeoreviewClusteringP2P (rus-Cyrl)": 64.55, + "MLSUMClusteringP2P (rus-Cyrl)": 45.7, + "MLSUMClusteringS2S (rus-Cyrl)": 42.93, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.64, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.48 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "LaBSE-ru-turbo", + "OpusparcusPC (rus-Cyrl)": 89.32, + "TERRa (rus-Cyrl)": 57.81 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "LaBSE-ru-turbo", + "RuBQReranking (rus-Cyrl)": 68.65 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LaBSE", - "AILACasedocs": 17.67, - "AILAStatutes": 16.72, - "ARCChallenge": 3.78, - "AlloprofRetrieval (fra-Latn)": 19.77, - "AlloprofRetrieval": 19.77, - "AlphaNLI": 13.11, - "ArguAna": 34.18, - "ArguAna-PL (pol-Latn)": 38.56, - "ArguAna-PL": 38.52, - "BSARDRetrieval (fra-Latn)": 4.44, - "BSARDRetrieval": 0.0, - "CQADupstackRetrieval": 18.75, - "ClimateFEVER": 3.83, - "CmedqaRetrieval (cmn-Hans)": 5.49, - "CovidRetrieval (cmn-Hans)": 28.6, - "DBPedia": 15.57, - "DBPedia-PL": 16.1, - "DuRetrieval (cmn-Hans)": 26.34, - "EcomRetrieval (cmn-Hans)": 25.42, - "FEVER": 12.18, - "FiQA-PL (pol-Latn)": 7.66, - "FiQA-PL": 7.63, - "FiQA2018": 7.0, - "GerDaLIRSmall (deu-Latn)": 4.59, - "HellaSwag": 5.59, - "HotpotQA": 18.75, - "HotpotQA-PL": 19.72, - "LEMBNarrativeQARetrieval": 11.45, - "LEMBNeedleRetrieval": 17.5, - "LEMBPasskeyRetrieval": 20.25, - "LEMBQMSumRetrieval": 14.07, - "LEMBSummScreenFDRetrieval": 40.52, - "LEMBWikimQARetrieval": 28.1, - "LeCaRDv2 (zho-Hans)": 24.68, - "LegalBenchConsumerContractsQA": 54.66, - "LegalBenchCorporateLobbying": 69.39, - "LegalQuAD (deu-Latn)": 16.64, - "LegalSummarization": 53.89, - "MMarcoRetrieval (cmn-Hans)": 34.78, - "MSMARCO": 7.6, - "MSMARCO-PL": 7.22, - "MedicalRetrieval (cmn-Hans)": 6.68, - "MintakaRetrieval (ara-Arab)": 14.06, - "MintakaRetrieval (deu-Latn)": 15.26, - "MintakaRetrieval (spa-Latn)": 15.65, - "MintakaRetrieval (fra-Latn)": 15.53, - "MintakaRetrieval (hin-Deva)": 13.67, - "MintakaRetrieval (ita-Latn)": 15.94, - "MintakaRetrieval (jpn-Hira)": 12.8, - "MintakaRetrieval (por-Latn)": 15.03, - "MintakaRetrieval (fr)": 15.53, - "NFCorpus": 16.54, - "NFCorpus-PL (pol-Latn)": 17.45, - "NFCorpus-PL": 17.45, - "NQ": 8.42, - "NQ-PL": 9.65, - "PIQA": 6.53, - "Quail": 1.91, - "Quora-PL": 74.96, - "QuoraRetrieval": 77.03, - "RARbCode": 2.31, - "RARbMath": 27.19, - "RiaNewsRetrieval (rus-Cyrl)": 42.75, - "RuBQRetrieval (rus-Cyrl)": 30.02, - "SCIDOCS": 5.63, - "SCIDOCS-PL (pol-Latn)": 7.47, - "SCIDOCS-PL": 7.48, - "SIQA": 1.07, - "SciFact": 38.2, - "SciFact-PL (pol-Latn)": 39.79, - "SciFact-PL": 39.79, - "SpartQA": 1.56, - "SyntecRetrieval (fra-Latn)": 55.31, - "SyntecRetrieval": 55.31, - "T2Retrieval (cmn-Hans)": 25.32, - "TRECCOVID": 16.34, - "TRECCOVID-PL (pol-Latn)": 18.51, - "TRECCOVID-PL": 18.45, - "TempReasonL1": 1.56, - "TempReasonL2Fact": 7.06, - "TempReasonL2Pure": 0.14, - "TempReasonL3Fact": 8.74, - "TempReasonL3Pure": 4.73, - "Touche2020": 4.88, - "VideoRetrieval (cmn-Hans)": 22.04, - "WinoGrande": 54.3, - "XPQARetrieval (ara-Arab_ara-Arab)": 35.19, - "XPQARetrieval (eng-Latn_ara-Arab)": 20.64, - "XPQARetrieval (ara-Arab_eng-Latn)": 32.47, - "XPQARetrieval (deu-Latn_deu-Latn)": 53.56, - "XPQARetrieval (eng-Latn_deu-Latn)": 24.31, - "XPQARetrieval (deu-Latn_eng-Latn)": 54.87, - "XPQARetrieval (spa-Latn_spa-Latn)": 44.49, - "XPQARetrieval (eng-Latn_spa-Latn)": 25.31, - "XPQARetrieval (spa-Latn_eng-Latn)": 43.4, - "XPQARetrieval (fra-Latn_fra-Latn)": 51.74, - "XPQARetrieval (eng-Latn_fra-Latn)": 21.29, - "XPQARetrieval (fra-Latn_eng-Latn)": 49.4, - "XPQARetrieval (hin-Deva_hin-Deva)": 66.64, - "XPQARetrieval (eng-Latn_hin-Deva)": 23.25, - "XPQARetrieval (hin-Deva_eng-Latn)": 64.54, - "XPQARetrieval (ita-Latn_ita-Latn)": 56.27, - "XPQARetrieval (eng-Latn_ita-Latn)": 25.8, - "XPQARetrieval (ita-Latn_eng-Latn)": 52.69, - "XPQARetrieval (jpn-Hira_jpn-Hira)": 58.6, - "XPQARetrieval (eng-Latn_jpn-Hira)": 21.49, - "XPQARetrieval (jpn-Hira_eng-Latn)": 52.41, - "XPQARetrieval (kor-Hang_kor-Hang)": 27.66, - "XPQARetrieval (eng-Latn_kor-Hang)": 23.33, - "XPQARetrieval (kor-Hang_eng-Latn)": 23.96, - "XPQARetrieval (pol-Latn_pol-Latn)": 37.33, - "XPQARetrieval (eng-Latn_pol-Latn)": 16.19, - "XPQARetrieval (pol-Latn_eng-Latn)": 37.7, - "XPQARetrieval (por-Latn_por-Latn)": 38.49, - "XPQARetrieval (eng-Latn_por-Latn)": 19.41, - "XPQARetrieval (por-Latn_eng-Latn)": 37.33, - "XPQARetrieval (tam-Taml_tam-Taml)": 37.32, - "XPQARetrieval (eng-Latn_tam-Taml)": 20.53, - "XPQARetrieval (tam-Taml_eng-Latn)": 30.14, - "XPQARetrieval (cmn-Hans_cmn-Hans)": 50.7, - "XPQARetrieval (eng-Latn_cmn-Hans)": 20.59, - "XPQARetrieval (cmn-Hans_eng-Latn)": 48.23, - "XPQARetrieval (fr)": 51.74 + "Model": "LaBSE-ru-turbo", + "RiaNewsRetrieval (rus-Cyrl)": 69.36, + "RuBQRetrieval (rus-Cyrl)": 65.71 } ] }, "STS": { "spearman": [ { - "Model": "LaBSE", - "AFQMC (cmn-Hans)": 21.02, - "ATEC (cmn-Hans)": 26.61, - "BIOSSES": 78.7, - "BQ (cmn-Hans)": 42.6, - "CDSC-R (pol-Latn)": 85.53, - "CDSC-R": 85.53, - "LCQMC (cmn-Hans)": 52.19, - "PAWSX (cmn-Hans)": 10.23, - "RUParaPhraserSTS (rus-Cyrl)": 65.74, - "RuSTSBenchmarkSTS (rus-Cyrl)": 73.34, - "SICK-R": 69.99, - "SICK-R-PL (pol-Latn)": 65.9, - "SICK-R-PL": 65.9, - "SICKFr (fra-Latn)": 69.94, - "SICKFr": 69.94, - "STS12": 65.08, - "STS13": 67.98, - "STS14": 64.03, - "STS15": 76.59, - "STS16": 72.98, - "STS17 (nld-Latn_eng-Latn)": 75.22, - "STS17 (eng-Latn_tur-Latn)": 72.07, - "STS17 (spa-Latn)": 80.83, - "STS17 (kor-Hang)": 71.32, - "STS17 (eng-Latn_deu-Latn)": 73.85, - "STS17 (ita-Latn_eng-Latn)": 76.99, - "STS17 (eng-Latn_ara-Arab)": 74.51, - "STS17 (ara-Arab)": 69.07, - "STS17 (fra-Latn_eng-Latn)": 76.98, - "STS17 (spa-Latn_eng-Latn)": 65.71, - "STS17 (en-en)": 79.45, - "STS17 (ar-ar)": 69.07, - "STS17 (en-ar)": 74.51, - "STS17 (en-de)": 73.85, - "STS17 (en-tr)": 72.07, - "STS17 (es-en)": 65.71, - "STS17 (es-es)": 80.83, - "STS17 (fr-en)": 76.98, - "STS17 (it-en)": 76.99, - "STS17 (ko-ko)": 71.32, - "STS17 (nl-en)": 75.22, - "STS22 (cmn-Hans)": 63.02, - "STS22 (spa-Latn)": 63.18, - "STS22 (en)": 60.97, - "STS22 (spa-Latn_ita-Latn)": 69.69, - "STS22 (deu-Latn)": 48.58, - "STS22 (fra-Latn)": 77.95, - "STS22 (ara-Arab)": 57.67, - "STS22 (spa-Latn_eng-Latn)": 71.86, - "STS22 (pol-Latn_eng-Latn)": 69.41, - "STS22 (ita-Latn)": 72.22, - "STS22 (pol-Latn)": 39.3, - "STS22 (deu-Latn_fra-Latn)": 53.28, - "STS22 (deu-Latn_pol-Latn)": 58.69, - "STS22 (fra-Latn_pol-Latn)": 61.98, - "STS22 (cmn-Hans_eng-Latn)": 64.02, - "STS22 (tur-Latn)": 58.15, - "STS22 (deu-Latn_eng-Latn)": 50.14, - "STS22 (rus-Cyrl)": 57.49, - "STS22 (ar)": 57.67, - "STS22 (de)": 48.58, - "STS22 (de-en)": 50.14, - "STS22 (de-fr)": 53.28, - "STS22 (de-pl)": 58.69, - "STS22 (es)": 63.18, - "STS22 (es-en)": 71.86, - "STS22 (es-it)": 69.69, - "STS22 (fr)": 77.95, - "STS22 (fr-pl)": 61.98, - "STS22 (it)": 72.22, - "STS22 (pl)": 39.28, - "STS22 (pl-en)": 69.41, - "STS22 (ru)": 57.49, - "STS22 (tr)": 58.15, - "STS22 (zh)": 63.02, - "STS22 (zh-en)": 64.02, - "STSB (cmn-Hans)": 68.38, - "STSBenchmark": 72.25, - "STSBenchmarkMultilingualSTS (en)": 72.25, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 73.06, - "STSBenchmarkMultilingualSTS (fra-Latn)": 75.1, - "STSBenchmarkMultilingualSTS (spa-Latn)": 72.92, - "STSBenchmarkMultilingualSTS (nld-Latn)": 70.22, - "STSBenchmarkMultilingualSTS (cmn-Hans)": 69.5, - "STSBenchmarkMultilingualSTS (ita-Latn)": 72.97, - "STSBenchmarkMultilingualSTS (por-Latn)": 71.65, - "STSBenchmarkMultilingualSTS (deu-Latn)": 72.43, - "STSBenchmarkMultilingualSTS (pol-Latn)": 72.58, - "STSBenchmarkMultilingualSTS (fr)": 75.1 + "Model": "LaBSE-ru-turbo", + "RUParaPhraserSTS (rus-Cyrl)": 72.97, + "RuSTSBenchmarkSTS (rus-Cyrl)": 81.77, + "STS22 (rus-Cyrl)": 62.89, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "LaBSE-ru-turbo" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LaBSE-ru-turbo", + "CEDRClassification (rus-Cyrl)": 45.11, + "SensitiveTopicsClassification (rus-Cyrl)": 27.52 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "LaBSE-ru-turbo" + } + ] + } + }, + "voyage-multilingual-2": { + "BitextMining": { + "f1": [ + { + "Model": "voyage-multilingual-2" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "voyage-multilingual-2", + "AmazonReviewsClassification (fr)": 43.36, + "MTOPDomainClassification (fr)": 90.33, + "MTOPIntentClassification (fr)": 60.52, + "MasakhaNEWSClassification (fra)": 74.81, + "MassiveIntentClassification (fr)": 68.06, + "MassiveScenarioClassification (fr)": 74.29 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "voyage-multilingual-2", + "AlloProfClusteringP2P": 65.37, + "AlloProfClusteringS2S": 47.03, + "HALClusteringS2S": 27.67, + "MLSUMClusteringP2P (fr)": 45.99, + "MLSUMClusteringS2S (fr)": 45.57, + "MasakhaNEWSClusteringP2P (fra)": 44.53, + "MasakhaNEWSClusteringS2S (fra)": 49.8 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "voyage-multilingual-2", + "OpusparcusPC (fr)": 93.68, + "PawsXPairClassification (fr)": 63.64 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "voyage-multilingual-2", + "AlloprofReranking": 74.78, + "SyntecReranking": 90.4 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "voyage-multilingual-2", + "AlloprofRetrieval": 58.27, + "BSARDRetrieval": 5.14, + "LEMBNarrativeQARetrieval": 64.69, + "LEMBNeedleRetrieval": 75.25, + "LEMBPasskeyRetrieval": 97.0, + "LEMBQMSumRetrieval": 51.49, + "LEMBSummScreenFDRetrieval": 99.11, + "LEMBWikimQARetrieval": 87.49, + "MintakaRetrieval (fr)": 49.19, + "SyntecRetrieval": 87.28, + "XPQARetrieval (fr)": 72.92 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "voyage-multilingual-2", + "SICKFr": 74.9, + "STS22 (fr)": 82.76, + "STSBenchmarkMultilingualSTS (fr)": 82.72 } ] }, "Summarization": { "spearman": [ { - "Model": "LaBSE", - "SummEval": 31.05, - "SummEvalFr (fra-Latn)": 30.16, - "SummEvalFr": 30.16 + "Model": "voyage-multilingual-2", + "SummEvalFr": 29.96 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "voyage-multilingual-2" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "LaBSE" + "Model": "voyage-multilingual-2" } ] } }, - "text-embedding-3-small": { + "bge-large-en-v1.5-instruct": { "BitextMining": { "f1": [ { - "Model": "text-embedding-3-small" + "Model": "bge-large-en-v1.5-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "text-embedding-3-small", - "AmazonCounterfactualClassification (en)": 76.42, - "AmazonPolarityClassification": 90.84, - "AmazonReviewsClassification (en)": 45.73, - "Banking77Classification": 83.01, - "EmotionClassification": 50.63, - "ImdbClassification": 83.66, - "MTOPDomainClassification (en)": 93.91, - "MTOPIntentClassification (en)": 70.98, - "MassiveIntentClassification (en)": 72.86, - "MassiveScenarioClassification (en)": 76.84, - "ToxicConversationsClassification": 71.91, - "TweetSentimentExtractionClassification": 61.72 + "Model": "bge-large-en-v1.5-instruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "text-embedding-3-small", - "ArxivClusteringP2P": 46.57, - "ArxivClusteringS2S": 39.35, - "BiorxivClusteringP2P": 37.77, - "BiorxivClusteringS2S": 34.68, - "MedrxivClusteringP2P": 32.77, - "MedrxivClusteringS2S": 31.85, - "RedditClustering": 64.09, - "RedditClusteringP2P": 65.12, - "StackExchangeClustering": 72.05, - "StackExchangeClusteringP2P": 34.04, - "TwentyNewsgroupsClustering": 54.81 + "Model": "bge-large-en-v1.5-instruct" } ] }, "PairClassification": { "ap": [ { - "Model": "text-embedding-3-small", - "OpusparcusPC (fr)": 94.45, - "SprintDuplicateQuestions": 94.58, - "TwitterSemEval2015": 73.33, - "TwitterURLCorpus": 87.21 + "Model": "bge-large-en-v1.5-instruct" } ] }, "Reranking": { "map": [ { - "Model": "text-embedding-3-small", - "AskUbuntuDupQuestions": 62.18, - "MindSmallReranking": 29.93, - "SciDocsRR": 83.25, - "StackOverflowDupQuestions": 51.53 + "Model": "bge-large-en-v1.5-instruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-embedding-3-small", - "ARCChallenge": 14.63, - "AlphaNLI": 30.61, - "ArguAna": 55.49, - "CQADupstackRetrieval": 42.58, - "ClimateFEVER": 26.86, - "DBPedia": 39.97, - "FEVER": 79.42, - "FiQA2018": 44.91, - "HellaSwag": 30.94, - "HotpotQA": 63.63, - "MSMARCO": 37.02, - "NFCorpus": 38.33, - "NQ": 52.86, - "PIQA": 33.69, - "Quail": 6.11, - "QuoraRetrieval": 88.83, - "RARbCode": 72.03, - "RARbMath": 71.07, - "SCIDOCS": 20.8, - "SIQA": 3.03, - "SciFact": 73.37, - "SpartQA": 6.63, - "TRECCOVID": 77.9, - "TempReasonL1": 2.35, - "TempReasonL2Fact": 25.68, - "TempReasonL2Pure": 2.76, - "TempReasonL3Fact": 22.09, - "TempReasonL3Pure": 9.79, - "Touche2020": 24.28, - "WinoGrande": 31.53 + "Model": "bge-large-en-v1.5-instruct", + "ARCChallenge": 8.86, + "AlphaNLI": 0.86, + "HellaSwag": 26.24, + "PIQA": 23.26, + "Quail": 2.72, + "RARbCode": 45.25, + "RARbMath": 49.82, + "SIQA": 0.59, + "SpartQA": 2.34, + "TempReasonL1": 1.17, + "TempReasonL2Fact": 21.19, + "TempReasonL2Pure": 2.1, + "TempReasonL3Fact": 17.59, + "TempReasonL3Pure": 5.99, + "WinoGrande": 10.31 } ] }, "STS": { "spearman": [ { - "Model": "text-embedding-3-small", - "BIOSSES": 88.72, - "SICK-R": 76.73, - "STS12": 73.09, - "STS13": 84.92, - "STS14": 79.81, - "STS15": 88.01, - "STS16": 84.41, - "STS17 (en-en)": 90.94, - "STS22 (en)": 64.96, - "STSBenchmark": 84.24 + "Model": "bge-large-en-v1.5-instruct" } ] }, "Summarization": { "spearman": [ { - "Model": "text-embedding-3-small", - "SummEval": 31.12 + "Model": "bge-large-en-v1.5-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-large-en-v1.5-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text-embedding-3-small" + "Model": "bge-large-en-v1.5-instruct" } ] } }, - "flan-t5-large": { + "rubert-base-cased-sentence": { "BitextMining": { "f1": [ { - "Model": "flan-t5-large" + "Model": "rubert-base-cased-sentence", + "Tatoeba (rus-Cyrl_eng-Latn)": 20.26 } ] }, "Classification": { "accuracy": [ { - "Model": "flan-t5-large" + "Model": "rubert-base-cased-sentence", + "GeoreviewClassification (rus-Cyrl)": 38.05, + "HeadlineClassification (rus-Cyrl)": 67.64, + "InappropriatenessClassification (rus-Cyrl)": 58.27, + "KinopoiskClassification (rus-Cyrl)": 45.86, + "MassiveIntentClassification (rus-Cyrl)": 49.1, + "MassiveScenarioClassification (rus-Cyrl)": 51.91, + "RuReviewsClassification (rus-Cyrl)": 58.34, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.18, + "RuSciBenchOECDClassification (rus-Cyrl)": 40.11 } ] }, "Clustering": { "v_measure": [ { - "Model": "flan-t5-large" + "Model": "rubert-base-cased-sentence", + "GeoreviewClusteringP2P (rus-Cyrl)": 41.82, + "MLSUMClusteringP2P (rus-Cyrl)": 43.71, + "MLSUMClusteringS2S (rus-Cyrl)": 45.94, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 46.29, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.28 } ] }, "PairClassification": { "ap": [ { - "Model": "flan-t5-large" + "Model": "rubert-base-cased-sentence", + "OpusparcusPC (rus-Cyrl)": 81.52, + "TERRa (rus-Cyrl)": 59.12 } ] }, "Reranking": { "map": [ { - "Model": "flan-t5-large" + "Model": "rubert-base-cased-sentence", + "RuBQReranking (rus-Cyrl)": 39.89 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "flan-t5-large" + "Model": "rubert-base-cased-sentence", + "RiaNewsRetrieval (rus-Cyrl)": 6.72, + "RuBQRetrieval (rus-Cyrl)": 12.63 } ] }, "STS": { "spearman": [ { - "Model": "flan-t5-large" + "Model": "rubert-base-cased-sentence", + "RUParaPhraserSTS (rus-Cyrl)": 66.24, + "RuSTSBenchmarkSTS (rus-Cyrl)": 66.03, + "STS22 (rus-Cyrl)": 51.27, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 66.71 } ] }, "Summarization": { "spearman": [ { - "Model": "flan-t5-large" + "Model": "rubert-base-cased-sentence" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "rubert-base-cased-sentence", + "CEDRClassification (rus-Cyrl)": 35.55, + "SensitiveTopicsClassification (rus-Cyrl)": 20.05 } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "flan-t5-large", - "Core17InstructionRetrieval": 1.32, - "News21InstructionRetrieval": 8.95, - "Robust04InstructionRetrieval": 3.9 + "Model": "rubert-base-cased-sentence" } ] } }, - "st-polish-paraphrase-from-distilroberta": { + "voyage-lite-01-instruct": { "BitextMining": { "f1": [ { - "Model": "st-polish-paraphrase-from-distilroberta" + "Model": "voyage-lite-01-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "st-polish-paraphrase-from-distilroberta", - "AllegroReviews": 34.5, - "CBD": 70.27, - "MassiveIntentClassification (pl)": 64.81, - "MassiveScenarioClassification (pl)": 70.01, - "PAC": 64.6, - "PolEmo2.0-IN": 67.06, - "PolEmo2.0-OUT": 38.58 + "Model": "voyage-lite-01-instruct", + "AmazonCounterfactualClassification (en)": 71.43, + "AmazonPolarityClassification": 96.41, + "AmazonReviewsClassification (en)": 57.06, + "Banking77Classification": 81.64, + "EmotionClassification": 48.29, + "ImdbClassification": 95.49, + "MTOPDomainClassification (en)": 96.3, + "MTOPIntentClassification (en)": 67.93, + "MassiveIntentClassification (en)": 71.29, + "MassiveScenarioClassification (en)": 76.74, + "ToxicConversationsClassification": 75.45, + "TweetSentimentExtractionClassification": 59.44 } ] }, "Clustering": { "v_measure": [ { - "Model": "st-polish-paraphrase-from-distilroberta", - "8TagsClustering": 31.68 + "Model": "voyage-lite-01-instruct", + "ArxivClusteringP2P": 47.92, + "ArxivClusteringS2S": 42.42, + "BiorxivClusteringP2P": 38.72, + "BiorxivClusteringS2S": 36.6, + "MedrxivClusteringP2P": 34.04, + "MedrxivClusteringS2S": 32.81, + "RedditClustering": 61.56, + "RedditClusteringP2P": 65.35, + "StackExchangeClustering": 70.16, + "StackExchangeClusteringP2P": 38.23, + "TwentyNewsgroupsClustering": 53.56 } ] }, "PairClassification": { "ap": [ { - "Model": "st-polish-paraphrase-from-distilroberta", - "CDSC-E": 75.99, - "PPC": 93.29, - "PSC": 99.1, - "SICK-E-PL": 79.63 + "Model": "voyage-lite-01-instruct", + "SprintDuplicateQuestions": 96.01, + "TwitterSemEval2015": 76.87, + "TwitterURLCorpus": 86.84 } ] }, "Reranking": { "map": [ { - "Model": "st-polish-paraphrase-from-distilroberta" + "Model": "voyage-lite-01-instruct", + "AskUbuntuDupQuestions": 65.77, + "MindSmallReranking": 31.69, + "SciDocsRR": 87.03, + "StackOverflowDupQuestions": 54.49 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "st-polish-paraphrase-from-distilroberta", - "ArguAna-PL": 49.42, - "DBPedia-PL": 19.82, - "FiQA-PL": 19.58, - "HotpotQA-PL": 23.47, - "MSMARCO-PL": 16.51, - "NFCorpus-PL": 22.49, - "NQ-PL": 19.83, - "Quora-PL": 81.17, - "SCIDOCS-PL": 12.15, - "SciFact-PL": 49.49, - "TRECCOVID-PL": 38.97 + "Model": "voyage-lite-01-instruct", + "ArguAna": 58.73, + "CQADupstackRetrieval": 45.11, + "ClimateFEVER": 37.47, + "DBPedia": 43.42, + "FEVER": 89.71, + "FiQA2018": 44.79, + "HotpotQA": 70.46, + "MSMARCO": 39.66, + "NFCorpus": 43.33, + "NQ": 60.65, + "QuoraRetrieval": 87.83, + "SCIDOCS": 23.19, + "SciFact": 73.64, + "TRECCOVID": 78.92, + "Touche2020": 36.83 } ] }, "STS": { "spearman": [ { - "Model": "st-polish-paraphrase-from-distilroberta", - "CDSC-R": 89.62, - "SICK-R-PL": 76.37, - "STS22 (pl)": 40.36 + "Model": "voyage-lite-01-instruct", + "BIOSSES": 84.85, + "SICK-R": 79.71, + "STS12": 77.09, + "STS13": 88.91, + "STS14": 82.08, + "STS15": 89.21, + "STS16": 84.74, + "STS17 (en-en)": 90.73, + "STS22 (en)": 62.1, + "STSBenchmark": 89.86 } ] }, "Summarization": { "spearman": [ { - "Model": "st-polish-paraphrase-from-distilroberta" + "Model": "voyage-lite-01-instruct", + "SummEval": 30.97 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "voyage-lite-01-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "st-polish-paraphrase-from-distilroberta" + "Model": "voyage-lite-01-instruct" } ] } }, - "LLM2Vec-Sheared-Llama-unsupervised": { + "udever-bloom-560m": { "BitextMining": { "f1": [ { - "Model": "LLM2Vec-Sheared-Llama-unsupervised" + "Model": "udever-bloom-560m" } ] }, "Classification": { "accuracy": [ { - "Model": "LLM2Vec-Sheared-Llama-unsupervised", - "AmazonCounterfactualClassification (en)": 72.93, - "AmazonPolarityClassification": 74.28, - "AmazonReviewsClassification (en)": 36.14, - "Banking77Classification": 79.0, - "EmotionClassification": 42.85, - "ImdbClassification": 71.92, - "MTOPDomainClassification (en)": 91.24, - "MTOPIntentClassification (en)": 74.08, - "MassiveIntentClassification (en)": 69.99, - "MassiveScenarioClassification (en)": 75.15, - "ToxicConversationsClassification": 68.4, - "TweetSentimentExtractionClassification": 56.08 + "Model": "udever-bloom-560m", + "AmazonReviewsClassification (fr)": 26.85, + "MTOPDomainClassification (fr)": 34.99, + "MTOPIntentClassification (fr)": 15.76, + "MasakhaNEWSClassification (fra)": 67.94, + "MassiveIntentClassification (fr)": 15.09, + "MassiveScenarioClassification (fr)": 21.67 } ] }, "Clustering": { "v_measure": [ { - "Model": "LLM2Vec-Sheared-Llama-unsupervised", - "ArxivClusteringP2P": 42.92, - "ArxivClusteringS2S": 35.2, - "BiorxivClusteringP2P": 35.02, - "BiorxivClusteringS2S": 27.21, - "MedrxivClusteringP2P": 30.15, - "MedrxivClusteringS2S": 26.96, - "RedditClustering": 38.67, - "RedditClusteringP2P": 53.42, - "StackExchangeClustering": 59.35, - "StackExchangeClusteringP2P": 31.47, - "TwentyNewsgroupsClustering": 31.54 + "Model": "udever-bloom-560m", + "AlloProfClusteringP2P": 53.57, + "AlloProfClusteringS2S": 22.13, + "HALClusteringS2S": 7.68, + "MLSUMClusteringP2P": 36.43, + "MLSUMClusteringS2S": 25.26, + "MasakhaNEWSClusteringP2P (fra)": 37.57, + "MasakhaNEWSClusteringS2S (fra)": 20.58 } ] }, "PairClassification": { "ap": [ { - "Model": "LLM2Vec-Sheared-Llama-unsupervised", - "SprintDuplicateQuestions": 77.36, - "TwitterSemEval2015": 61.54, - "TwitterURLCorpus": 77.73 + "Model": "udever-bloom-560m", + "OpusparcusPC (fr)": 82.1, + "PawsXPairClassification (fr)": 59.69 } ] }, "Reranking": { "map": [ { - "Model": "LLM2Vec-Sheared-Llama-unsupervised", - "AskUbuntuDupQuestions": 52.7, - "MindSmallReranking": 29.52, - "SciDocsRR": 67.76, - "StackOverflowDupQuestions": 40.82 + "Model": "udever-bloom-560m", + "AlloprofReranking": 28.75, + "SyntecReranking": 50.88 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LLM2Vec-Sheared-Llama-unsupervised", - "ArguAna": 43.64, - "CQADupstackRetrieval": 18.5, - "ClimateFEVER": 18.95, - "DBPedia": 13.21, - "FEVER": 16.96, - "FiQA2018": 16.99, - "HotpotQA": 22.64, - "MSMARCO": 7.03, - "NFCorpus": 15.73, - "NQ": 17.96, - "QuoraRetrieval": 78.23, - "SCIDOCS": 5.53, - "SciFact": 38.31, - "TRECCOVID": 56.04, - "Touche2020": 19.17 + "Model": "udever-bloom-560m", + "AlloprofRetrieval": 1.98, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 0.48, + "SyntecRetrieval": 24.45, + "XPQARetrieval (fr)": 12.98 } ] }, "STS": { "spearman": [ { - "Model": "LLM2Vec-Sheared-Llama-unsupervised", - "BIOSSES": 75.12, - "SICK-R": 69.34, - "STS12": 60.09, - "STS13": 72.52, - "STS14": 66.7, - "STS15": 77.69, - "STS16": 75.94, - "STS17 (en-en)": 81.67, - "STS22 (en)": 63.7, - "STSBenchmark": 73.36 + "Model": "udever-bloom-560m", + "SICKFr": 54.54, + "STS22 (fr)": 61.35, + "STSBenchmarkMultilingualSTS (fr)": 36.78 } ] }, "Summarization": { "spearman": [ { - "Model": "LLM2Vec-Sheared-Llama-unsupervised", - "SummEval": 31.23 + "Model": "udever-bloom-560m", + "SummEvalFr": 23.63 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "udever-bloom-560m" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "LLM2Vec-Sheared-Llama-unsupervised" + "Model": "udever-bloom-560m" } ] } }, - "DanskBERT": { + "text-search-curie-001": { "BitextMining": { "f1": [ { - "Model": "DanskBERT", - "BornholmBitextMining": 6.34 + "Model": "text-search-curie-001" } ] }, "Classification": { "accuracy": [ { - "Model": "DanskBERT", - "AngryTweetsClassification": 54.28, - "DKHateClassification": 59.3, - "DanishPoliticalCommentsClassification": 39.81, - "LccSentimentClassification": 58.0, - "MassiveIntentClassification (da)": 54.68, - "MassiveIntentClassification (nb)": 45.38, - "MassiveIntentClassification (sv)": 40.82, - "MassiveScenarioClassification (da)": 59.56, - "MassiveScenarioClassification (nb)": 47.55, - "MassiveScenarioClassification (sv)": 40.14, - "NoRecClassification": 46.06, - "NordicLangClassification": 74.25, - "NorwegianParliament": 56.79, - "ScalaDaClassification": 66.59, - "ScalaNbClassification": 59.99 + "Model": "text-search-curie-001" } ] }, "Clustering": { "v_measure": [ { - "Model": "DanskBERT" + "Model": "text-search-curie-001" } ] }, "PairClassification": { "ap": [ { - "Model": "DanskBERT" + "Model": "text-search-curie-001" } ] }, "Reranking": { "map": [ { - "Model": "DanskBERT" + "Model": "text-search-curie-001" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "text-search-curie-001", + "ArguAna": 46.98, + "ClimateFEVER": 19.4, + "FEVER": 75.6, + "FiQA2018": 45.21, + "HotpotQA": 64.8, + "NFCorpus": 38.01, + "QuoraRetrieval": 67.7, + "SCIDOCS": 17.74, + "SciFact": 74.35, + "TRECCOVID": 56.14, + "Touche2020": 30.9 } ] }, - "Retrieval": { - "ndcg_at_10": [ + "STS": { + "spearman": [ { - "Model": "DanskBERT" + "Model": "text-search-curie-001" } ] }, - "STS": { + "Summarization": { "spearman": [ { - "Model": "DanskBERT" + "Model": "text-search-curie-001" } ] }, - "Summarization": { - "spearman": [ + "MultilabelClassification": { + "accuracy": [ { - "Model": "DanskBERT" + "Model": "text-search-curie-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "DanskBERT" + "Model": "text-search-curie-001" } ] } }, - "mistral-7b-instruct-v0.2": { + "gtr-t5-xl": { "BitextMining": { "f1": [ { - "Model": "mistral-7b-instruct-v0.2" + "Model": "gtr-t5-xl", + "BUCC (de-en)": 90.99, + "BUCC (fr-en)": 88.55, + "BUCC (ru-en)": 2.07, + "BUCC (zh-en)": 1.49, + "Tatoeba (afr-eng)": 33.47, + "Tatoeba (amh-eng)": 0.01, + "Tatoeba (ang-eng)": 30.74, + "Tatoeba (ara-eng)": 0.47, + "Tatoeba (arq-eng)": 0.34, + "Tatoeba (arz-eng)": 0.14, + "Tatoeba (ast-eng)": 51.74, + "Tatoeba (awa-eng)": 0.49, + "Tatoeba (aze-eng)": 7.43, + "Tatoeba (bel-eng)": 3.45, + "Tatoeba (ben-eng)": 0.06, + "Tatoeba (ber-eng)": 5.79, + "Tatoeba (bos-eng)": 17.43, + "Tatoeba (bre-eng)": 5.69, + "Tatoeba (bul-eng)": 7.55, + "Tatoeba (cat-eng)": 48.06, + "Tatoeba (cbk-eng)": 54.56, + "Tatoeba (ceb-eng)": 8.72, + "Tatoeba (ces-eng)": 8.76, + "Tatoeba (cha-eng)": 27.56, + "Tatoeba (cmn-eng)": 2.26, + "Tatoeba (cor-eng)": 3.69, + "Tatoeba (csb-eng)": 13.18, + "Tatoeba (cym-eng)": 6.97, + "Tatoeba (dan-eng)": 47.36, + "Tatoeba (deu-eng)": 91.54, + "Tatoeba (dsb-eng)": 13.2, + "Tatoeba (dtp-eng)": 4.54, + "Tatoeba (ell-eng)": 0.55, + "Tatoeba (epo-eng)": 27.86, + "Tatoeba (est-eng)": 5.13, + "Tatoeba (eus-eng)": 10.23, + "Tatoeba (fao-eng)": 21.44, + "Tatoeba (fin-eng)": 6.62, + "Tatoeba (fra-eng)": 79.66, + "Tatoeba (fry-eng)": 32.92, + "Tatoeba (gla-eng)": 2.87, + "Tatoeba (gle-eng)": 3.26, + "Tatoeba (glg-eng)": 63.81, + "Tatoeba (gsw-eng)": 29.71, + "Tatoeba (heb-eng)": 0.33, + "Tatoeba (hin-eng)": 0.25, + "Tatoeba (hrv-eng)": 17.16, + "Tatoeba (hsb-eng)": 12.02, + "Tatoeba (hun-eng)": 7.21, + "Tatoeba (hye-eng)": 0.78, + "Tatoeba (ido-eng)": 40.83, + "Tatoeba (ile-eng)": 54.95, + "Tatoeba (ina-eng)": 72.28, + "Tatoeba (ind-eng)": 30.95, + "Tatoeba (isl-eng)": 11.29, + "Tatoeba (ita-eng)": 73.83, + "Tatoeba (jav-eng)": 8.66, + "Tatoeba (jpn-eng)": 0.61, + "Tatoeba (kab-eng)": 1.78, + "Tatoeba (kat-eng)": 0.79, + "Tatoeba (kaz-eng)": 0.95, + "Tatoeba (khm-eng)": 0.49, + "Tatoeba (kor-eng)": 1.87, + "Tatoeba (kur-eng)": 10.91, + "Tatoeba (kzj-eng)": 5.72, + "Tatoeba (lat-eng)": 18.24, + "Tatoeba (lfn-eng)": 43.49, + "Tatoeba (lit-eng)": 7.13, + "Tatoeba (lvs-eng)": 7.04, + "Tatoeba (mal-eng)": 0.44, + "Tatoeba (mar-eng)": 0.03, + "Tatoeba (max-eng)": 18.99, + "Tatoeba (mhr-eng)": 1.11, + "Tatoeba (mkd-eng)": 2.49, + "Tatoeba (mon-eng)": 2.01, + "Tatoeba (nds-eng)": 39.96, + "Tatoeba (nld-eng)": 58.86, + "Tatoeba (nno-eng)": 29.07, + "Tatoeba (nob-eng)": 40.25, + "Tatoeba (nov-eng)": 50.19, + "Tatoeba (oci-eng)": 30.72, + "Tatoeba (orv-eng)": 0.85, + "Tatoeba (pam-eng)": 7.21, + "Tatoeba (pes-eng)": 0.53, + "Tatoeba (pms-eng)": 31.07, + "Tatoeba (pol-eng)": 18.06, + "Tatoeba (por-eng)": 81.92, + "Tatoeba (ron-eng)": 62.6, + "Tatoeba (rus-eng)": 22.24, + "Tatoeba (slk-eng)": 10.59, + "Tatoeba (slv-eng)": 11.4, + "Tatoeba (spa-eng)": 85.78, + "Tatoeba (sqi-eng)": 14.92, + "Tatoeba (srp-eng)": 9.87, + "Tatoeba (swe-eng)": 55.08, + "Tatoeba (swg-eng)": 32.66, + "Tatoeba (swh-eng)": 7.64, + "Tatoeba (tam-eng)": 0.49, + "Tatoeba (tat-eng)": 1.28, + "Tatoeba (tel-eng)": 0.45, + "Tatoeba (tgl-eng)": 23.63, + "Tatoeba (tha-eng)": 0.61, + "Tatoeba (tuk-eng)": 5.71, + "Tatoeba (tur-eng)": 8.25, + "Tatoeba (tzl-eng)": 28.4, + "Tatoeba (uig-eng)": 0.57, + "Tatoeba (ukr-eng)": 5.69, + "Tatoeba (urd-eng)": 0.0, + "Tatoeba (uzb-eng)": 4.19, + "Tatoeba (vie-eng)": 9.07, + "Tatoeba (war-eng)": 12.31, + "Tatoeba (wuu-eng)": 1.38, + "Tatoeba (xho-eng)": 7.6, + "Tatoeba (yid-eng)": 0.41, + "Tatoeba (yue-eng)": 1.31, + "Tatoeba (zsm-eng)": 29.74 } ] }, "Classification": { "accuracy": [ { - "Model": "mistral-7b-instruct-v0.2" + "Model": "gtr-t5-xl", + "AmazonCounterfactualClassification (de)": 59.79, + "AmazonCounterfactualClassification (en)": 68.6, + "AmazonCounterfactualClassification (en-ext)": 69.03, + "AmazonCounterfactualClassification (ja)": 50.59, + "AmazonPolarityClassification": 74.58, + "AmazonReviewsClassification (de)": 35.06, + "AmazonReviewsClassification (en)": 38.2, + "AmazonReviewsClassification (es)": 37.18, + "AmazonReviewsClassification (fr)": 35.48, + "AmazonReviewsClassification (ja)": 22.24, + "AmazonReviewsClassification (zh)": 21.89, + "Banking77Classification": 82.22, + "EmotionClassification": 45.54, + "ImdbClassification": 68.15, + "MTOPDomainClassification (de)": 85.42, + "MTOPDomainClassification (en)": 93.6, + "MTOPDomainClassification (es)": 88.2, + "MTOPDomainClassification (fr)": 85.05, + "MTOPDomainClassification (hi)": 21.74, + "MTOPDomainClassification (th)": 15.87, + "MTOPIntentClassification (de)": 55.75, + "MTOPIntentClassification (en)": 65.93, + "MTOPIntentClassification (es)": 57.73, + "MTOPIntentClassification (fr)": 51.07, + "MTOPIntentClassification (hi)": 3.19, + "MTOPIntentClassification (th)": 5.55, + "MassiveIntentClassification (af)": 42.6, + "MassiveIntentClassification (am)": 2.12, + "MassiveIntentClassification (ar)": 4.64, + "MassiveIntentClassification (az)": 35.05, + "MassiveIntentClassification (bn)": 2.84, + "MassiveIntentClassification (cy)": 36.19, + "MassiveIntentClassification (da)": 48.42, + "MassiveIntentClassification (de)": 55.49, + "MassiveIntentClassification (el)": 10.14, + "MassiveIntentClassification (en)": 70.23, + "MassiveIntentClassification (es)": 56.72, + "MassiveIntentClassification (fa)": 3.54, + "MassiveIntentClassification (fi)": 37.13, + "MassiveIntentClassification (fr)": 57.67, + "MassiveIntentClassification (he)": 2.56, + "MassiveIntentClassification (hi)": 3.24, + "MassiveIntentClassification (hu)": 34.22, + "MassiveIntentClassification (hy)": 3.01, + "MassiveIntentClassification (id)": 46.54, + "MassiveIntentClassification (is)": 34.77, + "MassiveIntentClassification (it)": 54.13, + "MassiveIntentClassification (ja)": 4.27, + "MassiveIntentClassification (jv)": 36.97, + "MassiveIntentClassification (ka)": 2.72, + "MassiveIntentClassification (km)": 5.35, + "MassiveIntentClassification (kn)": 3.17, + "MassiveIntentClassification (ko)": 2.64, + "MassiveIntentClassification (lv)": 36.32, + "MassiveIntentClassification (ml)": 3.18, + "MassiveIntentClassification (mn)": 22.85, + "MassiveIntentClassification (ms)": 42.87, + "MassiveIntentClassification (my)": 4.04, + "MassiveIntentClassification (nb)": 45.87, + "MassiveIntentClassification (nl)": 49.53, + "MassiveIntentClassification (pl)": 42.64, + "MassiveIntentClassification (pt)": 57.03, + "MassiveIntentClassification (ro)": 49.95, + "MassiveIntentClassification (ru)": 36.58, + "MassiveIntentClassification (sl)": 39.44, + "MassiveIntentClassification (sq)": 41.78, + "MassiveIntentClassification (sv)": 47.95, + "MassiveIntentClassification (sw)": 35.85, + "MassiveIntentClassification (ta)": 2.32, + "MassiveIntentClassification (te)": 2.2, + "MassiveIntentClassification (th)": 3.74, + "MassiveIntentClassification (tl)": 43.12, + "MassiveIntentClassification (tr)": 35.24, + "MassiveIntentClassification (ur)": 3.0, + "MassiveIntentClassification (vi)": 30.01, + "MassiveIntentClassification (zh-CN)": 1.72, + "MassiveIntentClassification (zh-TW)": 3.35, + "MassiveScenarioClassification (af)": 52.54, + "MassiveScenarioClassification (am)": 6.3, + "MassiveScenarioClassification (ar)": 11.96, + "MassiveScenarioClassification (az)": 40.17, + "MassiveScenarioClassification (bn)": 8.29, + "MassiveScenarioClassification (cy)": 42.24, + "MassiveScenarioClassification (da)": 57.28, + "MassiveScenarioClassification (de)": 68.09, + "MassiveScenarioClassification (el)": 16.66, + "MassiveScenarioClassification (en)": 75.94, + "MassiveScenarioClassification (es)": 64.32, + "MassiveScenarioClassification (fa)": 6.9, + "MassiveScenarioClassification (fi)": 43.96, + "MassiveScenarioClassification (fr)": 66.72, + "MassiveScenarioClassification (he)": 7.51, + "MassiveScenarioClassification (hi)": 7.82, + "MassiveScenarioClassification (hu)": 42.16, + "MassiveScenarioClassification (hy)": 9.33, + "MassiveScenarioClassification (id)": 53.54, + "MassiveScenarioClassification (is)": 42.84, + "MassiveScenarioClassification (it)": 62.44, + "MassiveScenarioClassification (ja)": 7.29, + "MassiveScenarioClassification (jv)": 43.13, + "MassiveScenarioClassification (ka)": 7.63, + "MassiveScenarioClassification (km)": 9.08, + "MassiveScenarioClassification (kn)": 8.1, + "MassiveScenarioClassification (ko)": 6.35, + "MassiveScenarioClassification (lv)": 40.24, + "MassiveScenarioClassification (ml)": 7.65, + "MassiveScenarioClassification (mn)": 27.98, + "MassiveScenarioClassification (ms)": 52.41, + "MassiveScenarioClassification (my)": 9.21, + "MassiveScenarioClassification (nb)": 54.44, + "MassiveScenarioClassification (nl)": 60.35, + "MassiveScenarioClassification (pl)": 49.97, + "MassiveScenarioClassification (pt)": 62.78, + "MassiveScenarioClassification (ro)": 59.62, + "MassiveScenarioClassification (ru)": 43.44, + "MassiveScenarioClassification (sl)": 44.79, + "MassiveScenarioClassification (sq)": 50.84, + "MassiveScenarioClassification (sv)": 58.21, + "MassiveScenarioClassification (sw)": 44.63, + "MassiveScenarioClassification (ta)": 7.95, + "MassiveScenarioClassification (te)": 7.5, + "MassiveScenarioClassification (th)": 8.79, + "MassiveScenarioClassification (tl)": 53.54, + "MassiveScenarioClassification (tr)": 42.47, + "MassiveScenarioClassification (ur)": 9.58, + "MassiveScenarioClassification (vi)": 34.68, + "MassiveScenarioClassification (zh-CN)": 5.21, + "MassiveScenarioClassification (zh-TW)": 8.77, + "ToxicConversationsClassification": 67.56, + "TweetSentimentExtractionClassification": 54.77 } ] }, "Clustering": { "v_measure": [ { - "Model": "mistral-7b-instruct-v0.2" + "Model": "gtr-t5-xl", + "ArxivClusteringP2P": 37.9, + "ArxivClusteringS2S": 30.45, + "BiorxivClusteringP2P": 30.52, + "BiorxivClusteringS2S": 26.06, + "MedrxivClusteringP2P": 28.69, + "MedrxivClusteringS2S": 26.69, + "RedditClustering": 61.34, + "RedditClusteringP2P": 61.11, + "StackExchangeClustering": 69.95, + "StackExchangeClusteringP2P": 32.73, + "TwentyNewsgroupsClustering": 51.15 } ] }, "PairClassification": { "ap": [ { - "Model": "mistral-7b-instruct-v0.2" + "Model": "gtr-t5-xl", + "SprintDuplicateQuestions": 95.45, + "TwitterSemEval2015": 77.81, + "TwitterURLCorpus": 85.14 } ] }, "Reranking": { "map": [ { - "Model": "mistral-7b-instruct-v0.2" + "Model": "gtr-t5-xl", + "AskUbuntuDupQuestions": 63.08, + "MindSmallReranking": 31.5, + "SciDocsRR": 76.49, + "StackOverflowDupQuestions": 52.79 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "mistral-7b-instruct-v0.2" + "Model": "gtr-t5-xl", + "ArguAna": 52.81, + "CQADupstackRetrieval": 37.35, + "ClimateFEVER": 27.01, + "DBPedia": 39.74, + "FEVER": 72.18, + "FiQA2018": 44.19, + "HotpotQA": 58.91, + "MSMARCO": 43.52, + "NFCorpus": 33.34, + "NQ": 56.16, + "QuoraRetrieval": 88.91, + "SCIDOCS": 15.71, + "SciFact": 64.2, + "TRECCOVID": 60.09, + "Touche2020": 25.26 } ] }, "STS": { "spearman": [ { - "Model": "mistral-7b-instruct-v0.2" + "Model": "gtr-t5-xl", + "BIOSSES": 78.94, + "SICK-R": 73.63, + "STS12": 69.11, + "STS13": 81.82, + "STS14": 77.07, + "STS15": 86.01, + "STS16": 82.23, + "STS17 (ar-ar)": 9.06, + "STS17 (en-ar)": -3.22, + "STS17 (en-de)": 70.38, + "STS17 (en-en)": 84.9, + "STS17 (en-tr)": 17.17, + "STS17 (es-en)": 60.24, + "STS17 (es-es)": 81.93, + "STS17 (fr-en)": 62.17, + "STS17 (it-en)": 59.11, + "STS17 (ko-ko)": 8.9, + "STS17 (nl-en)": 56.91, + "STS22 (ar)": 37.66, + "STS22 (de)": 50.58, + "STS22 (de-en)": 53.63, + "STS22 (de-fr)": 55.72, + "STS22 (de-pl)": 27.99, + "STS22 (en)": 66.61, + "STS22 (es)": 59.14, + "STS22 (es-en)": 69.99, + "STS22 (es-it)": 60.94, + "STS22 (fr)": 79.43, + "STS22 (fr-pl)": 61.98, + "STS22 (it)": 67.14, + "STS22 (pl)": 33.74, + "STS22 (pl-en)": 60.18, + "STS22 (ru)": 32.69, + "STS22 (tr)": 55.79, + "STS22 (zh)": 31.16, + "STS22 (zh-en)": 28.85, + "STSBenchmark": 77.65 } ] }, "Summarization": { "spearman": [ { - "Model": "mistral-7b-instruct-v0.2" + "Model": "gtr-t5-xl", + "SummEval": 30.21 } ] }, - "InstructionRetrieval": { - "p-MRR": [ + "MultilabelClassification": { + "accuracy": [ { - "Model": "mistral-7b-instruct-v0.2", - "Core17InstructionRetrieval": 13.03, - "News21InstructionRetrieval": 4.81, - "Robust04InstructionRetrieval": 12.61 + "Model": "gtr-t5-xl" } ] - } - }, - "gtr-t5-large": { - "BitextMining": { - "f1": [ + }, + "InstructionRetrieval": { + "p-MRR": [ { - "Model": "gtr-t5-large" + "Model": "gtr-t5-xl" } ] - }, - "Classification": { - "accuracy": [ - { - "Model": "gtr-t5-large", - "AmazonCounterfactualClassification (de)": 59.38, - "AmazonCounterfactualClassification (en)": 70.03, - "AmazonCounterfactualClassification (en-ext)": 69.86, - "AmazonCounterfactualClassification (ja)": 45.87, - "AmazonPolarityClassification": 73.92, - "AmazonReviewsClassification (de)": 33.06, - "AmazonReviewsClassification (en)": 37.21, - "AmazonReviewsClassification (es)": 34.0, - "AmazonReviewsClassification (fr)": 33.48, - "AmazonReviewsClassification (ja)": 21.78, - "AmazonReviewsClassification (zh)": 21.83, - "Banking77Classification": 81.21, - "EmotionClassification": 46.33, - "ImdbClassification": 70.86, - "MTOPDomainClassification (de)": 81.91, - "MTOPDomainClassification (en)": 94.01, - "MTOPDomainClassification (es)": 84.7, - "MTOPDomainClassification (fr)": 82.48, - "MTOPDomainClassification (hi)": 22.11, - "MTOPDomainClassification (th)": 16.36, - "MTOPIntentClassification (de)": 52.13, - "MTOPIntentClassification (en)": 63.86, - "MTOPIntentClassification (es)": 52.62, - "MTOPIntentClassification (fr)": 46.39, - "MTOPIntentClassification (hi)": 3.9, - "MTOPIntentClassification (th)": 5.38, - "MassiveIntentClassification (af)": 41.02, - "MassiveIntentClassification (am)": 2.34, - "MassiveIntentClassification (ar)": 4.87, - "MassiveIntentClassification (az)": 34.92, - "MassiveIntentClassification (bn)": 2.52, - "MassiveIntentClassification (cy)": 35.87, - "MassiveIntentClassification (da)": 45.3, - "MassiveIntentClassification (de)": 51.48, - "MassiveIntentClassification (el)": 10.0, - "MassiveIntentClassification (en)": 70.06, - "MassiveIntentClassification (es)": 53.3, - "MassiveIntentClassification (fa)": 3.59, - "MassiveIntentClassification (fi)": 37.35, - "MassiveIntentClassification (fr)": 54.83, - "MassiveIntentClassification (he)": 2.52, - "MassiveIntentClassification (hi)": 2.88, - "MassiveIntentClassification (hu)": 33.52, - "MassiveIntentClassification (hy)": 3.13, - "MassiveIntentClassification (id)": 40.11, - "MassiveIntentClassification (is)": 34.77, - "MassiveIntentClassification (it)": 51.21, - "MassiveIntentClassification (ja)": 4.75, - "MassiveIntentClassification (jv)": 35.6, - "MassiveIntentClassification (ka)": 2.71, - "MassiveIntentClassification (km)": 5.48, - "MassiveIntentClassification (kn)": 2.44, - "MassiveIntentClassification (ko)": 2.59, - "MassiveIntentClassification (lv)": 38.15, - "MassiveIntentClassification (ml)": 2.67, - "MassiveIntentClassification (mn)": 18.47, - "MassiveIntentClassification (ms)": 35.58, - "MassiveIntentClassification (my)": 4.35, - "MassiveIntentClassification (nb)": 43.78, - "MassiveIntentClassification (nl)": 45.96, - "MassiveIntentClassification (pl)": 39.08, - "MassiveIntentClassification (pt)": 52.27, - "MassiveIntentClassification (ro)": 46.39, - "MassiveIntentClassification (ru)": 16.82, - "MassiveIntentClassification (sl)": 37.3, - "MassiveIntentClassification (sq)": 41.73, - "MassiveIntentClassification (sv)": 43.51, - "MassiveIntentClassification (sw)": 35.97, - "MassiveIntentClassification (ta)": 1.52, - "MassiveIntentClassification (te)": 2.57, - "MassiveIntentClassification (th)": 3.94, - "MassiveIntentClassification (tl)": 41.03, - "MassiveIntentClassification (tr)": 33.75, - "MassiveIntentClassification (ur)": 2.57, - "MassiveIntentClassification (vi)": 25.23, - "MassiveIntentClassification (zh-CN)": 2.41, - "MassiveIntentClassification (zh-TW)": 4.64, - "MassiveScenarioClassification (af)": 51.48, - "MassiveScenarioClassification (am)": 7.74, - "MassiveScenarioClassification (ar)": 12.03, - "MassiveScenarioClassification (az)": 41.77, - "MassiveScenarioClassification (bn)": 8.07, - "MassiveScenarioClassification (cy)": 43.67, - "MassiveScenarioClassification (da)": 54.88, - "MassiveScenarioClassification (de)": 63.63, - "MassiveScenarioClassification (el)": 16.83, - "MassiveScenarioClassification (en)": 75.49, - "MassiveScenarioClassification (es)": 61.48, - "MassiveScenarioClassification (fa)": 6.48, - "MassiveScenarioClassification (fi)": 43.54, - "MassiveScenarioClassification (fr)": 64.06, - "MassiveScenarioClassification (he)": 8.03, - "MassiveScenarioClassification (hi)": 7.5, - "MassiveScenarioClassification (hu)": 42.59, - "MassiveScenarioClassification (hy)": 9.22, - "MassiveScenarioClassification (id)": 48.67, - "MassiveScenarioClassification (is)": 43.87, - "MassiveScenarioClassification (it)": 59.83, - "MassiveScenarioClassification (ja)": 5.62, - "MassiveScenarioClassification (jv)": 42.18, - "MassiveScenarioClassification (ka)": 7.52, - "MassiveScenarioClassification (km)": 9.55, - "MassiveScenarioClassification (kn)": 8.34, - "MassiveScenarioClassification (ko)": 6.11, - "MassiveScenarioClassification (lv)": 43.35, - "MassiveScenarioClassification (ml)": 7.28, - "MassiveScenarioClassification (mn)": 23.94, - "MassiveScenarioClassification (ms)": 45.18, - "MassiveScenarioClassification (my)": 9.33, - "MassiveScenarioClassification (nb)": 52.71, - "MassiveScenarioClassification (nl)": 57.02, - "MassiveScenarioClassification (pl)": 46.79, - "MassiveScenarioClassification (pt)": 59.45, - "MassiveScenarioClassification (ro)": 56.8, - "MassiveScenarioClassification (ru)": 25.85, - "MassiveScenarioClassification (sl)": 42.51, - "MassiveScenarioClassification (sq)": 50.41, - "MassiveScenarioClassification (sv)": 54.16, - "MassiveScenarioClassification (sw)": 43.02, - "MassiveScenarioClassification (ta)": 7.21, - "MassiveScenarioClassification (te)": 6.9, - "MassiveScenarioClassification (th)": 8.7, - "MassiveScenarioClassification (tl)": 51.76, - "MassiveScenarioClassification (tr)": 42.54, - "MassiveScenarioClassification (ur)": 9.32, - "MassiveScenarioClassification (vi)": 31.51, - "MassiveScenarioClassification (zh-CN)": 3.84, - "MassiveScenarioClassification (zh-TW)": 8.16, - "ToxicConversationsClassification": 68.65, - "TweetSentimentExtractionClassification": 54.09 + } + }, + "st-polish-paraphrase-from-mpnet": { + "BitextMining": { + "f1": [ + { + "Model": "st-polish-paraphrase-from-mpnet" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "st-polish-paraphrase-from-mpnet", + "AllegroReviews": 34.55, + "CBD": 67.48, + "MassiveIntentClassification (pl)": 65.93, + "MassiveScenarioClassification (pl)": 71.85, + "PAC": 63.25, + "PolEmo2.0-IN": 68.37, + "PolEmo2.0-OUT": 30.99 } ] }, "Clustering": { "v_measure": [ { - "Model": "gtr-t5-large", - "ArxivClusteringP2P": 37.5, - "ArxivClusteringS2S": 30.55, - "BiorxivClusteringP2P": 29.59, - "BiorxivClusteringS2S": 25.72, - "MedrxivClusteringP2P": 28.72, - "MedrxivClusteringS2S": 27.39, - "RedditClustering": 61.69, - "RedditClusteringP2P": 61.67, - "StackExchangeClustering": 69.93, - "StackExchangeClusteringP2P": 33.21, - "TwentyNewsgroupsClustering": 51.64 + "Model": "st-polish-paraphrase-from-mpnet", + "8TagsClustering": 33.15 } ] }, "PairClassification": { "ap": [ { - "Model": "gtr-t5-large", - "SprintDuplicateQuestions": 95.05, - "TwitterSemEval2015": 76.03, - "TwitterURLCorpus": 84.89 + "Model": "st-polish-paraphrase-from-mpnet", + "CDSC-E": 75.06, + "PPC": 93.49, + "PSC": 99.05, + "SICK-E-PL": 80.56 } ] }, "Reranking": { "map": [ { - "Model": "gtr-t5-large", - "AskUbuntuDupQuestions": 61.64, - "MindSmallReranking": 31.84, - "SciDocsRR": 76.39, - "StackOverflowDupQuestions": 51.58 + "Model": "st-polish-paraphrase-from-mpnet" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "gtr-t5-large", - "ArguAna": 52.09, - "CQADupstackRetrieval": 36.62, - "ClimateFEVER": 26.9, - "DBPedia": 39.55, - "FEVER": 72.66, - "FiQA2018": 42.79, - "HotpotQA": 57.85, - "MSMARCO": 42.73, - "NFCorpus": 32.63, - "NQ": 55.09, - "QuoraRetrieval": 88.47, - "SCIDOCS": 15.51, - "SciFact": 63.42, - "TRECCOVID": 56.68, - "Touche2020": 28.29 + "Model": "st-polish-paraphrase-from-mpnet", + "ArguAna-PL": 51.87, + "DBPedia-PL": 24.59, + "FiQA-PL": 22.27, + "HotpotQA-PL": 32.11, + "MSMARCO-PL": 17.91, + "NFCorpus-PL": 24.05, + "NQ-PL": 23.54, + "Quora-PL": 81.49, + "SCIDOCS-PL": 13.23, + "SciFact-PL": 52.51, + "TRECCOVID-PL": 35.23 } ] }, "STS": { "spearman": [ { - "Model": "gtr-t5-large", - "BIOSSES": 84.86, - "SICK-R": 73.39, - "STS12": 70.33, - "STS13": 82.19, - "STS14": 77.16, - "STS15": 86.31, - "STS16": 81.85, - "STS17 (ar-ar)": 10.19, - "STS17 (en-ar)": -5.77, - "STS17 (en-de)": 67.43, - "STS17 (en-en)": 83.93, - "STS17 (en-tr)": 8.75, - "STS17 (es-en)": 54.96, - "STS17 (es-es)": 82.74, - "STS17 (fr-en)": 60.5, - "STS17 (it-en)": 46.26, - "STS17 (ko-ko)": 8.96, - "STS17 (nl-en)": 47.48, - "STS22 (ar)": 34.97, - "STS22 (de)": 51.7, - "STS22 (de-en)": 48.76, - "STS22 (de-fr)": 57.5, - "STS22 (de-pl)": 32.76, - "STS22 (en)": 64.3, - "STS22 (es)": 57.49, - "STS22 (es-en)": 67.76, - "STS22 (es-it)": 57.18, - "STS22 (fr)": 78.7, - "STS22 (fr-pl)": 61.98, - "STS22 (it)": 67.67, - "STS22 (pl)": 30.68, - "STS22 (pl-en)": 54.17, - "STS22 (ru)": 15.36, - "STS22 (tr)": 58.12, - "STS22 (zh)": 27.32, - "STS22 (zh-en)": 29.42, - "STSBenchmark": 77.6 + "Model": "st-polish-paraphrase-from-mpnet", + "CDSC-R": 88.55, + "SICK-R-PL": 76.18, + "STS22 (pl)": 37.34 } ] }, "Summarization": { "spearman": [ { - "Model": "gtr-t5-large", - "SummEval": 29.5 + "Model": "st-polish-paraphrase-from-mpnet" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "st-polish-paraphrase-from-mpnet" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "gtr-t5-large" + "Model": "st-polish-paraphrase-from-mpnet" } ] } }, - "monobert-large-msmarco": { + "xlm-roberta-large": { "BitextMining": { "f1": [ { - "Model": "monobert-large-msmarco" + "Model": "xlm-roberta-large" } ] }, "Classification": { "accuracy": [ { - "Model": "monobert-large-msmarco" + "Model": "xlm-roberta-large", + "AmazonReviewsClassification (fr)": 26.62, + "MTOPDomainClassification (fr)": 36.77, + "MTOPIntentClassification (fr)": 15.37, + "MasakhaNEWSClassification (fra)": 65.76, + "MassiveIntentClassification (fr)": 15.82, + "MassiveScenarioClassification (fr)": 23.92 } ] }, "Clustering": { "v_measure": [ { - "Model": "monobert-large-msmarco" + "Model": "xlm-roberta-large", + "AlloProfClusteringP2P": 56.54, + "AlloProfClusteringS2S": 21.18, + "BlurbsClusteringP2P": 29.84, + "BlurbsClusteringS2S": 7.29, + "HALClusteringS2S": 5.94, + "MLSUMClusteringP2P": 42.67, + "MLSUMClusteringS2S": 18.5, + "MasakhaNEWSClusteringP2P (fra)": 34.02, + "MasakhaNEWSClusteringS2S (fra)": 21.52, + "TenKGnadClusteringP2P": 32.46, + "TenKGnadClusteringS2S": 6.16 } ] }, "PairClassification": { "ap": [ { - "Model": "monobert-large-msmarco" + "Model": "xlm-roberta-large", + "OpusparcusPC (fr)": 83.73, + "PawsXPairClassification (fr)": 53.38 } ] }, "Reranking": { "map": [ { - "Model": "monobert-large-msmarco" + "Model": "xlm-roberta-large", + "AlloprofReranking": 28.62, + "SyntecReranking": 49.4 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "monobert-large-msmarco" + "Model": "xlm-roberta-large", + "AlloprofRetrieval": 0.52, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 0.9, + "SyntecRetrieval": 6.6, + "XPQARetrieval (fr)": 12.7 } ] }, "STS": { "spearman": [ { - "Model": "monobert-large-msmarco" + "Model": "xlm-roberta-large", + "SICKFr": 50.01, + "STS22 (fr)": 55.49, + "STSBenchmarkMultilingualSTS (fr)": 42.32 } ] }, "Summarization": { "spearman": [ { - "Model": "monobert-large-msmarco" + "Model": "xlm-roberta-large", + "SummEvalFr": 28.89 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "xlm-roberta-large" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "monobert-large-msmarco", - "Core17InstructionRetrieval": -0.24, - "News21InstructionRetrieval": -0.8, - "Robust04InstructionRetrieval": -9.36 + "Model": "xlm-roberta-large" } ] } }, - "text-search-curie-001": { + "bge-base-zh-v1.5": { "BitextMining": { "f1": [ { - "Model": "text-search-curie-001" + "Model": "bge-base-zh-v1.5" } ] }, "Classification": { "accuracy": [ { - "Model": "text-search-curie-001" + "Model": "bge-base-zh-v1.5", + "AmazonReviewsClassification (zh)": 40.15, + "IFlyTek": 48.62, + "JDReview": 83.62, + "MassiveIntentClassification (zh-CN)": 67.93, + "MassiveScenarioClassification (zh-CN)": 73.98, + "MultilingualSentiment": 70.67, + "OnlineShopping": 91.26, + "TNews": 51.08, + "Waimai": 85.36 } ] }, "Clustering": { "v_measure": [ { - "Model": "text-search-curie-001" + "Model": "bge-base-zh-v1.5", + "CLSClusteringP2P": 39.91, + "CLSClusteringS2S": 37.63, + "ThuNewsClusteringP2P": 58.45, + "ThuNewsClusteringS2S": 54.12 } ] }, "PairClassification": { "ap": [ { - "Model": "text-search-curie-001" + "Model": "bge-base-zh-v1.5", + "Cmnli": 84.1, + "Ocnli": 75.41 } ] }, "Reranking": { "map": [ { - "Model": "text-search-curie-001" + "Model": "bge-base-zh-v1.5", + "CMedQAv1": 80.47, + "CMedQAv2": 84.88, + "MMarcoReranking": 29.74, + "T2Reranking": 66.49 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-search-curie-001", - "ArguAna": 46.98, - "ClimateFEVER": 19.4, - "FEVER": 75.6, - "FiQA2018": 45.21, - "HotpotQA": 64.8, - "NFCorpus": 38.01, - "QuoraRetrieval": 67.7, - "SCIDOCS": 17.74, - "SciFact": 74.35, - "TRECCOVID": 56.14, - "Touche2020": 30.9 + "Model": "bge-base-zh-v1.5", + "CmedqaRetrieval": 41.61, + "CovidRetrieval": 74.7, + "DuRetrieval": 85.07, + "EcomRetrieval": 64.25, + "MMarcoRetrieval": 77.69, + "MedicalRetrieval": 56.51, + "T2Retrieval": 83.71, + "VideoRetrieval": 72.35 } ] }, "STS": { "spearman": [ { - "Model": "text-search-curie-001" + "Model": "bge-base-zh-v1.5", + "AFQMC": 42.4, + "ATEC": 48.17, + "BQ": 61.78, + "LCQMC": 74.45, + "PAWSX": 20.4, + "QBQTC": 36.22, + "STS22 (zh)": 68.01, + "STSB": 78.31 } ] }, "Summarization": { "spearman": [ { - "Model": "text-search-curie-001" + "Model": "bge-base-zh-v1.5" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-base-zh-v1.5" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text-search-curie-001" + "Model": "bge-base-zh-v1.5" } ] } }, - "flaubert_large_cased": { + "dragon-plus-instruct": { "BitextMining": { "f1": [ { - "Model": "flaubert_large_cased" + "Model": "dragon-plus-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "flaubert_large_cased", - "AmazonReviewsClassification (fr)": 22.45, - "MTOPDomainClassification (fr)": 24.27, - "MTOPIntentClassification (fr)": 9.79, - "MasakhaNEWSClassification (fra)": 55.64, - "MassiveIntentClassification (fr)": 16.41, - "MassiveScenarioClassification (fr)": 22.72 + "Model": "dragon-plus-instruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "flaubert_large_cased", - "AlloProfClusteringP2P": 40.85, - "AlloProfClusteringS2S": 21.76, - "HALClusteringS2S": 5.26, - "MLSUMClusteringP2P": 38.09, - "MLSUMClusteringS2S": 18.71, - "MasakhaNEWSClusteringP2P (fra)": 26.43, - "MasakhaNEWSClusteringS2S (fra)": 24.68 + "Model": "dragon-plus-instruct" } ] }, "PairClassification": { "ap": [ { - "Model": "flaubert_large_cased", - "OpusparcusPC (fr)": 74.78, - "PawsXPairClassification (fr)": 54.14 + "Model": "dragon-plus-instruct" } ] }, "Reranking": { "map": [ { - "Model": "flaubert_large_cased", - "AlloprofReranking": 26.29, - "SyntecReranking": 42.8 + "Model": "dragon-plus-instruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "flaubert_large_cased", - "AlloprofRetrieval": 0.58, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 0.26, - "SyntecRetrieval": 1.58, - "XPQARetrieval (fr)": 3.69 + "Model": "dragon-plus-instruct", + "ARCChallenge": 8.24, + "AlphaNLI": 25.18, + "HellaSwag": 24.06, + "PIQA": 26.35, + "Quail": 4.2, + "RARbCode": 12.84, + "RARbMath": 36.15, + "SIQA": 1.75, + "SpartQA": 10.82, + "TempReasonL1": 1.54, + "TempReasonL2Fact": 16.11, + "TempReasonL2Pure": 0.57, + "TempReasonL3Fact": 14.81, + "TempReasonL3Pure": 7.46, + "WinoGrande": 60.84 } ] }, "STS": { "spearman": [ { - "Model": "flaubert_large_cased", - "SICKFr": 34.6, - "STS22 (fr)": 48.52, - "STSBenchmarkMultilingualSTS (fr)": 15.66 + "Model": "dragon-plus-instruct" } ] }, "Summarization": { "spearman": [ { - "Model": "flaubert_large_cased", - "SummEvalFr": 29.25 + "Model": "dragon-plus-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "dragon-plus-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "flaubert_large_cased" + "Model": "dragon-plus-instruct" } ] } }, - "OpenSearch-text-hybrid": { + "LLM2Vec-Mistral-supervised": { "BitextMining": { "f1": [ { - "Model": "OpenSearch-text-hybrid" + "Model": "LLM2Vec-Mistral-supervised" } ] }, "Classification": { "accuracy": [ { - "Model": "OpenSearch-text-hybrid", - "AmazonReviewsClassification (zh)": 46.18, - "IFlyTek": 51.8, - "JDReview": 86.02, - "MassiveIntentClassification (zh-CN)": 73.85, - "MassiveScenarioClassification (zh-CN)": 77.13, - "MultilingualSentiment": 76.35, - "OnlineShopping": 93.2, - "TNews": 53.06, - "Waimai": 88.1 + "Model": "LLM2Vec-Mistral-supervised", + "AmazonCounterfactualClassification (en)": 77.58, + "AmazonPolarityClassification": 91.12, + "AmazonReviewsClassification (en)": 49.97, + "Banking77Classification": 88.31, + "EmotionClassification": 52.04, + "ImdbClassification": 87.42, + "MTOPDomainClassification (en)": 96.04, + "MTOPIntentClassification (en)": 84.77, + "MassiveIntentClassification (en)": 79.29, + "MassiveScenarioClassification (en)": 81.64, + "ToxicConversationsClassification": 69.26, + "TweetSentimentExtractionClassification": 62.14 } ] }, "Clustering": { "v_measure": [ { - "Model": "OpenSearch-text-hybrid", - "CLSClusteringP2P": 41.64, - "CLSClusteringS2S": 40.33, - "ThuNewsClusteringP2P": 69.28, - "ThuNewsClusteringS2S": 63.75 + "Model": "LLM2Vec-Mistral-supervised", + "ArxivClusteringP2P": 42.81, + "ArxivClusteringS2S": 44.24, + "BiorxivClusteringP2P": 34.27, + "BiorxivClusteringS2S": 35.53, + "MedrxivClusteringP2P": 31.07, + "MedrxivClusteringS2S": 31.27, + "RedditClustering": 60.24, + "RedditClusteringP2P": 64.12, + "StackExchangeClustering": 70.73, + "StackExchangeClusteringP2P": 34.5, + "TwentyNewsgroupsClustering": 52.18 } ] }, "PairClassification": { "ap": [ { - "Model": "OpenSearch-text-hybrid", - "Cmnli": 90.77, - "Ocnli": 85.44 + "Model": "LLM2Vec-Mistral-supervised", + "SprintDuplicateQuestions": 96.82, + "TwitterSemEval2015": 80.6, + "TwitterURLCorpus": 86.56 } ] }, "Reranking": { "map": [ { - "Model": "OpenSearch-text-hybrid", - "CMedQAv1": 88.99, - "CMedQAv2": 89.6, - "MMarcoReranking": 28.12, - "T2Reranking": 66.38 + "Model": "LLM2Vec-Mistral-supervised", + "AskUbuntuDupQuestions": 63.98, + "MindSmallReranking": 31.5, + "SciDocsRR": 83.8, + "StackOverflowDupQuestions": 54.41 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "OpenSearch-text-hybrid", - "CmedqaRetrieval": 46.56, - "CovidRetrieval": 84.03, - "DuRetrieval": 87.85, - "EcomRetrieval": 68.79, - "MMarcoRetrieval": 79.93, - "MedicalRetrieval": 65.92, - "T2Retrieval": 86.76, - "VideoRetrieval": 75.43 + "Model": "LLM2Vec-Mistral-supervised", + "ArguAna": 57.48, + "CQADupstackRetrieval": 48.84, + "ClimateFEVER": 35.19, + "DBPedia": 49.58, + "FEVER": 89.4, + "FiQA2018": 53.11, + "HotpotQA": 74.07, + "MSMARCO": 42.17, + "NFCorpus": 39.33, + "NQ": 61.7, + "QuoraRetrieval": 87.75, + "SCIDOCS": 22.5, + "SciFact": 78.86, + "TRECCOVID": 77.69, + "Touche2020": 22.18 } ] }, "STS": { "spearman": [ { - "Model": "OpenSearch-text-hybrid", - "AFQMC": 59.11, - "ATEC": 58.19, - "BQ": 71.07, - "LCQMC": 78.27, - "PAWSX": 44.98, - "QBQTC": 38.69, - "STS22 (zh)": 66.53, - "STSB": 82.8 + "Model": "LLM2Vec-Mistral-supervised", + "BIOSSES": 85.24, + "SICK-R": 83.7, + "STS12": 78.8, + "STS13": 86.37, + "STS14": 84.04, + "STS15": 88.99, + "STS16": 87.22, + "STS17 (en-en)": 90.19, + "STS22 (en)": 67.68, + "STSBenchmark": 88.65 } ] }, "Summarization": { "spearman": [ { - "Model": "OpenSearch-text-hybrid" + "Model": "LLM2Vec-Mistral-supervised", + "SummEval": 29.96 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LLM2Vec-Mistral-supervised" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "OpenSearch-text-hybrid" + "Model": "LLM2Vec-Mistral-supervised" } ] } }, - "nomic-embed-text-v1.5-64": { + "msmarco-bert-co-condensor": { "BitextMining": { "f1": [ { - "Model": "nomic-embed-text-v1.5-64" + "Model": "msmarco-bert-co-condensor" } ] }, "Classification": { "accuracy": [ { - "Model": "nomic-embed-text-v1.5-64", - "AmazonCounterfactualClassification (en)": 66.85, - "AmazonPolarityClassification": 85.92, - "AmazonReviewsClassification (en)": 41.02, - "Banking77Classification": 80.63, - "EmotionClassification": 40.55, - "ImdbClassification": 76.6, - "MTOPDomainClassification (en)": 86.31, - "MTOPIntentClassification (en)": 62.77, - "MassiveIntentClassification (en)": 64.95, - "MassiveScenarioClassification (en)": 70.38, - "ToxicConversationsClassification": 66.53, - "TweetSentimentExtractionClassification": 55.23 + "Model": "msmarco-bert-co-condensor", + "AmazonCounterfactualClassification (en)": 64.06, + "AmazonPolarityClassification": 66.88, + "AmazonReviewsClassification (en)": 34.85, + "Banking77Classification": 82.35, + "EmotionClassification": 41.91, + "ImdbClassification": 60.17, + "MTOPDomainClassification (en)": 91.34, + "MTOPIntentClassification (en)": 71.07, + "MassiveIntentClassification (en)": 70.4, + "MassiveScenarioClassification (en)": 73.73, + "ToxicConversationsClassification": 64.01, + "TweetSentimentExtractionClassification": 55.74 } ] }, "Clustering": { "v_measure": [ { - "Model": "nomic-embed-text-v1.5-64", - "ArxivClusteringP2P": 41.8, - "ArxivClusteringS2S": 32.41, - "BiorxivClusteringP2P": 34.81, - "BiorxivClusteringS2S": 28.59, - "MedrxivClusteringP2P": 32.73, - "MedrxivClusteringS2S": 29.91, - "RedditClustering": 50.31, - "RedditClusteringP2P": 56.57, - "StackExchangeClustering": 57.99, - "StackExchangeClusteringP2P": 33.64, - "TwentyNewsgroupsClustering": 44.61 + "Model": "msmarco-bert-co-condensor", + "ArxivClusteringP2P": 36.94, + "ArxivClusteringS2S": 29.03, + "BiorxivClusteringP2P": 32.35, + "BiorxivClusteringS2S": 28.16, + "MedrxivClusteringP2P": 30.23, + "MedrxivClusteringS2S": 27.01, + "RedditClustering": 48.04, + "RedditClusteringP2P": 53.53, + "StackExchangeClustering": 59.54, + "StackExchangeClusteringP2P": 30.48, + "TwentyNewsgroupsClustering": 38.68 } ] }, "PairClassification": { "ap": [ { - "Model": "nomic-embed-text-v1.5-64", - "SprintDuplicateQuestions": 90.06, - "TwitterSemEval2015": 71.68, - "TwitterURLCorpus": 85.03 + "Model": "msmarco-bert-co-condensor", + "SprintDuplicateQuestions": 96.09, + "TwitterSemEval2015": 65.95, + "TwitterURLCorpus": 83.17 } ] }, "Reranking": { "map": [ { - "Model": "nomic-embed-text-v1.5-64", - "AskUbuntuDupQuestions": 60.79, - "MindSmallReranking": 29.7, - "SciDocsRR": 75.79, - "StackOverflowDupQuestions": 47.42 + "Model": "msmarco-bert-co-condensor", + "AskUbuntuDupQuestions": 58.99, + "MindSmallReranking": 27.13, + "SciDocsRR": 72.78, + "StackOverflowDupQuestions": 48.48 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "nomic-embed-text-v1.5-64", - "ArguAna": 37.16, - "CQADupstackRetrieval": 28.72, - "ClimateFEVER": 31.48, - "DBPedia": 28.19, - "FEVER": 70.24, - "FiQA2018": 25.78, - "HotpotQA": 43.07, - "MSMARCO": 35.95, - "NFCorpus": 26.03, - "NQ": 45.54, - "QuoraRetrieval": 85.83, - "SCIDOCS": 12.09, - "SciFact": 52.71, - "TRECCOVID": 67.83, - "Touche2020": 23.13 + "Model": "msmarco-bert-co-condensor", + "ArguAna": 45.15, + "CQADupstackRetrieval": 27.72, + "ClimateFEVER": 16.96, + "DBPedia": 27.86, + "FEVER": 45.68, + "FiQA2018": 15.62, + "HotpotQA": 35.61, + "MSMARCO": 29.57, + "NFCorpus": 22.29, + "NQ": 29.85, + "QuoraRetrieval": 86.51, + "SCIDOCS": 10.13, + "SciFact": 52.31, + "TRECCOVID": 40.54, + "Touche2020": 8.57 } ] }, "STS": { "spearman": [ { - "Model": "nomic-embed-text-v1.5-64", - "BIOSSES": 77.18, - "SICK-R": 78.76, - "STS12": 77.3, - "STS13": 84.18, - "STS14": 79.37, - "STS15": 84.69, - "STS16": 83.36, - "STS17 (en-en)": 85.73, - "STS22 (en)": 63.83, - "STSBenchmark": 83.46 + "Model": "msmarco-bert-co-condensor", + "BIOSSES": 77.32, + "SICK-R": 72.0, + "STS12": 68.19, + "STS13": 80.4, + "STS14": 74.02, + "STS15": 82.57, + "STS16": 79.78, + "STS17 (en-en)": 85.94, + "STS22 (en)": 67.54, + "STSBenchmark": 76.97 } ] }, "Summarization": { "spearman": [ { - "Model": "nomic-embed-text-v1.5-64", - "SummEval": 28.41 + "Model": "msmarco-bert-co-condensor", + "SummEval": 29.5 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "msmarco-bert-co-condensor" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "nomic-embed-text-v1.5-64" + "Model": "msmarco-bert-co-condensor" } ] } }, - "sentence-camembert-large": { + "luotuo-bert-medium": { "BitextMining": { "f1": [ { - "Model": "sentence-camembert-large" + "Model": "luotuo-bert-medium" } ] }, "Classification": { "accuracy": [ { - "Model": "sentence-camembert-large", - "AmazonReviewsClassification (fr)": 37.97, - "MTOPDomainClassification (fr)": 85.74, - "MTOPIntentClassification (fr)": 58.62, - "MasakhaNEWSClassification (fra)": 80.62, - "MassiveIntentClassification (fr)": 62.65, - "MassiveScenarioClassification (fr)": 69.29 + "Model": "luotuo-bert-medium", + "AmazonReviewsClassification (zh)": 34.46, + "IFlyTek": 41.75, + "JDReview": 79.68, + "MassiveIntentClassification (zh-CN)": 57.47, + "MassiveScenarioClassification (zh-CN)": 65.32, + "MultilingualSentiment": 61.21, + "OnlineShopping": 84.3, + "TNews": 45.22, + "Waimai": 79.57 } ] }, "Clustering": { "v_measure": [ { - "Model": "sentence-camembert-large", - "AlloProfClusteringP2P": 62.69, - "AlloProfClusteringS2S": 42.06, - "HALClusteringS2S": 23.9, - "MLSUMClusteringP2P": 42.04, - "MLSUMClusteringS2S": 32.29, - "MasakhaNEWSClusteringP2P (fra)": 54.51, - "MasakhaNEWSClusteringS2S (fra)": 44.73 + "Model": "luotuo-bert-medium", + "CLSClusteringP2P": 37.01, + "CLSClusteringS2S": 33.46, + "ThuNewsClusteringP2P": 58.83, + "ThuNewsClusteringS2S": 48.26 } ] }, "PairClassification": { "ap": [ { - "Model": "sentence-camembert-large", - "OpusparcusPC (fr)": 94.63, - "PawsXPairClassification (fr)": 59.59 + "Model": "luotuo-bert-medium", + "Cmnli": 72.55, + "Ocnli": 60.7 } ] }, "Reranking": { "map": [ { - "Model": "sentence-camembert-large", - "AlloprofReranking": 57.62, - "SyntecReranking": 88.15 + "Model": "luotuo-bert-medium", + "CMedQAv1": 57.82, + "CMedQAv2": 58.88, + "MMarcoReranking": 14.55, + "T2Reranking": 65.76 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "sentence-camembert-large", - "AlloprofRetrieval": 31.62, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 21.87, - "SyntecRetrieval": 81.11, - "XPQARetrieval (fr)": 65.62 + "Model": "luotuo-bert-medium", + "CmedqaRetrieval": 18.04, + "CovidRetrieval": 55.48, + "DuRetrieval": 59.36, + "EcomRetrieval": 40.48, + "MMarcoRetrieval": 55.31, + "MedicalRetrieval": 29.8, + "T2Retrieval": 58.67, + "VideoRetrieval": 38.04 } ] }, "STS": { "spearman": [ { - "Model": "sentence-camembert-large", - "SICKFr": 77.7, - "STS22 (fr)": 81.73, - "STSBenchmarkMultilingualSTS (fr)": 85.79 + "Model": "luotuo-bert-medium", + "AFQMC": 22.24, + "ATEC": 30.84, + "BQ": 43.33, + "LCQMC": 66.74, + "PAWSX": 12.31, + "QBQTC": 27.2, + "STS22 (zh)": 66.4, + "STSB": 73.22 } ] }, "Summarization": { "spearman": [ { - "Model": "sentence-camembert-large", - "SummEvalFr": 30.88 + "Model": "luotuo-bert-medium" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "luotuo-bert-medium" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "sentence-camembert-large" + "Model": "luotuo-bert-medium" } ] } }, - "LLM2Vec-Meta-Llama-3-supervised": { + "multilingual-e5-base": { "BitextMining": { "f1": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised" + "Model": "multilingual-e5-base", + "BornholmBitextMining (dan-Latn)": 33.22, + "BornholmBitextMining": 46.4, + "Tatoeba (kzj-Latn_eng-Latn)": 6.26, + "Tatoeba (ina-Latn_eng-Latn)": 86.11, + "Tatoeba (bre-Latn_eng-Latn)": 5.44, + "Tatoeba (kab-Latn_eng-Latn)": 21.77, + "Tatoeba (ind-Latn_eng-Latn)": 90.26, + "Tatoeba (mkd-Cyrl_eng-Latn)": 73.76, + "Tatoeba (yue-Hant_eng-Latn)": 80.66, + "Tatoeba (amh-Ethi_eng-Latn)": 74.93, + "Tatoeba (ceb-Latn_eng-Latn)": 45.46, + "Tatoeba (lit-Latn_eng-Latn)": 75.53, + "Tatoeba (nds-Latn_eng-Latn)": 53.86, + "Tatoeba (kur-Latn_eng-Latn)": 52.96, + "Tatoeba (bel-Cyrl_eng-Latn)": 86.7, + "Tatoeba (ile-Latn_eng-Latn)": 72.56, + "Tatoeba (oci-Latn_eng-Latn)": 35.79, + "Tatoeba (heb-Hebr_eng-Latn)": 74.26, + "Tatoeba (mhr-Cyrl_eng-Latn)": 5.52, + "Tatoeba (afr-Latn_eng-Latn)": 87.04, + "Tatoeba (uig-Arab_eng-Latn)": 62.97, + "Tatoeba (mar-Deva_eng-Latn)": 86.62, + "Tatoeba (fry-Latn_eng-Latn)": 50.82, + "Tatoeba (tat-Cyrl_eng-Latn)": 66.92, + "Tatoeba (khm-Khmr_eng-Latn)": 47.27, + "Tatoeba (dtp-Latn_eng-Latn)": 5.13, + "Tatoeba (ben-Beng_eng-Latn)": 81.05, + "Tatoeba (ido-Latn_eng-Latn)": 74.41, + "Tatoeba (cha-Latn_eng-Latn)": 16.95, + "Tatoeba (zsm-Latn_eng-Latn)": 92.45, + "Tatoeba (pes-Arab_eng-Latn)": 87.18, + "Tatoeba (hye-Armn_eng-Latn)": 85.85, + "Tatoeba (cat-Latn_eng-Latn)": 84.09, + "Tatoeba (cym-Latn_eng-Latn)": 65.69, + "Tatoeba (aze-Latn_eng-Latn)": 84.71, + "Tatoeba (yid-Hebr_eng-Latn)": 63.2, + "Tatoeba (swg-Latn_eng-Latn)": 42.33, + "Tatoeba (war-Latn_eng-Latn)": 47.18, + "Tatoeba (swe-Latn_eng-Latn)": 91.33, + "Tatoeba (slk-Latn_eng-Latn)": 86.42, + "Tatoeba (gla-Latn_eng-Latn)": 43.08, + "Tatoeba (xho-Latn_eng-Latn)": 73.24, + "Tatoeba (dan-Latn_eng-Latn)": 91.23, + "Tatoeba (ara-Arab_eng-Latn)": 82.86, + "Tatoeba (ast-Latn_eng-Latn)": 74.36, + "Tatoeba (hrv-Latn_eng-Latn)": 92.5, + "Tatoeba (nob-Latn_eng-Latn)": 95.9, + "Tatoeba (eus-Latn_eng-Latn)": 56.26, + "Tatoeba (kaz-Cyrl_eng-Latn)": 75.56, + "Tatoeba (tuk-Latn_eng-Latn)": 19.67, + "Tatoeba (pam-Latn_eng-Latn)": 6.92, + "Tatoeba (gsw-Latn_eng-Latn)": 43.53, + "Tatoeba (slv-Latn_eng-Latn)": 81.93, + "Tatoeba (dsb-Latn_eng-Latn)": 34.36, + "Tatoeba (cor-Latn_eng-Latn)": 4.38, + "Tatoeba (ces-Latn_eng-Latn)": 88.75, + "Tatoeba (tam-Taml_eng-Latn)": 85.12, + "Tatoeba (glg-Latn_eng-Latn)": 82.69, + "Tatoeba (bul-Cyrl_eng-Latn)": 88.95, + "Tatoeba (deu-Latn_eng-Latn)": 97.07, + "Tatoeba (fin-Latn_eng-Latn)": 86.15, + "Tatoeba (csb-Latn_eng-Latn)": 24.29, + "Tatoeba (urd-Arab_eng-Latn)": 86.2, + "Tatoeba (est-Latn_eng-Latn)": 70.64, + "Tatoeba (wuu-Hans_eng-Latn)": 78.65, + "Tatoeba (tha-Thai_eng-Latn)": 94.22, + "Tatoeba (spa-Latn_eng-Latn)": 96.97, + "Tatoeba (ukr-Cyrl_eng-Latn)": 88.29, + "Tatoeba (awa-Deva_eng-Latn)": 68.39, + "Tatoeba (mal-Mlym_eng-Latn)": 96.72, + "Tatoeba (cbk-Latn_eng-Latn)": 60.66, + "Tatoeba (hsb-Latn_eng-Latn)": 40.36, + "Tatoeba (tzl-Latn_eng-Latn)": 34.44, + "Tatoeba (gle-Latn_eng-Latn)": 58.62, + "Tatoeba (orv-Cyrl_eng-Latn)": 16.0, + "Tatoeba (isl-Latn_eng-Latn)": 76.9, + "Tatoeba (jav-Latn_eng-Latn)": 61.25, + "Tatoeba (fao-Latn_eng-Latn)": 64.72, + "Tatoeba (pol-Latn_eng-Latn)": 94.57, + "Tatoeba (max-Deva_eng-Latn)": 52.4, + "Tatoeba (bos-Latn_eng-Latn)": 88.86, + "Tatoeba (hun-Latn_eng-Latn)": 84.41, + "Tatoeba (rus-Cyrl_eng-Latn)": 91.78, + "Tatoeba (arq-Arab_eng-Latn)": 26.61, + "Tatoeba (kor-Hang_eng-Latn)": 83.37, + "Tatoeba (uzb-Latn_eng-Latn)": 62.63, + "Tatoeba (pms-Latn_eng-Latn)": 44.61, + "Tatoeba (ell-Grek_eng-Latn)": 89.96, + "Tatoeba (swh-Latn_eng-Latn)": 66.81, + "Tatoeba (epo-Latn_eng-Latn)": 92.07, + "Tatoeba (jpn-Jpan_eng-Latn)": 90.3, + "Tatoeba (tel-Telu_eng-Latn)": 88.49, + "Tatoeba (srp-Cyrl_eng-Latn)": 89.08, + "Tatoeba (nov-Latn_eng-Latn)": 66.96, + "Tatoeba (cmn-Hans_eng-Latn)": 93.35, + "Tatoeba (tgl-Latn_eng-Latn)": 83.78, + "Tatoeba (ber-Tfng_eng-Latn)": 23.59, + "Tatoeba (sqi-Latn_eng-Latn)": 90.06, + "Tatoeba (ang-Latn_eng-Latn)": 29.87, + "Tatoeba (ita-Latn_eng-Latn)": 90.61, + "Tatoeba (por-Latn_eng-Latn)": 92.74, + "Tatoeba (mon-Cyrl_eng-Latn)": 78.37, + "Tatoeba (fra-Latn_eng-Latn)": 92.76, + "Tatoeba (lat-Latn_eng-Latn)": 39.62, + "Tatoeba (nno-Latn_eng-Latn)": 82.67, + "Tatoeba (arz-Arab_eng-Latn)": 66.79, + "Tatoeba (hin-Deva_eng-Latn)": 93.13, + "Tatoeba (nld-Latn_eng-Latn)": 93.2, + "Tatoeba (kat-Geor_eng-Latn)": 77.83, + "Tatoeba (lfn-Latn_eng-Latn)": 52.85, + "Tatoeba (lvs-Latn_eng-Latn)": 76.76, + "Tatoeba (tur-Latn_eng-Latn)": 92.54, + "Tatoeba (ron-Latn_eng-Latn)": 91.27, + "Tatoeba (vie-Latn_eng-Latn)": 94.55 } ] }, "Classification": { "accuracy": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "AmazonCounterfactualClassification (en)": 79.94, - "AmazonPolarityClassification": 86.07, - "AmazonReviewsClassification (en)": 46.84, - "Banking77Classification": 88.05, - "EmotionClassification": 51.2, - "ImdbClassification": 82.94, - "MTOPDomainClassification (en)": 96.14, - "MTOPIntentClassification (en)": 86.11, - "MassiveIntentClassification (en)": 79.8, - "MassiveScenarioClassification (en)": 81.52, - "ToxicConversationsClassification": 70.59, - "TweetSentimentExtractionClassification": 61.9 + "Model": "multilingual-e5-base", + "AllegroReviews (pol-Latn)": 40.78, + "AllegroReviews": 40.85, + "AmazonCounterfactualClassification (en-ext)": 76.91, + "AmazonCounterfactualClassification (en)": 77.36, + "AmazonCounterfactualClassification (deu-Latn)": 70.81, + "AmazonCounterfactualClassification (jpn-Jpan)": 72.02, + "AmazonPolarityClassification": 91.76, + "AmazonReviewsClassification (en)": 47.54, + "AmazonReviewsClassification (deu-Latn)": 44.37, + "AmazonReviewsClassification (spa-Latn)": 43.38, + "AmazonReviewsClassification (fra-Latn)": 41.55, + "AmazonReviewsClassification (jpn-Jpan)": 39.57, + "AmazonReviewsClassification (cmn-Hans)": 38.34, + "AmazonReviewsClassification (fr)": 40.94, + "AngryTweetsClassification (dan-Latn)": 56.28, + "AngryTweetsClassification": 54.65, + "Banking77Classification": 73.53, + "CBD (pol-Latn)": 62.6, + "CBD": 62.66, + "DKHateClassification": 63.53, + "DanishPoliticalCommentsClassification (dan-Latn)": 36.41, + "DanishPoliticalCommentsClassification": 36.69, + "EmotionClassification": 45.68, + "GeoreviewClassification (rus-Cyrl)": 46.05, + "HeadlineClassification (rus-Cyrl)": 75.64, + "IFlyTek (cmn-Hans)": 40.81, + "IFlyTek": 44.93, + "ImdbClassification": 84.29, + "InappropriatenessClassification (rus-Cyrl)": 58.78, + "JDReview (cmn-Hans)": 75.72, + "JDReview": 76.21, + "KinopoiskClassification (rus-Cyrl)": 50.89, + "LccSentimentClassification (dan-Latn)": 60.13, + "LccSentimentClassification": 59.67, + "MTOPDomainClassification (en)": 90.9, + "MTOPDomainClassification (deu-Latn)": 87.94, + "MTOPDomainClassification (spa-Latn)": 85.96, + "MTOPDomainClassification (fra-Latn)": 82.88, + "MTOPDomainClassification (hin-Deva)": 83.92, + "MTOPDomainClassification (tha-Thai)": 83.94, + "MTOPDomainClassification (fr)": 84.79, + "MTOPIntentClassification (en)": 61.6, + "MTOPIntentClassification (deu-Latn)": 61.05, + "MTOPIntentClassification (spa-Latn)": 55.36, + "MTOPIntentClassification (fra-Latn)": 52.23, + "MTOPIntentClassification (hin-Deva)": 53.93, + "MTOPIntentClassification (tha-Thai)": 58.69, + "MTOPIntentClassification (fr)": 55.51, + "MasakhaNEWSClassification (amh-Ethi)": 83.8, + "MasakhaNEWSClassification (eng)": 76.49, + "MasakhaNEWSClassification (fra-Latn)": 76.35, + "MasakhaNEWSClassification (hau-Latn)": 74.63, + "MasakhaNEWSClassification (ibo-Latn)": 64.59, + "MasakhaNEWSClassification (lin-Latn)": 70.57, + "MasakhaNEWSClassification (lug-Latn)": 68.12, + "MasakhaNEWSClassification (orm-Ethi)": 71.75, + "MasakhaNEWSClassification (pcm-Latn)": 91.05, + "MasakhaNEWSClassification (run-Latn)": 73.35, + "MasakhaNEWSClassification (sna-Latn)": 84.17, + "MasakhaNEWSClassification (som-Latn)": 60.1, + "MasakhaNEWSClassification (swa-Latn)": 70.74, + "MasakhaNEWSClassification (tir-Ethi)": 67.1, + "MasakhaNEWSClassification (xho-Latn)": 76.03, + "MasakhaNEWSClassification (yor-Latn)": 72.75, + "MasakhaNEWSClassification (fra)": 79.69, + "MassiveIntentClassification (tha-Thai)": 59.63, + "MassiveIntentClassification (tam-Taml)": 48.93, + "MassiveIntentClassification (fin-Latn)": 58.91, + "MassiveIntentClassification (rus-Cyrl)": 62.78, + "MassiveIntentClassification (afr-Latn)": 49.82, + "MassiveIntentClassification (heb-Hebr)": 55.3, + "MassiveIntentClassification (sqi-Latn)": 51.07, + "MassiveIntentClassification (por-Latn)": 62.12, + "MassiveIntentClassification (hye-Armn)": 48.77, + "MassiveIntentClassification (cym-Latn)": 37.05, + "MassiveIntentClassification (deu-Latn)": 59.82, + "MassiveIntentClassification (fas-Arab)": 59.51, + "MassiveIntentClassification (hun-Latn)": 57.69, + "MassiveIntentClassification (urd-Arab)": 51.3, + "MassiveIntentClassification (cmo-Hant)": 56.4, + "MassiveIntentClassification (khm-Khmr)": 32.14, + "MassiveIntentClassification (tel-Telu)": 50.09, + "MassiveIntentClassification (vie-Latn)": 59.61, + "MassiveIntentClassification (kan-Knda)": 48.63, + "MassiveIntentClassification (ara-Arab)": 50.2, + "MassiveIntentClassification (mya-Mymr)": 46.67, + "MassiveIntentClassification (slv-Latn)": 53.84, + "MassiveIntentClassification (jpn-Jpan)": 62.3, + "MassiveIntentClassification (mon-Cyrl)": 46.8, + "MassiveIntentClassification (jav-Latn)": 43.23, + "MassiveIntentClassification (lav-Latn)": 51.17, + "MassiveIntentClassification (ron-Latn)": 56.83, + "MassiveIntentClassification (dan-Latn)": 60.69, + "MassiveIntentClassification (nob-Latn)": 60.06, + "MassiveIntentClassification (tgl-Latn)": 48.99, + "MassiveIntentClassification (aze-Latn)": 51.36, + "MassiveIntentClassification (ind-Latn)": 58.7, + "MassiveIntentClassification (amh-Ethi)": 42.4, + "MassiveIntentClassification (ben-Beng)": 51.69, + "MassiveIntentClassification (ell-Grek)": 58.07, + "MassiveIntentClassification (hin-Deva)": 56.75, + "MassiveIntentClassification (nld-Latn)": 61.23, + "MassiveIntentClassification (pol-Latn)": 60.98, + "MassiveIntentClassification (swe-Latn)": 62.43, + "MassiveIntentClassification (isl-Latn)": 44.52, + "MassiveIntentClassification (mal-Mlym)": 53.75, + "MassiveIntentClassification (msa-Latn)": 52.84, + "MassiveIntentClassification (kat-Geor)": 37.56, + "MassiveIntentClassification (tur-Latn)": 60.69, + "MassiveIntentClassification (kor-Kore)": 59.97, + "MassiveIntentClassification (ita-Latn)": 61.29, + "MassiveIntentClassification (cmo-Hans)": 63.22, + "MassiveIntentClassification (en)": 65.71, + "MassiveIntentClassification (fra-Latn)": 61.32, + "MassiveIntentClassification (swa-Latn)": 45.24, + "MassiveIntentClassification (spa-Latn)": 61.13, + "MassiveIntentClassification (da)": 60.16, + "MassiveIntentClassification (nb)": 59.83, + "MassiveIntentClassification (sv)": 61.78, + "MassiveIntentClassification (pl)": 61.04, + "MassiveScenarioClassification (ind-Latn)": 63.6, + "MassiveScenarioClassification (tha-Thai)": 67.37, + "MassiveScenarioClassification (cmo-Hans)": 70.24, + "MassiveScenarioClassification (ben-Beng)": 57.0, + "MassiveScenarioClassification (kan-Knda)": 53.49, + "MassiveScenarioClassification (tel-Telu)": 54.24, + "MassiveScenarioClassification (aze-Latn)": 55.15, + "MassiveScenarioClassification (ell-Grek)": 65.38, + "MassiveScenarioClassification (swa-Latn)": 52.64, + "MassiveScenarioClassification (hin-Deva)": 62.91, + "MassiveScenarioClassification (tur-Latn)": 65.18, + "MassiveScenarioClassification (dan-Latn)": 67.97, + "MassiveScenarioClassification (msa-Latn)": 58.35, + "MassiveScenarioClassification (mya-Mymr)": 50.77, + "MassiveScenarioClassification (mon-Cyrl)": 51.87, + "MassiveScenarioClassification (tgl-Latn)": 54.36, + "MassiveScenarioClassification (cmo-Hant)": 63.73, + "MassiveScenarioClassification (ara-Arab)": 58.0, + "MassiveScenarioClassification (slv-Latn)": 58.3, + "MassiveScenarioClassification (spa-Latn)": 66.47, + "MassiveScenarioClassification (urd-Arab)": 56.74, + "MassiveScenarioClassification (fin-Latn)": 64.94, + "MassiveScenarioClassification (tam-Taml)": 53.86, + "MassiveScenarioClassification (ron-Latn)": 63.5, + "MassiveScenarioClassification (hye-Armn)": 53.63, + "MassiveScenarioClassification (vie-Latn)": 66.35, + "MassiveScenarioClassification (deu-Latn)": 68.4, + "MassiveScenarioClassification (afr-Latn)": 58.95, + "MassiveScenarioClassification (en)": 71.57, + "MassiveScenarioClassification (fra-Latn)": 67.37, + "MassiveScenarioClassification (jpn-Jpan)": 69.89, + "MassiveScenarioClassification (nld-Latn)": 68.62, + "MassiveScenarioClassification (cym-Latn)": 43.84, + "MassiveScenarioClassification (heb-Hebr)": 62.53, + "MassiveScenarioClassification (pol-Latn)": 66.12, + "MassiveScenarioClassification (fas-Arab)": 63.92, + "MassiveScenarioClassification (lav-Latn)": 56.42, + "MassiveScenarioClassification (por-Latn)": 65.49, + "MassiveScenarioClassification (rus-Cyrl)": 68.21, + "MassiveScenarioClassification (mal-Mlym)": 59.89, + "MassiveScenarioClassification (hun-Latn)": 65.75, + "MassiveScenarioClassification (nob-Latn)": 66.57, + "MassiveScenarioClassification (kor-Kore)": 67.9, + "MassiveScenarioClassification (isl-Latn)": 53.28, + "MassiveScenarioClassification (khm-Khmr)": 38.45, + "MassiveScenarioClassification (sqi-Latn)": 57.92, + "MassiveScenarioClassification (jav-Latn)": 51.94, + "MassiveScenarioClassification (amh-Ethi)": 50.33, + "MassiveScenarioClassification (ita-Latn)": 66.17, + "MassiveScenarioClassification (kat-Geor)": 43.38, + "MassiveScenarioClassification (swe-Latn)": 69.35, + "MassiveScenarioClassification (da)": 67.46, + "MassiveScenarioClassification (nb)": 66.18, + "MassiveScenarioClassification (sv)": 69.15, + "MassiveScenarioClassification (pl)": 66.11, + "MultilingualSentiment (cmn-Hans)": 67.56, + "MultilingualSentiment": 65.28, + "NoRecClassification (nob-Latn)": 53.74, + "NoRecClassification": 57.58, + "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 75.85, + "NordicLangClassification": 75.94, + "NorwegianParliament": 59.94, + "OnlineShopping (cmn-Hans)": 88.66, + "OnlineShopping": 88.4, + "PAC (pol-Latn)": 70.87, + "PAC": 70.87, + "PolEmo2.0-IN (pol-Latn)": 67.59, + "PolEmo2.0-IN": 67.66, + "PolEmo2.0-OUT (pol-Latn)": 43.93, + "PolEmo2.0-OUT": 43.91, + "RuReviewsClassification (rus-Cyrl)": 62.99, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.28, + "RuSciBenchOECDClassification (rus-Cyrl)": 42.69, + "ScalaDaClassification": 50.79, + "ScalaNbClassification": 50.32, + "TNews (cmn-Hans)": 47.52, + "TNews": 47.06, + "ToxicConversationsClassification": 64.33, + "TweetSentimentExtractionClassification": 62.8, + "Waimai (cmn-Hans)": 85.98, + "Waimai": 84.42 } ] }, "Clustering": { "v_measure": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "ArxivClusteringP2P": 44.27, - "ArxivClusteringS2S": 46.85, - "BiorxivClusteringP2P": 32.35, - "BiorxivClusteringS2S": 36.7, - "MedrxivClusteringP2P": 30.71, - "MedrxivClusteringS2S": 32.96, - "RedditClustering": 61.72, - "RedditClusteringP2P": 63.98, - "StackExchangeClustering": 72.74, - "StackExchangeClusteringP2P": 32.26, - "TwentyNewsgroupsClustering": 56.41 + "Model": "multilingual-e5-base", + "8TagsClustering": 24.97, + "AlloProfClusteringP2P": 62.09, + "AlloProfClusteringS2S": 32.98, + "ArxivClusteringP2P": 43.35, + "ArxivClusteringS2S": 36.0, + "BiorxivClusteringP2P": 37.55, + "BiorxivClusteringS2S": 30.33, + "CLSClusteringP2P": 32.41, + "CLSClusteringS2S": 36.99, + "GeoreviewClusteringP2P (rus-Cyrl)": 54.46, + "HALClusteringS2S": 22.48, + "MLSUMClusteringP2P (rus-Cyrl)": 43.47, + "MLSUMClusteringP2P": 43.48, + "MLSUMClusteringS2S (rus-Cyrl)": 40.87, + "MLSUMClusteringS2S": 38.53, + "MasakhaNEWSClusteringP2P (amh-Ethi)": 58.05, + "MasakhaNEWSClusteringP2P (eng)": 43.8, + "MasakhaNEWSClusteringP2P (fra-Latn)": 58.28, + "MasakhaNEWSClusteringP2P (hau-Latn)": 44.78, + "MasakhaNEWSClusteringP2P (ibo-Latn)": 44.97, + "MasakhaNEWSClusteringP2P (lin-Latn)": 48.08, + "MasakhaNEWSClusteringP2P (lug-Latn)": 50.15, + "MasakhaNEWSClusteringP2P (orm-Ethi)": 38.02, + "MasakhaNEWSClusteringP2P (pcm-Latn)": 71.03, + "MasakhaNEWSClusteringP2P (run-Latn)": 58.28, + "MasakhaNEWSClusteringP2P (sna-Latn)": 59.25, + "MasakhaNEWSClusteringP2P (som-Latn)": 37.27, + "MasakhaNEWSClusteringP2P (swa-Latn)": 34.54, + "MasakhaNEWSClusteringP2P (tir-Ethi)": 53.44, + "MasakhaNEWSClusteringP2P (xho-Latn)": 40.32, + "MasakhaNEWSClusteringP2P (yor-Latn)": 37.97, + "MasakhaNEWSClusteringP2P (fra)": 47.91, + "MasakhaNEWSClusteringS2S (amh-Ethi)": 49.38, + "MasakhaNEWSClusteringS2S (eng)": 45.76, + "MasakhaNEWSClusteringS2S (fra-Latn)": 55.43, + "MasakhaNEWSClusteringS2S (hau-Latn)": 16.11, + "MasakhaNEWSClusteringS2S (ibo-Latn)": 24.38, + "MasakhaNEWSClusteringS2S (lin-Latn)": 44.8, + "MasakhaNEWSClusteringS2S (lug-Latn)": 45.67, + "MasakhaNEWSClusteringS2S (orm-Ethi)": 26.41, + "MasakhaNEWSClusteringS2S (pcm-Latn)": 83.26, + "MasakhaNEWSClusteringS2S (run-Latn)": 48.77, + "MasakhaNEWSClusteringS2S (sna-Latn)": 43.9, + "MasakhaNEWSClusteringS2S (som-Latn)": 25.43, + "MasakhaNEWSClusteringS2S (swa-Latn)": 9.87, + "MasakhaNEWSClusteringS2S (tir-Ethi)": 51.66, + "MasakhaNEWSClusteringS2S (xho-Latn)": 29.65, + "MasakhaNEWSClusteringS2S (yor-Latn)": 30.12, + "MasakhaNEWSClusteringS2S (fra)": 51.16, + "MedrxivClusteringP2P": 30.6, + "MedrxivClusteringS2S": 28.73, + "RedditClustering": 43.15, + "RedditClusteringP2P": 61.69, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 51.56, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.78, + "StackExchangeClustering": 55.31, + "StackExchangeClusteringP2P": 33.51, + "ThuNewsClusteringP2P": 40.98, + "ThuNewsClusteringS2S": 52.36, + "TwentyNewsgroupsClustering": 35.55 } ] }, "PairClassification": { "ap": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "SprintDuplicateQuestions": 95.09, - "TwitterSemEval2015": 81.73, - "TwitterURLCorpus": 86.56 + "Model": "multilingual-e5-base", + "CDSC-E (pol-Latn)": 72.7, + "CDSC-E": 72.67, + "Cmnli": 74.51, + "Ocnli": 59.63, + "OpusparcusPC (deu-Latn)": 95.83, + "OpusparcusPC (en)": 98.71, + "OpusparcusPC (fin-Latn)": 90.3, + "OpusparcusPC (fra-Latn)": 92.12, + "OpusparcusPC (rus-Cyrl)": 86.82, + "OpusparcusPC (swe-Latn)": 93.05, + "OpusparcusPC (fr)": 92.72, + "PPC": 88.01, + "PSC (pol-Latn)": 99.14, + "PSC": 99.14, + "PawsXPairClassification (deu-Latn)": 54.11, + "PawsXPairClassification (en)": 55.79, + "PawsXPairClassification (spa-Latn)": 54.13, + "PawsXPairClassification (fra-Latn)": 56.01, + "PawsXPairClassification (jpn-Hira)": 49.02, + "PawsXPairClassification (kor-Hang)": 51.01, + "PawsXPairClassification (cmn-Hans)": 55.13, + "PawsXPairClassification (fr)": 56.93, + "SICK-E-PL (pol-Latn)": 68.76, + "SICK-E-PL": 68.77, + "SprintDuplicateQuestions": 93.02, + "TERRa (rus-Cyrl)": 54.96, + "TwitterSemEval2015": 72.21, + "TwitterURLCorpus": 85.48 } ] }, "Reranking": { "map": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "AskUbuntuDupQuestions": 65.19, - "MindSmallReranking": 32.67, - "SciDocsRR": 86.05, - "StackOverflowDupQuestions": 54.82 + "Model": "multilingual-e5-base", + "AlloprofReranking (fra-Latn)": 65.9, + "AlloprofReranking": 58.1, + "AskUbuntuDupQuestions": 59.28, + "CMedQAv1": 65.21, + "CMedQAv2": 66.06, + "MIRACLReranking (rus-Cyrl)": 60.47, + "MMarcoReranking (cmn-Hans)": 30.52, + "MMarcoReranking": 21.76, + "MindSmallReranking": 29.28, + "RuBQReranking (rus-Cyrl)": 72.01, + "SciDocsRR": 81.81, + "StackOverflowDupQuestions": 49.75, + "SyntecReranking (fra-Latn)": 85.31, + "SyntecReranking": 85.43, + "T2Reranking (cmn-Hans)": 64.86, + "T2Reranking": 64.39 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "ArguAna": 62.78, - "CQADupstackRetrieval": 48.25, - "ClimateFEVER": 34.27, - "DBPedia": 48.34, - "FEVER": 90.2, - "FiQA2018": 55.33, - "HotpotQA": 71.76, - "MSMARCO": 43.24, - "NFCorpus": 41.83, - "NQ": 64.21, - "QuoraRetrieval": 87.16, - "SCIDOCS": 22.96, - "SciFact": 78.22, - "TRECCOVID": 80.34, - "Touche2020": 20.5 + "Model": "multilingual-e5-base", + "AILACasedocs": 26.05, + "AILAStatutes": 20.37, + "ARCChallenge": 9.61, + "AlloprofRetrieval (fra-Latn)": 34.45, + "AlloprofRetrieval": 36.21, + "AlphaNLI": 16.44, + "ArguAna": 44.21, + "ArguAna-PL (pol-Latn)": 42.86, + "ArguAna-PL": 42.81, + "BSARDRetrieval (fra-Latn)": 18.83, + "BSARDRetrieval": 0.0, + "CmedqaRetrieval (cmn-Hans)": 27.2, + "CmedqaRetrieval": 27.2, + "CovidRetrieval (cmn-Hans)": 73.48, + "CovidRetrieval": 73.45, + "DBPedia-PL": 30.23, + "DuRetrieval (cmn-Hans)": 81.66, + "DuRetrieval": 81.64, + "EcomRetrieval (cmn-Hans)": 54.01, + "EcomRetrieval": 54.17, + "FiQA-PL (pol-Latn)": 25.59, + "FiQA-PL": 25.52, + "FiQA2018": 38.15, + "GerDaLIRSmall (deu-Latn)": 15.3, + "HellaSwag": 24.79, + "HotpotQA-PL": 63.52, + "LEMBNarrativeQARetrieval": 23.6, + "LEMBNeedleRetrieval": 32.0, + "LEMBPasskeyRetrieval": 38.25, + "LEMBQMSumRetrieval": 25.16, + "LEMBSummScreenFDRetrieval": 68.21, + "LEMBWikimQARetrieval": 56.04, + "LeCaRDv2 (zho-Hans)": 59.0, + "LegalBenchConsumerContractsQA": 69.02, + "LegalBenchCorporateLobbying": 88.97, + "LegalQuAD (deu-Latn)": 47.85, + "LegalSummarization": 61.69, + "MIRACLRetrieval (rus-Cyrl)": 61.6, + "MMarcoRetrieval (cmn-Hans)": 76.01, + "MMarcoRetrieval": 76.04, + "MSMARCO-PL": 29.52, + "MedicalRetrieval (cmn-Hans)": 48.33, + "MedicalRetrieval": 48.35, + "MintakaRetrieval (ara-Arab)": 23.06, + "MintakaRetrieval (deu-Latn)": 29.8, + "MintakaRetrieval (spa-Latn)": 29.88, + "MintakaRetrieval (fra-Latn)": 30.96, + "MintakaRetrieval (hin-Deva)": 22.68, + "MintakaRetrieval (ita-Latn)": 29.77, + "MintakaRetrieval (jpn-Hira)": 22.98, + "MintakaRetrieval (por-Latn)": 30.62, + "MintakaRetrieval (fr)": 23.46, + "NFCorpus": 32.49, + "NFCorpus-PL (pol-Latn)": 25.99, + "NFCorpus-PL": 25.98, + "NQ-PL": 44.8, + "PIQA": 25.09, + "Quail": 3.52, + "Quora-PL": 81.22, + "RARbCode": 52.16, + "RARbMath": 65.35, + "RiaNewsRetrieval (rus-Cyrl)": 70.24, + "RuBQRetrieval (rus-Cyrl)": 69.58, + "SCIDOCS": 17.17, + "SCIDOCS-PL (pol-Latn)": 12.36, + "SCIDOCS-PL": 12.35, + "SIQA": 3.72, + "SciFact": 69.39, + "SciFact-PL (pol-Latn)": 62.26, + "SciFact-PL": 62.11, + "SpartQA": 7.91, + "SyntecRetrieval (fra-Latn)": 82.86, + "SyntecRetrieval": 80.49, + "T2Retrieval (cmn-Hans)": 70.77, + "T2Retrieval": 70.86, + "TRECCOVID": 69.5, + "TRECCOVID-PL (pol-Latn)": 65.94, + "TRECCOVID-PL": 66.06, + "TempReasonL1": 0.72, + "TempReasonL2Fact": 38.76, + "TempReasonL2Pure": 1.63, + "TempReasonL3Fact": 35.85, + "TempReasonL3Pure": 7.11, + "Touche2020": 21.5, + "VideoRetrieval (cmn-Hans)": 61.26, + "VideoRetrieval": 61.3, + "WinoGrande": 56.18, + "XPQARetrieval (ara-Arab_ara-Arab)": 39.97, + "XPQARetrieval (eng-Latn_ara-Arab)": 17.23, + "XPQARetrieval (ara-Arab_eng-Latn)": 34.35, + "XPQARetrieval (deu-Latn_deu-Latn)": 72.11, + "XPQARetrieval (eng-Latn_deu-Latn)": 28.91, + "XPQARetrieval (deu-Latn_eng-Latn)": 61.46, + "XPQARetrieval (spa-Latn_spa-Latn)": 58.35, + "XPQARetrieval (eng-Latn_spa-Latn)": 25.27, + "XPQARetrieval (spa-Latn_eng-Latn)": 51.07, + "XPQARetrieval (fra-Latn_fra-Latn)": 59.56, + "XPQARetrieval (eng-Latn_fra-Latn)": 23.69, + "XPQARetrieval (fra-Latn_eng-Latn)": 53.9, + "XPQARetrieval (hin-Deva_hin-Deva)": 70.56, + "XPQARetrieval (eng-Latn_hin-Deva)": 27.57, + "XPQARetrieval (hin-Deva_eng-Latn)": 63.68, + "XPQARetrieval (ita-Latn_ita-Latn)": 70.38, + "XPQARetrieval (eng-Latn_ita-Latn)": 26.06, + "XPQARetrieval (ita-Latn_eng-Latn)": 56.2, + "XPQARetrieval (jpn-Hira_jpn-Hira)": 71.97, + "XPQARetrieval (eng-Latn_jpn-Hira)": 17.63, + "XPQARetrieval (jpn-Hira_eng-Latn)": 61.03, + "XPQARetrieval (kor-Hang_kor-Hang)": 36.12, + "XPQARetrieval (eng-Latn_kor-Hang)": 20.27, + "XPQARetrieval (kor-Hang_eng-Latn)": 29.26, + "XPQARetrieval (pol-Latn_pol-Latn)": 48.1, + "XPQARetrieval (eng-Latn_pol-Latn)": 19.48, + "XPQARetrieval (pol-Latn_eng-Latn)": 40.18, + "XPQARetrieval (por-Latn_por-Latn)": 44.76, + "XPQARetrieval (eng-Latn_por-Latn)": 17.66, + "XPQARetrieval (por-Latn_eng-Latn)": 40.52, + "XPQARetrieval (tam-Taml_tam-Taml)": 35.25, + "XPQARetrieval (eng-Latn_tam-Taml)": 12.64, + "XPQARetrieval (tam-Taml_eng-Latn)": 26.73, + "XPQARetrieval (cmn-Hans_cmn-Hans)": 67.06, + "XPQARetrieval (eng-Latn_cmn-Hans)": 12.72, + "XPQARetrieval (cmn-Hans_eng-Latn)": 53.53, + "XPQARetrieval (fr)": 65.81 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "multilingual-e5-base", + "AFQMC (cmn-Hans)": 29.66, + "AFQMC": 29.67, + "ATEC (cmn-Hans)": 37.01, + "ATEC": 37.01, + "BIOSSES": 85.05, + "BQ (cmn-Hans)": 45.45, + "BQ": 45.45, + "CDSC-R (pol-Latn)": 90.09, + "CDSC-R": 90.08, + "LCQMC (cmn-Hans)": 74.15, + "LCQMC": 74.15, + "PAWSX (cmn-Hans)": 12.13, + "PAWSX": 12.14, + "QBQTC": 28.81, + "RUParaPhraserSTS (rus-Cyrl)": 70.17, + "RuSTSBenchmarkSTS (rus-Cyrl)": 79.64, + "SICK-R": 78.51, + "SICK-R-PL (pol-Latn)": 71.23, + "SICK-R-PL": 71.23, + "SICKFr (fra-Latn)": 75.76, + "SICKFr": 76.23, + "STS12": 76.7, + "STS13": 78.02, + "STS14": 76.6, + "STS15": 88.16, + "STS16": 84.28, + "STS17 (fra-Latn_eng-Latn)": 80.18, + "STS17 (ita-Latn_eng-Latn)": 80.16, + "STS17 (eng-Latn_ara-Arab)": 71.27, + "STS17 (kor-Hang)": 79.95, + "STS17 (eng-Latn_tur-Latn)": 63.3, + "STS17 (spa-Latn_eng-Latn)": 76.56, + "STS17 (spa-Latn)": 86.74, + "STS17 (en-en)": 87.84, + "STS17 (ara-Arab)": 74.48, + "STS17 (nld-Latn_eng-Latn)": 79.29, + "STS17 (eng-Latn_deu-Latn)": 82.08, + "STS22 (fra-Latn)": 75.04, + "STS22 (cmn-Hans_eng-Latn)": 69.8, + "STS22 (ara-Arab)": 57.82, + "STS22 (spa-Latn_ita-Latn)": 66.43, + "STS22 (ita-Latn)": 77.76, + "STS22 (fra-Latn_pol-Latn)": 73.25, + "STS22 (deu-Latn_eng-Latn)": 54.89, + "STS22 (pol-Latn_eng-Latn)": 70.37, + "STS22 (cmn-Hans)": 65.63, + "STS22 (deu-Latn)": 55.95, + "STS22 (pol-Latn)": 34.08, + "STS22 (deu-Latn_fra-Latn)": 59.68, + "STS22 (spa-Latn)": 66.67, + "STS22 (rus-Cyrl)": 60.67, + "STS22 (spa-Latn_eng-Latn)": 74.0, + "STS22 (en)": 62.26, + "STS22 (tur-Latn)": 63.71, + "STS22 (deu-Latn_pol-Latn)": 39.35, + "STS22 (zh)": 65.64, + "STS22 (pl)": 34.07, + "STSB (cmn-Hans)": 79.04, + "STSB": 79.05, + "STSBenchmark": 85.64, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.33, + "STSBenchmarkMultilingualSTS (pol-Latn)": 74.93, + "STSBenchmarkMultilingualSTS (spa-Latn)": 81.75, + "STSBenchmarkMultilingualSTS (en)": 85.64, + "STSBenchmarkMultilingualSTS (cmn-Hans)": 79.87, + "STSBenchmarkMultilingualSTS (fra-Latn)": 80.85, + "STSBenchmarkMultilingualSTS (deu-Latn)": 79.68, + "STSBenchmarkMultilingualSTS (nld-Latn)": 75.96, + "STSBenchmarkMultilingualSTS (por-Latn)": 67.16, + "STSBenchmarkMultilingualSTS (ita-Latn)": 78.09, + "STSBenchmarkMultilingualSTS (fr)": 80.62 } ] }, - "STS": { + "Summarization": { "spearman": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "BIOSSES": 84.92, - "SICK-R": 83.94, - "STS12": 79.27, - "STS13": 84.83, - "STS14": 82.94, - "STS15": 88.09, - "STS16": 86.54, - "STS17 (en-en)": 89.58, - "STS22 (en)": 67.67, - "STSBenchmark": 88.05 + "Model": "multilingual-e5-base", + "SummEval": 30.23, + "SummEvalFr (fra-Latn)": 32.96, + "SummEvalFr": 30.76 } ] }, - "Summarization": { - "spearman": [ + "MultilabelClassification": { + "accuracy": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised", - "SummEval": 30.94 + "Model": "multilingual-e5-base", + "CEDRClassification (rus-Cyrl)": 42.32, + "SensitiveTopicsClassification (rus-Cyrl)": 24.98 } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "LLM2Vec-Meta-Llama-3-supervised" + "Model": "multilingual-e5-base" } ] } }, - "LLM2Vec-Llama-2-unsupervised": { + "xlm-roberta-base": { "BitextMining": { "f1": [ { - "Model": "LLM2Vec-Llama-2-unsupervised" + "Model": "xlm-roberta-base", + "BornholmBitextMining": 4.42 } ] }, "Classification": { "accuracy": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "AmazonCounterfactualClassification (en)": 76.91, - "AmazonPolarityClassification": 79.05, - "AmazonReviewsClassification (en)": 40.08, - "Banking77Classification": 84.65, - "EmotionClassification": 46.58, - "ImdbClassification": 75.68, - "MTOPDomainClassification (en)": 94.33, - "MTOPIntentClassification (en)": 79.54, - "MassiveIntentClassification (en)": 73.84, - "MassiveScenarioClassification (en)": 79.17, - "ToxicConversationsClassification": 71.81, - "TweetSentimentExtractionClassification": 57.17 + "Model": "xlm-roberta-base", + "AmazonReviewsClassification (fr)": 26.75, + "AngryTweetsClassification": 52.41, + "DKHateClassification": 56.78, + "DanishPoliticalCommentsClassification": 34.03, + "LccSentimentClassification": 52.27, + "MTOPDomainClassification (fr)": 43.83, + "MTOPIntentClassification (fr)": 19.38, + "MasakhaNEWSClassification (fra)": 60.5, + "MassiveIntentClassification (da)": 41.06, + "MassiveIntentClassification (nb)": 40.46, + "MassiveIntentClassification (sv)": 45.12, + "MassiveIntentClassification (fr)": 13.58, + "MassiveScenarioClassification (da)": 43.91, + "MassiveScenarioClassification (nb)": 44.83, + "MassiveScenarioClassification (sv)": 47.35, + "MassiveScenarioClassification (fr)": 23.21, + "NoRecClassification": 46.28, + "NordicLangClassification": 79.39, + "NorwegianParliament": 56.75, + "ScalaDaClassification": 57.3, + "ScalaNbClassification": 58.33 } ] }, "Clustering": { "v_measure": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "ArxivClusteringP2P": 47.81, - "ArxivClusteringS2S": 40.53, - "BiorxivClusteringP2P": 38.12, - "BiorxivClusteringS2S": 31.25, - "MedrxivClusteringP2P": 30.94, - "MedrxivClusteringS2S": 28.04, - "RedditClustering": 42.84, - "RedditClusteringP2P": 60.1, - "StackExchangeClustering": 65.12, - "StackExchangeClusteringP2P": 33.61, - "TwentyNewsgroupsClustering": 30.76 + "Model": "xlm-roberta-base", + "AlloProfClusteringP2P": 52.24, + "AlloProfClusteringS2S": 20.37, + "HALClusteringS2S": 8.68, + "MLSUMClusteringP2P": 40.44, + "MLSUMClusteringS2S": 24.14, + "MasakhaNEWSClusteringP2P (fra)": 29.29, + "MasakhaNEWSClusteringS2S (fra)": 23.76 } ] }, "PairClassification": { "ap": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "SprintDuplicateQuestions": 87.57, - "TwitterSemEval2015": 65.14, - "TwitterURLCorpus": 80.94 + "Model": "xlm-roberta-base", + "OpusparcusPC (fr)": 85.45, + "PawsXPairClassification (fr)": 51.35 } ] }, "Reranking": { "map": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "AskUbuntuDupQuestions": 55.56, - "MindSmallReranking": 30.86, - "SciDocsRR": 77.62, - "StackOverflowDupQuestions": 47.77 + "Model": "xlm-roberta-base", + "AlloprofReranking": 25.58, + "SyntecReranking": 43.75 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "ArguAna": 47.09, - "CQADupstackRetrieval": 30.78, - "ClimateFEVER": 20.67, - "DBPedia": 25.81, - "FEVER": 43.48, - "FiQA2018": 24.62, - "HotpotQA": 48.46, - "MSMARCO": 18.81, - "NFCorpus": 26.81, - "NQ": 33.21, - "QuoraRetrieval": 86.15, - "SCIDOCS": 10.0, - "SciFact": 64.48, - "TRECCOVID": 60.67, - "Touche2020": 10.18 + "Model": "xlm-roberta-base", + "AlloprofRetrieval": 0.16, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 0.88, + "SyntecRetrieval": 3.33, + "XPQARetrieval (fr)": 11.65 } ] }, "STS": { "spearman": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "BIOSSES": 82.41, - "SICK-R": 71.77, - "STS12": 65.39, - "STS13": 79.26, - "STS14": 72.98, - "STS15": 82.72, - "STS16": 81.02, - "STS17 (en-en)": 86.7, - "STS22 (en)": 63.47, - "STSBenchmark": 78.32 + "Model": "xlm-roberta-base", + "SICKFr": 48.62, + "STS22 (fr)": 56.72, + "STSBenchmarkMultilingualSTS (fr)": 46.23 } ] }, "Summarization": { "spearman": [ { - "Model": "LLM2Vec-Llama-2-unsupervised", - "SummEval": 31.38 + "Model": "xlm-roberta-base", + "SummEvalFr": 29.14 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "xlm-roberta-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "LLM2Vec-Llama-2-unsupervised" + "Model": "xlm-roberta-base" } ] } }, - "luotuo-bert-medium": { + "sentence-camembert-base": { "BitextMining": { "f1": [ { - "Model": "luotuo-bert-medium" + "Model": "sentence-camembert-base" } ] }, "Classification": { "accuracy": [ { - "Model": "luotuo-bert-medium", - "AmazonReviewsClassification (zh)": 34.46, - "IFlyTek": 41.75, - "JDReview": 79.68, - "MassiveIntentClassification (zh-CN)": 57.47, - "MassiveScenarioClassification (zh-CN)": 65.32, - "MultilingualSentiment": 61.21, - "OnlineShopping": 84.3, - "TNews": 45.22, - "Waimai": 79.57 + "Model": "sentence-camembert-base", + "AmazonReviewsClassification (fr)": 36.03, + "MTOPDomainClassification (fr)": 77.1, + "MTOPIntentClassification (fr)": 43.44, + "MasakhaNEWSClassification (fra)": 70.36, + "MassiveIntentClassification (fr)": 51.59, + "MassiveScenarioClassification (fr)": 61.28 } ] }, "Clustering": { "v_measure": [ { - "Model": "luotuo-bert-medium", - "CLSClusteringP2P": 37.01, - "CLSClusteringS2S": 33.46, - "ThuNewsClusteringP2P": 58.83, - "ThuNewsClusteringS2S": 48.26 + "Model": "sentence-camembert-base", + "AlloProfClusteringP2P": 59.09, + "AlloProfClusteringS2S": 38.92, + "HALClusteringS2S": 20.22, + "MLSUMClusteringP2P": 35.98, + "MLSUMClusteringS2S": 27.05, + "MasakhaNEWSClusteringP2P (fra)": 36.03, + "MasakhaNEWSClusteringS2S (fra)": 30.77 } ] }, "PairClassification": { - "ap": [ - { - "Model": "luotuo-bert-medium", - "Cmnli": 72.55, - "Ocnli": 60.7 + "ap": [ + { + "Model": "sentence-camembert-base", + "OpusparcusPC (fr)": 92.05, + "PawsXPairClassification (fr)": 57.44 } ] }, "Reranking": { "map": [ { - "Model": "luotuo-bert-medium", - "CMedQAv1": 57.82, - "CMedQAv2": 58.88, - "MMarcoReranking": 14.55, - "T2Reranking": 65.76 + "Model": "sentence-camembert-base", + "AlloprofReranking": 48.68, + "SyntecReranking": 79.75 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "luotuo-bert-medium", - "CmedqaRetrieval": 18.04, - "CovidRetrieval": 55.48, - "DuRetrieval": 59.36, - "EcomRetrieval": 40.48, - "MMarcoRetrieval": 55.31, - "MedicalRetrieval": 29.8, - "T2Retrieval": 58.67, - "VideoRetrieval": 38.04 + "Model": "sentence-camembert-base", + "AlloprofRetrieval": 21.94, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 13.36, + "SyntecRetrieval": 68.62, + "XPQARetrieval (fr)": 57.92 } ] }, "STS": { "spearman": [ { - "Model": "luotuo-bert-medium", - "AFQMC": 22.24, - "ATEC": 30.84, - "BQ": 43.33, - "LCQMC": 66.74, - "PAWSX": 12.31, - "QBQTC": 27.2, - "STS22 (zh)": 66.4, - "STSB": 73.22 + "Model": "sentence-camembert-base", + "SICKFr": 74.18, + "STS22 (fr)": 77.54, + "STSBenchmarkMultilingualSTS (fr)": 81.64 } ] }, "Summarization": { "spearman": [ { - "Model": "luotuo-bert-medium" + "Model": "sentence-camembert-base", + "SummEvalFr": 28.77 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "sentence-camembert-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "luotuo-bert-medium" + "Model": "sentence-camembert-base" } ] } }, - "sup-simcse-bert-base-uncased": { + "sbert_large_mt_nlu_ru": { "BitextMining": { "f1": [ { - "Model": "sup-simcse-bert-base-uncased" + "Model": "sbert_large_mt_nlu_ru" } ] }, "Classification": { "accuracy": [ { - "Model": "sup-simcse-bert-base-uncased", - "AmazonCounterfactualClassification (en)": 75.75, - "AmazonPolarityClassification": 82.47, - "AmazonReviewsClassification (en)": 39.6, - "Banking77Classification": 75.76, - "EmotionClassification": 44.81, - "ImdbClassification": 73.53, - "MTOPDomainClassification (en)": 84.29, - "MTOPIntentClassification (en)": 63.14, - "MassiveIntentClassification (en)": 65.95, - "MassiveScenarioClassification (en)": 70.78, - "ToxicConversationsClassification": 72.04, - "TweetSentimentExtractionClassification": 59.73 + "Model": "sbert_large_mt_nlu_ru", + "GeoreviewClassification (rus-Cyrl)": 39.67, + "HeadlineClassification (rus-Cyrl)": 77.19, + "InappropriatenessClassification (rus-Cyrl)": 64.64, + "KinopoiskClassification (rus-Cyrl)": 50.33, + "MassiveIntentClassification (rus-Cyrl)": 61.42, + "MassiveScenarioClassification (rus-Cyrl)": 68.13, + "RuReviewsClassification (rus-Cyrl)": 58.29, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 54.19, + "RuSciBenchOECDClassification (rus-Cyrl)": 43.8 } ] }, "Clustering": { "v_measure": [ { - "Model": "sup-simcse-bert-base-uncased", - "ArxivClusteringP2P": 35.18, - "ArxivClusteringS2S": 27.54, - "BiorxivClusteringP2P": 30.15, - "BiorxivClusteringS2S": 24.67, - "MedrxivClusteringP2P": 26.25, - "MedrxivClusteringS2S": 24.12, - "RedditClustering": 40.23, - "RedditClusteringP2P": 47.74, - "StackExchangeClustering": 47.55, - "StackExchangeClusteringP2P": 29.45, - "TwentyNewsgroupsClustering": 34.86 + "Model": "sbert_large_mt_nlu_ru", + "GeoreviewClusteringP2P (rus-Cyrl)": 58.45, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 52.2, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 47.29 } ] }, "PairClassification": { "ap": [ { - "Model": "sup-simcse-bert-base-uncased", - "SprintDuplicateQuestions": 69.39, - "TwitterSemEval2015": 67.75, - "TwitterURLCorpus": 83.89 + "Model": "sbert_large_mt_nlu_ru", + "TERRa (rus-Cyrl)": 51.97 } ] }, "Reranking": { "map": [ { - "Model": "sup-simcse-bert-base-uncased", - "AskUbuntuDupQuestions": 51.8, - "MindSmallReranking": 29.3, - "SciDocsRR": 70.14, - "StackOverflowDupQuestions": 38.9 + "Model": "sbert_large_mt_nlu_ru", + "MIRACLReranking (rus-Cyrl)": 24.99, + "RuBQReranking (rus-Cyrl)": 56.13 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "sup-simcse-bert-base-uncased", - "ArguAna": 38.33, - "CQADupstackRetrieval": 14.5, - "ClimateFEVER": 11.98, - "DBPedia": 19.73, - "FEVER": 20.41, - "FiQA2018": 10.41, - "HotpotQA": 22.9, - "MSMARCO": 11.0, - "NFCorpus": 12.42, - "NQ": 16.08, - "QuoraRetrieval": 79.62, - "SCIDOCS": 7.53, - "SciFact": 29.59, - "TRECCOVID": 22.93, - "Touche2020": 9.9 + "Model": "sbert_large_mt_nlu_ru", + "MIRACLRetrieval (rus-Cyrl)": 6.2, + "RiaNewsRetrieval (rus-Cyrl)": 21.4, + "RuBQRetrieval (rus-Cyrl)": 29.8 } ] }, "STS": { "spearman": [ { - "Model": "sup-simcse-bert-base-uncased", - "BIOSSES": 68.38, - "SICK-R": 80.77, - "STS12": 75.3, - "STS13": 84.67, - "STS14": 80.19, - "STS15": 85.4, - "STS16": 80.82, - "STS17 (en-en)": 89.44, - "STS22 (en)": 61.96, - "STSBenchmark": 84.25 + "Model": "sbert_large_mt_nlu_ru", + "RUParaPhraserSTS (rus-Cyrl)": 65.17, + "RuSTSBenchmarkSTS (rus-Cyrl)": 71.22, + "STS22 (rus-Cyrl)": 56.82 } ] }, "Summarization": { "spearman": [ { - "Model": "sup-simcse-bert-base-uncased", - "SummEval": 31.17 + "Model": "sbert_large_mt_nlu_ru" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "sbert_large_mt_nlu_ru", + "CEDRClassification (rus-Cyrl)": 36.81, + "SensitiveTopicsClassification (rus-Cyrl)": 28.47 } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "sup-simcse-bert-base-uncased" + "Model": "sbert_large_mt_nlu_ru" } ] } }, - "e5-base": { + "text-embedding-3-large": { "BitextMining": { "f1": [ { - "Model": "e5-base", - "BornholmBitextMining": 40.09 + "Model": "text-embedding-3-large" } ] }, "Classification": { "accuracy": [ { - "Model": "e5-base", - "AngryTweetsClassification": 45.06, - "DKHateClassification": 58.51, - "DanishPoliticalCommentsClassification": 28.43, - "LccSentimentClassification": 37.47, - "MassiveIntentClassification (da)": 44.25, - "MassiveIntentClassification (nb)": 41.57, - "MassiveIntentClassification (sv)": 41.34, - "MassiveScenarioClassification (da)": 52.99, - "MassiveScenarioClassification (nb)": 50.33, - "MassiveScenarioClassification (sv)": 50.0, - "NoRecClassification": 42.0, - "NordicLangClassification": 59.34, - "NorwegianParliament": 57.42, - "ScalaDaClassification": 50.08, - "ScalaNbClassification": 50.18 + "Model": "text-embedding-3-large", + "AmazonCounterfactualClassification (en)": 78.93, + "AmazonPolarityClassification": 92.85, + "AmazonReviewsClassification (en)": 48.7, + "Banking77Classification": 85.69, + "EmotionClassification": 51.58, + "ImdbClassification": 87.67, + "MTOPDomainClassification (en)": 95.36, + "MTOPIntentClassification (en)": 75.07, + "MassiveIntentClassification (en)": 74.64, + "MassiveScenarioClassification (en)": 79.79, + "ToxicConversationsClassification": 72.92, + "TweetSentimentExtractionClassification": 62.22 } ] }, "Clustering": { "v_measure": [ { - "Model": "e5-base" + "Model": "text-embedding-3-large", + "ArxivClusteringP2P": 49.01, + "ArxivClusteringS2S": 44.45, + "BiorxivClusteringP2P": 38.03, + "BiorxivClusteringS2S": 36.53, + "MedrxivClusteringP2P": 32.7, + "MedrxivClusteringS2S": 31.27, + "RedditClustering": 67.84, + "RedditClusteringP2P": 67.96, + "StackExchangeClustering": 76.26, + "StackExchangeClusteringP2P": 36.88, + "TwentyNewsgroupsClustering": 58.14 } ] }, "PairClassification": { "ap": [ { - "Model": "e5-base" + "Model": "text-embedding-3-large", + "SprintDuplicateQuestions": 92.25, + "TwitterSemEval2015": 77.13, + "TwitterURLCorpus": 87.78 } ] }, "Reranking": { "map": [ { - "Model": "e5-base" + "Model": "text-embedding-3-large", + "AskUbuntuDupQuestions": 65.03, + "MindSmallReranking": 29.86, + "SciDocsRR": 86.66, + "StackOverflowDupQuestions": 55.08 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "text-embedding-3-large", + "AILACasedocs": 39.0, + "AILAStatutes": 41.31, + "ARCChallenge": 23.98, + "AlphaNLI": 37.27, + "ArguAna": 58.05, + "BrightRetrieval (theoremqa_questions)": 22.22, + "BrightRetrieval (leetcode)": 23.65, + "BrightRetrieval (earth_science)": 26.27, + "BrightRetrieval (psychology)": 27.52, + "BrightRetrieval (robotics)": 12.93, + "BrightRetrieval (economics)": 19.98, + "BrightRetrieval (stackoverflow)": 12.49, + "BrightRetrieval (biology)": 23.67, + "BrightRetrieval (theoremqa_theorems)": 9.25, + "BrightRetrieval (pony)": 2.45, + "BrightRetrieval (sustainable_living)": 20.32, + "BrightRetrieval (aops)": 8.45, + "CQADupstackRetrieval": 47.54, + "ClimateFEVER": 30.27, + "DBPedia": 44.76, + "FEVER": 87.94, + "FiQA2018": 55.0, + "GerDaLIRSmall": 32.77, + "HellaSwag": 34.12, + "HotpotQA": 71.58, + "LEMBNarrativeQARetrieval": 44.09, + "LEMBNeedleRetrieval": 29.25, + "LEMBPasskeyRetrieval": 63.0, + "LEMBQMSumRetrieval": 32.49, + "LEMBSummScreenFDRetrieval": 84.8, + "LEMBWikimQARetrieval": 54.16, + "LeCaRDv2": 57.2, + "LegalBenchConsumerContractsQA": 79.39, + "LegalBenchCorporateLobbying": 95.09, + "LegalQuAD": 57.47, + "LegalSummarization": 71.55, + "MSMARCO": 40.24, + "NFCorpus": 42.07, + "NQ": 61.27, + "PIQA": 41.96, + "Quail": 10.15, + "QuoraRetrieval": 89.05, + "RARbCode": 89.64, + "RARbMath": 90.08, + "SCIDOCS": 23.11, + "SIQA": 3.44, + "SciFact": 77.77, + "SpartQA": 7.51, + "TRECCOVID": 79.56, + "TempReasonL1": 2.13, + "TempReasonL2Fact": 28.65, + "TempReasonL2Pure": 10.34, + "TempReasonL3Fact": 25.52, + "TempReasonL3Pure": 15.28, + "Touche2020": 23.35, + "WinoGrande": 29.11 } ] }, - "Retrieval": { - "ndcg_at_10": [ + "STS": { + "spearman": [ { - "Model": "e5-base", - "LEMBNarrativeQARetrieval": 25.31, - "LEMBNeedleRetrieval": 28.5, - "LEMBPasskeyRetrieval": 33.25, - "LEMBQMSumRetrieval": 23.83, - "LEMBSummScreenFDRetrieval": 74.67, - "LEMBWikimQARetrieval": 55.85 + "Model": "text-embedding-3-large", + "BIOSSES": 84.68, + "SICK-R": 79.0, + "STS12": 72.84, + "STS13": 86.1, + "STS14": 81.15, + "STS15": 88.49, + "STS16": 85.08, + "STS17 (en-en)": 90.22, + "STS22 (en)": 66.14, + "STSBenchmark": 83.56 } ] }, - "STS": { + "Summarization": { "spearman": [ { - "Model": "e5-base" + "Model": "text-embedding-3-large", + "SummEval": 29.92 } ] }, - "Summarization": { - "spearman": [ + "MultilabelClassification": { + "accuracy": [ { - "Model": "e5-base" + "Model": "text-embedding-3-large" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "e5-base" + "Model": "text-embedding-3-large", + "Core17InstructionRetrieval": -0.2, + "News21InstructionRetrieval": -2.03, + "Robust04InstructionRetrieval": -5.81 } ] } }, - "udever-bloom-1b1": { + "komninos": { "BitextMining": { "f1": [ { - "Model": "udever-bloom-1b1" + "Model": "komninos", + "BUCC (de-en)": 0.18, + "BUCC (fr-en)": 0.08, + "BUCC (ru-en)": 0.15, + "BUCC (zh-en)": 0.05, + "Tatoeba (afr-eng)": 4.82, + "Tatoeba (amh-eng)": 1.18, + "Tatoeba (ang-eng)": 8.54, + "Tatoeba (ara-eng)": 0.63, + "Tatoeba (arq-eng)": 0.4, + "Tatoeba (arz-eng)": 0.63, + "Tatoeba (ast-eng)": 11.69, + "Tatoeba (awa-eng)": 0.0, + "Tatoeba (aze-eng)": 3.22, + "Tatoeba (bel-eng)": 1.75, + "Tatoeba (ben-eng)": 0.2, + "Tatoeba (ber-eng)": 7.0, + "Tatoeba (bos-eng)": 9.31, + "Tatoeba (bre-eng)": 4.17, + "Tatoeba (bul-eng)": 1.29, + "Tatoeba (cat-eng)": 7.73, + "Tatoeba (cbk-eng)": 5.61, + "Tatoeba (ceb-eng)": 4.88, + "Tatoeba (ces-eng)": 3.55, + "Tatoeba (cha-eng)": 19.29, + "Tatoeba (cmn-eng)": 0.5, + "Tatoeba (cor-eng)": 4.15, + "Tatoeba (csb-eng)": 5.69, + "Tatoeba (cym-eng)": 8.4, + "Tatoeba (dan-eng)": 6.99, + "Tatoeba (deu-eng)": 3.67, + "Tatoeba (dsb-eng)": 5.33, + "Tatoeba (dtp-eng)": 4.25, + "Tatoeba (ell-eng)": 0.63, + "Tatoeba (epo-eng)": 2.45, + "Tatoeba (est-eng)": 2.69, + "Tatoeba (eus-eng)": 4.69, + "Tatoeba (fao-eng)": 7.61, + "Tatoeba (fin-eng)": 3.36, + "Tatoeba (fra-eng)": 7.0, + "Tatoeba (fry-eng)": 12.36, + "Tatoeba (gla-eng)": 3.07, + "Tatoeba (gle-eng)": 4.81, + "Tatoeba (glg-eng)": 8.12, + "Tatoeba (gsw-eng)": 18.87, + "Tatoeba (heb-eng)": 0.68, + "Tatoeba (hin-eng)": 0.1, + "Tatoeba (hrv-eng)": 5.41, + "Tatoeba (hsb-eng)": 6.32, + "Tatoeba (hun-eng)": 3.42, + "Tatoeba (hye-eng)": 0.97, + "Tatoeba (ido-eng)": 7.1, + "Tatoeba (ile-eng)": 13.61, + "Tatoeba (ina-eng)": 8.57, + "Tatoeba (ind-eng)": 7.26, + "Tatoeba (isl-eng)": 4.09, + "Tatoeba (ita-eng)": 5.54, + "Tatoeba (jav-eng)": 11.43, + "Tatoeba (jpn-eng)": 0.2, + "Tatoeba (kab-eng)": 2.71, + "Tatoeba (kat-eng)": 1.11, + "Tatoeba (kaz-eng)": 1.17, + "Tatoeba (khm-eng)": 0.55, + "Tatoeba (kor-eng)": 0.5, + "Tatoeba (kur-eng)": 8.55, + "Tatoeba (kzj-eng)": 4.61, + "Tatoeba (lat-eng)": 4.07, + "Tatoeba (lfn-eng)": 2.83, + "Tatoeba (lit-eng)": 0.95, + "Tatoeba (lvs-eng)": 3.25, + "Tatoeba (mal-eng)": 0.29, + "Tatoeba (mar-eng)": 0.2, + "Tatoeba (max-eng)": 14.53, + "Tatoeba (mhr-eng)": 0.2, + "Tatoeba (mkd-eng)": 0.2, + "Tatoeba (mon-eng)": 1.1, + "Tatoeba (nds-eng)": 10.37, + "Tatoeba (nld-eng)": 9.5, + "Tatoeba (nno-eng)": 4.49, + "Tatoeba (nob-eng)": 4.95, + "Tatoeba (nov-eng)": 14.53, + "Tatoeba (oci-eng)": 5.8, + "Tatoeba (orv-eng)": 0.24, + "Tatoeba (pam-eng)": 6.65, + "Tatoeba (pes-eng)": 0.5, + "Tatoeba (pms-eng)": 8.05, + "Tatoeba (pol-eng)": 5.13, + "Tatoeba (por-eng)": 5.87, + "Tatoeba (ron-eng)": 6.76, + "Tatoeba (rus-eng)": 0.2, + "Tatoeba (slk-eng)": 4.23, + "Tatoeba (slv-eng)": 6.05, + "Tatoeba (spa-eng)": 5.03, + "Tatoeba (sqi-eng)": 4.36, + "Tatoeba (srp-eng)": 1.77, + "Tatoeba (swe-eng)": 6.72, + "Tatoeba (swg-eng)": 8.54, + "Tatoeba (swh-eng)": 11.49, + "Tatoeba (tam-eng)": 1.3, + "Tatoeba (tat-eng)": 0.77, + "Tatoeba (tel-eng)": 0.85, + "Tatoeba (tgl-eng)": 2.61, + "Tatoeba (tha-eng)": 0.69, + "Tatoeba (tuk-eng)": 5.76, + "Tatoeba (tur-eng)": 5.24, + "Tatoeba (tzl-eng)": 15.51, + "Tatoeba (uig-eng)": 0.6, + "Tatoeba (ukr-eng)": 1.23, + "Tatoeba (urd-eng)": 0.4, + "Tatoeba (uzb-eng)": 4.73, + "Tatoeba (vie-eng)": 6.55, + "Tatoeba (war-eng)": 4.12, + "Tatoeba (wuu-eng)": 0.2, + "Tatoeba (xho-eng)": 4.33, + "Tatoeba (yid-eng)": 0.59, + "Tatoeba (yue-eng)": 0.5, + "Tatoeba (zsm-eng)": 7.27 } ] }, "Classification": { "accuracy": [ { - "Model": "udever-bloom-1b1", - "AmazonReviewsClassification (fr)": 35.12, - "MTOPDomainClassification (fr)": 69.24, - "MTOPIntentClassification (fr)": 51.25, - "MasakhaNEWSClassification (fra)": 80.83, - "MassiveIntentClassification (fr)": 43.21, - "MassiveScenarioClassification (fr)": 49.78 + "Model": "komninos", + "AmazonCounterfactualClassification (en)": 60.54, + "AmazonPolarityClassification": 59.59, + "AmazonReviewsClassification (en)": 31.01, + "Banking77Classification": 67.05, + "EmotionClassification": 33.18, + "ImdbClassification": 63.98, + "MTOPDomainClassification (en)": 78.57, + "MTOPIntentClassification (en)": 57.07, + "MassiveIntentClassification (en)": 57.21, + "MassiveScenarioClassification (en)": 66.11, + "ToxicConversationsClassification": 67.76, + "TweetSentimentExtractionClassification": 49.68 } ] }, "Clustering": { "v_measure": [ { - "Model": "udever-bloom-1b1", - "AlloProfClusteringP2P": 62.22, - "AlloProfClusteringS2S": 27.06, - "HALClusteringS2S": 13.86, - "MLSUMClusteringP2P": 44.11, - "MLSUMClusteringS2S": 30.47, - "MasakhaNEWSClusteringP2P (fra)": 40.2, - "MasakhaNEWSClusteringS2S (fra)": 27.35 + "Model": "komninos", + "ArxivClusteringP2P": 34.73, + "ArxivClusteringS2S": 26.01, + "BiorxivClusteringP2P": 29.76, + "BiorxivClusteringS2S": 20.71, + "BlurbsClusteringP2P": 11.37, + "BlurbsClusteringS2S": 8.01, + "MedrxivClusteringP2P": 26.65, + "MedrxivClusteringS2S": 21.5, + "RedditClustering": 28.84, + "RedditClusteringP2P": 7.37, + "StackExchangeClustering": 39.04, + "StackExchangeClusteringP2P": 30.23, + "TenKGnadClusteringP2P": 15.89, + "TenKGnadClusteringS2S": 4.84, + "TwentyNewsgroupsClustering": 27.42 } ] }, "PairClassification": { "ap": [ { - "Model": "udever-bloom-1b1", - "OpusparcusPC (fr)": 85.54, - "PawsXPairClassification (fr)": 61.99 + "Model": "komninos", + "SprintDuplicateQuestions": 85.55, + "TwitterSemEval2015": 53.85, + "TwitterURLCorpus": 79.41 } ] }, "Reranking": { "map": [ { - "Model": "udever-bloom-1b1", - "AlloprofReranking": 39.13, - "SyntecReranking": 62.58 + "Model": "komninos", + "AskUbuntuDupQuestions": 50.88, + "MindSmallReranking": 28.92, + "SciDocsRR": 63.55, + "StackOverflowDupQuestions": 35.65 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "udever-bloom-1b1", - "AlloprofRetrieval": 12.37, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 2.78, - "SyntecRetrieval": 40.57, - "XPQARetrieval (fr)": 33.82 + "Model": "komninos", + "ArguAna": 30.96, + "CQADupstackRetrieval": 16.79, + "ClimateFEVER": 14.87, + "DBPedia": 15.88, + "FEVER": 15.56, + "FiQA2018": 10.49, + "HotpotQA": 20.77, + "MSMARCO": 9.75, + "NFCorpus": 11.79, + "NQ": 12.75, + "QuoraRetrieval": 71.57, + "SCIDOCS": 8.47, + "SciFact": 29.53, + "TRECCOVID": 35.92, + "Touche2020": 13.17 } ] }, "STS": { "spearman": [ { - "Model": "udever-bloom-1b1", - "SICKFr": 59.94, - "STS22 (fr)": 77.1, - "STSBenchmarkMultilingualSTS (fr)": 49.97 + "Model": "komninos", + "BIOSSES": 50.25, + "SICK-R": 55.49, + "STS12": 53.51, + "STS13": 70.8, + "STS14": 63.56, + "STS15": 74.08, + "STS16": 64.6, + "STS17 (ar-ar)": 13.78, + "STS17 (en-ar)": 9.08, + "STS17 (en-de)": -3.11, + "STS17 (en-en)": 76.91, + "STS17 (en-tr)": -0.45, + "STS17 (es-en)": -8.18, + "STS17 (es-es)": 48.23, + "STS17 (fr-en)": 5.81, + "STS17 (it-en)": 3.64, + "STS17 (ko-ko)": 2.54, + "STS17 (nl-en)": 0.44, + "STS22 (ar)": 32.42, + "STS22 (de)": 33.04, + "STS22 (de-en)": 28.65, + "STS22 (de-fr)": 14.77, + "STS22 (de-pl)": 11.21, + "STS22 (en)": 53.89, + "STS22 (es)": 48.53, + "STS22 (es-en)": 26.97, + "STS22 (es-it)": 41.1, + "STS22 (fr)": 49.43, + "STS22 (fr-pl)": 39.44, + "STS22 (it)": 57.77, + "STS22 (pl)": 12.47, + "STS22 (pl-en)": 45.55, + "STS22 (ru)": 19.44, + "STS22 (tr)": 47.38, + "STS22 (zh)": 4.78, + "STS22 (zh-en)": 14.05, + "STSBenchmark": 61.55 } ] }, "Summarization": { "spearman": [ { - "Model": "udever-bloom-1b1", - "SummEvalFr": 29.48 + "Model": "komninos", + "SummEval": 30.49 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "komninos" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "udever-bloom-1b1" + "Model": "komninos" } ] } }, - "nomic-embed-text-v1.5-512": { + "OpenSearch-text-hybrid": { "BitextMining": { "f1": [ { - "Model": "nomic-embed-text-v1.5-512" + "Model": "OpenSearch-text-hybrid" } ] }, "Classification": { "accuracy": [ { - "Model": "nomic-embed-text-v1.5-512", - "AmazonCounterfactualClassification (en)": 74.27, - "AmazonPolarityClassification": 91.89, - "AmazonReviewsClassification (en)": 46.97, - "Banking77Classification": 84.15, - "EmotionClassification": 47.73, - "ImdbClassification": 85.47, - "MTOPDomainClassification (en)": 92.62, - "MTOPIntentClassification (en)": 74.27, - "MassiveIntentClassification (en)": 73.07, - "MassiveScenarioClassification (en)": 76.82, - "ToxicConversationsClassification": 71.25, - "TweetSentimentExtractionClassification": 60.4 + "Model": "OpenSearch-text-hybrid", + "AmazonReviewsClassification (zh)": 46.18, + "IFlyTek": 51.8, + "JDReview": 86.02, + "MassiveIntentClassification (zh-CN)": 73.85, + "MassiveScenarioClassification (zh-CN)": 77.13, + "MultilingualSentiment": 76.35, + "OnlineShopping": 93.2, + "TNews": 53.06, + "Waimai": 88.1 } ] }, "Clustering": { "v_measure": [ { - "Model": "nomic-embed-text-v1.5-512", - "ArxivClusteringP2P": 45.45, - "ArxivClusteringS2S": 36.19, - "BiorxivClusteringP2P": 38.41, - "BiorxivClusteringS2S": 32.28, - "MedrxivClusteringP2P": 34.47, - "MedrxivClusteringS2S": 31.43, - "RedditClustering": 55.9, - "RedditClusteringP2P": 60.58, - "StackExchangeClustering": 62.94, - "StackExchangeClusteringP2P": 33.81, - "TwentyNewsgroupsClustering": 49.36 + "Model": "OpenSearch-text-hybrid", + "CLSClusteringP2P": 41.64, + "CLSClusteringS2S": 40.33, + "ThuNewsClusteringP2P": 69.28, + "ThuNewsClusteringS2S": 63.75 } ] }, "PairClassification": { "ap": [ { - "Model": "nomic-embed-text-v1.5-512", - "SprintDuplicateQuestions": 92.91, - "TwitterSemEval2015": 74.3, - "TwitterURLCorpus": 86.57 + "Model": "OpenSearch-text-hybrid", + "Cmnli": 90.77, + "Ocnli": 85.44 } ] }, "Reranking": { "map": [ { - "Model": "nomic-embed-text-v1.5-512", - "AskUbuntuDupQuestions": 61.6, - "MindSmallReranking": 30.34, - "SciDocsRR": 80.33, - "StackOverflowDupQuestions": 50.32 + "Model": "OpenSearch-text-hybrid", + "CMedQAv1": 88.99, + "CMedQAv2": 89.6, + "MMarcoReranking": 28.12, + "T2Reranking": 66.38 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "nomic-embed-text-v1.5-512", - "ArguAna": 47.45, - "CQADupstackRetrieval": 39.06, - "ClimateFEVER": 40.7, - "DBPedia": 42.96, - "FEVER": 85.7, - "FiQA2018": 36.92, - "HotpotQA": 71.48, - "MSMARCO": 42.29, - "NFCorpus": 33.31, - "NQ": 58.83, - "QuoraRetrieval": 87.87, - "SCIDOCS": 17.88, - "SciFact": 70.12, - "TRECCOVID": 82.12, - "Touche2020": 29.24 + "Model": "OpenSearch-text-hybrid", + "CmedqaRetrieval": 46.56, + "CovidRetrieval": 84.03, + "DuRetrieval": 87.85, + "EcomRetrieval": 68.79, + "MMarcoRetrieval": 79.93, + "MedicalRetrieval": 65.92, + "T2Retrieval": 86.76, + "VideoRetrieval": 75.43 } ] }, "STS": { "spearman": [ { - "Model": "nomic-embed-text-v1.5-512", - "BIOSSES": 83.3, - "SICK-R": 79.27, - "STS12": 78.3, - "STS13": 85.81, - "STS14": 81.38, - "STS15": 86.79, - "STS16": 84.56, - "STS17 (en-en)": 87.25, - "STS22 (en)": 65.24, - "STSBenchmark": 85.14 + "Model": "OpenSearch-text-hybrid", + "AFQMC": 59.11, + "ATEC": 58.19, + "BQ": 71.07, + "LCQMC": 78.27, + "PAWSX": 44.98, + "QBQTC": 38.69, + "STS22 (zh)": 66.53, + "STSB": 82.8 } ] }, "Summarization": { "spearman": [ { - "Model": "nomic-embed-text-v1.5-512", - "SummEval": 30.47 + "Model": "OpenSearch-text-hybrid" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "OpenSearch-text-hybrid" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "nomic-embed-text-v1.5-512" + "Model": "OpenSearch-text-hybrid" } ] } }, - "text-embedding-3-large-instruct": { + "sentence-t5-xxl": { "BitextMining": { "f1": [ { - "Model": "text-embedding-3-large-instruct" + "Model": "sentence-t5-xxl" } ] }, "Classification": { "accuracy": [ { - "Model": "text-embedding-3-large-instruct" + "Model": "sentence-t5-xxl", + "AmazonCounterfactualClassification (en)": 77.07, + "AmazonPolarityClassification": 92.79, + "AmazonReviewsClassification (en)": 48.93, + "AmazonReviewsClassification (fr)": 46.09, + "Banking77Classification": 82.31, + "EmotionClassification": 48.57, + "ImdbClassification": 90.23, + "MTOPDomainClassification (en)": 92.49, + "MTOPDomainClassification (fr)": 86.2, + "MTOPIntentClassification (en)": 68.33, + "MTOPIntentClassification (fr)": 58.33, + "MasakhaNEWSClassification (fra)": 79.1, + "MassiveIntentClassification (en)": 73.44, + "MassiveIntentClassification (fr)": 65.91, + "MassiveScenarioClassification (en)": 74.82, + "MassiveScenarioClassification (fr)": 68.53, + "ToxicConversationsClassification": 70.04, + "TweetSentimentExtractionClassification": 62.01 } ] }, "Clustering": { "v_measure": [ { - "Model": "text-embedding-3-large-instruct" + "Model": "sentence-t5-xxl", + "AlloProfClusteringP2P": 60.98, + "AlloProfClusteringS2S": 43.5, + "ArxivClusteringP2P": 42.89, + "ArxivClusteringS2S": 33.47, + "BiorxivClusteringP2P": 36.53, + "BiorxivClusteringS2S": 28.66, + "BlurbsClusteringP2P": 39.91, + "BlurbsClusteringS2S": 15.94, + "HALClusteringS2S": 21.4, + "MLSUMClusteringP2P": 42.24, + "MLSUMClusteringS2S": 35.25, + "MasakhaNEWSClusteringP2P (fra)": 61.15, + "MasakhaNEWSClusteringS2S (fra)": 38.24, + "MedrxivClusteringP2P": 32.09, + "MedrxivClusteringS2S": 26.82, + "RedditClustering": 58.99, + "RedditClusteringP2P": 64.46, + "StackExchangeClustering": 70.78, + "StackExchangeClusteringP2P": 35.25, + "TenKGnadClusteringP2P": 43.43, + "TenKGnadClusteringS2S": 19.69, + "TwentyNewsgroupsClustering": 50.93 } ] }, "PairClassification": { "ap": [ { - "Model": "text-embedding-3-large-instruct" + "Model": "sentence-t5-xxl", + "OpusparcusPC (fr)": 93.94, + "PawsXPairClassification (fr)": 63.98, + "SprintDuplicateQuestions": 88.89, + "TwitterSemEval2015": 80.28, + "TwitterURLCorpus": 86.01 } ] }, "Reranking": { "map": [ { - "Model": "text-embedding-3-large-instruct" + "Model": "sentence-t5-xxl", + "AlloprofReranking": 68.36, + "AskUbuntuDupQuestions": 66.16, + "MindSmallReranking": 30.6, + "SciDocsRR": 76.09, + "StackOverflowDupQuestions": 52.85, + "SyntecReranking": 85.15 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "sentence-t5-xxl", + "AlloprofRetrieval": 45.75, + "ArguAna": 39.85, + "BSARDRetrieval": 3.33, + "CQADupstackRetrieval": 44.65, + "ClimateFEVER": 14.63, + "DBPedia": 39.19, + "FEVER": 51.2, + "FiQA2018": 46.68, + "HotpotQA": 42.14, + "MSMARCO": 27.67, + "MintakaRetrieval (fr)": 34.93, + "NFCorpus": 35.08, + "NQ": 52.87, + "QuoraRetrieval": 85.96, + "SCIDOCS": 17.17, + "SciFact": 55.38, + "SyntecRetrieval": 78.97, + "TRECCOVID": 59.48, + "Touche2020": 21.65, + "XPQARetrieval (fr)": 56.2 } ] }, - "Retrieval": { - "ndcg_at_10": [ + "STS": { + "spearman": [ { - "Model": "text-embedding-3-large-instruct", - "ARCChallenge": 21.22, - "AlphaNLI": 34.23, - "HellaSwag": 31.4, - "PIQA": 37.52, - "Quail": 13.6, - "RARbCode": 89.41, - "RARbMath": 87.73, - "SIQA": 4.99, - "SpartQA": 7.45, - "TempReasonL1": 2.07, - "TempReasonL2Fact": 39.77, - "TempReasonL2Pure": 11.04, - "TempReasonL3Fact": 37.04, - "TempReasonL3Pure": 15.51, - "WinoGrande": 33.92 + "Model": "sentence-t5-xxl", + "BIOSSES": 80.43, + "SICK-R": 80.47, + "SICKFr": 77.07, + "STS12": 78.85, + "STS13": 88.94, + "STS14": 84.86, + "STS15": 89.32, + "STS16": 84.67, + "STS17 (en-en)": 89.46, + "STS22 (en)": 65.33, + "STS22 (fr)": 76.8, + "STSBenchmark": 84.01, + "STSBenchmarkMultilingualSTS (fr)": 81.24 } ] }, - "STS": { + "Summarization": { "spearman": [ { - "Model": "text-embedding-3-large-instruct" + "Model": "sentence-t5-xxl", + "SummEval": 30.08, + "SummEvalFr": 30.39 } ] }, - "Summarization": { - "spearman": [ + "MultilabelClassification": { + "accuracy": [ { - "Model": "text-embedding-3-large-instruct" + "Model": "sentence-t5-xxl" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text-embedding-3-large-instruct" + "Model": "sentence-t5-xxl" } ] } }, - "sentence-croissant-llm-base": { + "gelectra-large": { "BitextMining": { "f1": [ { - "Model": "sentence-croissant-llm-base" + "Model": "gelectra-large" } ] }, "Classification": { "accuracy": [ { - "Model": "sentence-croissant-llm-base", - "AmazonReviewsClassification (fr)": 34.79, - "MTOPDomainClassification (fr)": 85.52, - "MTOPIntentClassification (fr)": 63.12, - "MasakhaNEWSClassification (fra)": 79.29, - "MassiveIntentClassification (fr)": 59.41, - "MassiveScenarioClassification (fr)": 65.29 + "Model": "gelectra-large" } ] }, "Clustering": { "v_measure": [ { - "Model": "sentence-croissant-llm-base", - "AlloProfClusteringP2P": 64.12, - "AlloProfClusteringS2S": 32.52, - "HALClusteringS2S": 23.4, - "MLSUMClusteringP2P": 42.94, - "MLSUMClusteringS2S": 33.91, - "MasakhaNEWSClusteringP2P (fra)": 53.94, - "MasakhaNEWSClusteringS2S (fra)": 41.05 + "Model": "gelectra-large", + "BlurbsClusteringP2P": 13.96, + "BlurbsClusteringS2S": 7.57, + "TenKGnadClusteringP2P": 11.49, + "TenKGnadClusteringS2S": 3.91 } ] }, "PairClassification": { "ap": [ { - "Model": "sentence-croissant-llm-base", - "OpusparcusPC (fr)": 91.42, - "PawsXPairClassification (fr)": 63.13 + "Model": "gelectra-large" } ] }, "Reranking": { "map": [ { - "Model": "sentence-croissant-llm-base", - "AlloprofReranking": 53.0, - "SyntecReranking": 82.9 + "Model": "gelectra-large" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "sentence-croissant-llm-base", - "AlloprofRetrieval": 29.97, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 21.31, - "SyntecRetrieval": 74.2, - "XPQARetrieval (fr)": 58.57 + "Model": "gelectra-large" } ] }, "STS": { "spearman": [ { - "Model": "sentence-croissant-llm-base", - "SICKFr": 69.6, - "STS22 (fr)": 78.77, - "STSBenchmarkMultilingualSTS (fr)": 79.23 + "Model": "gelectra-large" } ] }, "Summarization": { "spearman": [ { - "Model": "sentence-croissant-llm-base", - "SummEvalFr": 29.04 + "Model": "gelectra-large" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "gelectra-large" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "sentence-croissant-llm-base" + "Model": "gelectra-large" } ] } }, - "titan-embed-text-v1": { + "nomic-embed-text-v1.5-128": { "BitextMining": { "f1": [ { - "Model": "titan-embed-text-v1" + "Model": "nomic-embed-text-v1.5-128" } ] }, "Classification": { "accuracy": [ { - "Model": "titan-embed-text-v1", - "AmazonCounterfactualClassification (en)": 61.85, - "Banking77Classification": 83.21 + "Model": "nomic-embed-text-v1.5-128", + "AmazonCounterfactualClassification (en)": 69.78, + "AmazonPolarityClassification": 88.74, + "AmazonReviewsClassification (en)": 43.11, + "Banking77Classification": 82.78, + "EmotionClassification": 42.92, + "ImdbClassification": 80.87, + "MTOPDomainClassification (en)": 89.61, + "MTOPIntentClassification (en)": 68.9, + "MassiveIntentClassification (en)": 69.34, + "MassiveScenarioClassification (en)": 74.21, + "ToxicConversationsClassification": 68.16, + "TweetSentimentExtractionClassification": 57.99 } ] }, "Clustering": { "v_measure": [ { - "Model": "titan-embed-text-v1" + "Model": "nomic-embed-text-v1.5-128", + "ArxivClusteringP2P": 43.87, + "ArxivClusteringS2S": 34.57, + "BiorxivClusteringP2P": 36.79, + "BiorxivClusteringS2S": 30.68, + "MedrxivClusteringP2P": 34.09, + "MedrxivClusteringS2S": 31.3, + "RedditClustering": 53.31, + "RedditClusteringP2P": 58.96, + "StackExchangeClustering": 59.92, + "StackExchangeClusteringP2P": 33.88, + "TwentyNewsgroupsClustering": 47.29 } ] }, "PairClassification": { "ap": [ { - "Model": "titan-embed-text-v1" + "Model": "nomic-embed-text-v1.5-128", + "SprintDuplicateQuestions": 91.45, + "TwitterSemEval2015": 73.23, + "TwitterURLCorpus": 85.93 } ] }, "Reranking": { "map": [ { - "Model": "titan-embed-text-v1", - "SciDocsRR": 88.87 + "Model": "nomic-embed-text-v1.5-128", + "AskUbuntuDupQuestions": 61.16, + "MindSmallReranking": 30.02, + "SciDocsRR": 78.05, + "StackOverflowDupQuestions": 49.0 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "titan-embed-text-v1", - "ArguAna": 48.83, - "FiQA2018": 40.38, - "MSMARCO": 35.19, - "NQ": 51.08, - "SciFact": 73.5, - "TRECCOVID": 54.74 + "Model": "nomic-embed-text-v1.5-128", + "ArguAna": 43.4, + "CQADupstackRetrieval": 34.67, + "ClimateFEVER": 36.52, + "DBPedia": 36.22, + "FEVER": 80.48, + "FiQA2018": 32.08, + "HotpotQA": 60.09, + "MSMARCO": 39.99, + "NFCorpus": 30.72, + "NQ": 53.62, + "QuoraRetrieval": 87.07, + "SCIDOCS": 15.56, + "SciFact": 64.28, + "TRECCOVID": 74.58, + "Touche2020": 26.99 } ] }, "STS": { "spearman": [ { - "Model": "titan-embed-text-v1", - "BIOSSES": 84.17, - "SICK-R": 73.05, - "STS12": 66.59, - "STS13": 83.24, - "STS14": 73.71, - "STS15": 82.4, - "STS16": NaN, - "STS17 (en-en)": 80.9, - "STSBenchmark": 74.85 + "Model": "nomic-embed-text-v1.5-128", + "BIOSSES": 80.19, + "SICK-R": 79.09, + "STS12": 77.49, + "STS13": 85.62, + "STS14": 80.5, + "STS15": 85.84, + "STS16": 83.9, + "STS17 (en-en)": 86.27, + "STS22 (en)": 64.24, + "STSBenchmark": 84.28 } ] }, "Summarization": { "spearman": [ { - "Model": "titan-embed-text-v1" + "Model": "nomic-embed-text-v1.5-128", + "SummEval": 29.59 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "nomic-embed-text-v1.5-128" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "titan-embed-text-v1" + "Model": "nomic-embed-text-v1.5-128" } ] } }, - "dragon-plus-instruct": { + "universal-sentence-encoder-multilingual-large-3": { "BitextMining": { "f1": [ { - "Model": "dragon-plus-instruct" + "Model": "universal-sentence-encoder-multilingual-large-3" } ] }, "Classification": { "accuracy": [ { - "Model": "dragon-plus-instruct" + "Model": "universal-sentence-encoder-multilingual-large-3", + "AmazonReviewsClassification (fr)": 35.09, + "MTOPDomainClassification (fr)": 88.19, + "MTOPIntentClassification (fr)": 63.64, + "MasakhaNEWSClassification (fra)": 72.04, + "MassiveIntentClassification (fr)": 65.8, + "MassiveScenarioClassification (fr)": 73.47 } ] }, "Clustering": { "v_measure": [ { - "Model": "dragon-plus-instruct" + "Model": "universal-sentence-encoder-multilingual-large-3", + "AlloProfClusteringP2P": 54.21, + "AlloProfClusteringS2S": 37.95, + "HALClusteringS2S": 18.94, + "MLSUMClusteringP2P": 41.02, + "MLSUMClusteringS2S": 37.97, + "MasakhaNEWSClusteringP2P (fra)": 24.09, + "MasakhaNEWSClusteringS2S (fra)": 40.24 } ] }, "PairClassification": { "ap": [ { - "Model": "dragon-plus-instruct" + "Model": "universal-sentence-encoder-multilingual-large-3", + "OpusparcusPC (fr)": 93.38, + "PawsXPairClassification (fr)": 53.62 } ] }, "Reranking": { "map": [ { - "Model": "dragon-plus-instruct" + "Model": "universal-sentence-encoder-multilingual-large-3", + "AlloprofReranking": 55.39, + "SyntecReranking": 77.13 } ] }, - "Retrieval": { - "ndcg_at_10": [ - { - "Model": "dragon-plus-instruct", - "ARCChallenge": 8.24, - "AlphaNLI": 25.18, - "HellaSwag": 24.06, - "PIQA": 26.35, - "Quail": 4.2, - "RARbCode": 12.84, - "RARbMath": 36.15, - "SIQA": 1.75, - "SpartQA": 10.82, - "TempReasonL1": 1.54, - "TempReasonL2Fact": 16.11, - "TempReasonL2Pure": 0.57, - "TempReasonL3Fact": 14.81, - "TempReasonL3Pure": 7.46, - "WinoGrande": 60.84 + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "universal-sentence-encoder-multilingual-large-3", + "AlloprofRetrieval": 33.78, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 26.21, + "SyntecRetrieval": 63.69, + "XPQARetrieval (fr)": 65.21 } ] }, "STS": { "spearman": [ { - "Model": "dragon-plus-instruct" + "Model": "universal-sentence-encoder-multilingual-large-3", + "SICKFr": 74.39, + "STS22 (fr)": 71.11, + "STSBenchmarkMultilingualSTS (fr)": 78.16 } ] }, "Summarization": { "spearman": [ { - "Model": "dragon-plus-instruct" + "Model": "universal-sentence-encoder-multilingual-large-3", + "SummEvalFr": 28.56 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "universal-sentence-encoder-multilingual-large-3" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "dragon-plus-instruct" + "Model": "universal-sentence-encoder-multilingual-large-3" } ] } }, - "norbert3-large": { + "bm25": { "BitextMining": { "f1": [ { - "Model": "norbert3-large", - "BornholmBitextMining": 2.9 + "Model": "bm25" } ] }, "Classification": { "accuracy": [ { - "Model": "norbert3-large", - "AngryTweetsClassification": 49.04, - "DKHateClassification": 62.71, - "DanishPoliticalCommentsClassification": 33.53, - "LccSentimentClassification": 46.93, - "MassiveIntentClassification (da)": 45.98, - "MassiveIntentClassification (nb)": 47.42, - "MassiveIntentClassification (sv)": 48.47, - "MassiveScenarioClassification (da)": 50.51, - "MassiveScenarioClassification (nb)": 54.25, - "MassiveScenarioClassification (sv)": 50.6, - "NoRecClassification": 50.46, - "NordicLangClassification": 84.25, - "NorwegianParliament": 58.85, - "ScalaDaClassification": 60.72, - "ScalaNbClassification": 66.79 + "Model": "bm25" } ] }, "Clustering": { "v_measure": [ { - "Model": "norbert3-large" + "Model": "bm25" } ] }, "PairClassification": { "ap": [ { - "Model": "norbert3-large" + "Model": "bm25" } ] }, "Reranking": { "map": [ { - "Model": "norbert3-large" + "Model": "bm25" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "norbert3-large" + "Model": "bm25", + "BrightRetrieval (robotics)": 13.53, + "BrightRetrieval (pony)": 7.93, + "BrightRetrieval (leetcode)": 24.37, + "BrightRetrieval (earth_science)": 27.06, + "BrightRetrieval (stackoverflow)": 16.55, + "BrightRetrieval (economics)": 14.87, + "BrightRetrieval (theoremqa_questions)": 9.78, + "BrightRetrieval (theoremqa_theorems)": 4.25, + "BrightRetrieval (psychology)": 12.51, + "BrightRetrieval (sustainable_living)": 15.22, + "BrightRetrieval (biology)": 19.19, + "BrightRetrieval (aops)": 6.2 } ] }, "STS": { "spearman": [ { - "Model": "norbert3-large" + "Model": "bm25" } ] }, "Summarization": { "spearman": [ { - "Model": "norbert3-large" + "Model": "bm25" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bm25" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "norbert3-large" + "Model": "bm25", + "Core17InstructionRetrieval": -1.06, + "News21InstructionRetrieval": -2.15, + "Robust04InstructionRetrieval": -3.06 } ] } }, - "bert-base-15lang-cased": { + "LLM2Vec-Llama-2-unsupervised": { "BitextMining": { "f1": [ { - "Model": "bert-base-15lang-cased" + "Model": "LLM2Vec-Llama-2-unsupervised" } ] }, "Classification": { "accuracy": [ { - "Model": "bert-base-15lang-cased", - "AmazonReviewsClassification (fr)": 29.35, - "MTOPDomainClassification (fr)": 63.7, - "MTOPIntentClassification (fr)": 37.85, - "MasakhaNEWSClassification (fra)": 63.89, - "MassiveIntentClassification (fr)": 37.28, - "MassiveScenarioClassification (fr)": 44.47 + "Model": "LLM2Vec-Llama-2-unsupervised", + "AmazonCounterfactualClassification (en)": 76.91, + "AmazonPolarityClassification": 79.05, + "AmazonReviewsClassification (en)": 40.08, + "Banking77Classification": 84.65, + "EmotionClassification": 46.58, + "ImdbClassification": 75.68, + "MTOPDomainClassification (en)": 94.33, + "MTOPIntentClassification (en)": 79.54, + "MassiveIntentClassification (en)": 73.84, + "MassiveScenarioClassification (en)": 79.17, + "ToxicConversationsClassification": 71.81, + "TweetSentimentExtractionClassification": 57.17 } ] }, "Clustering": { "v_measure": [ { - "Model": "bert-base-15lang-cased", - "AlloProfClusteringP2P": 53.16, - "AlloProfClusteringS2S": 43.43, - "HALClusteringS2S": 20.26, - "MLSUMClusteringP2P": 41.22, - "MLSUMClusteringS2S": 31.88, - "MasakhaNEWSClusteringP2P (fra)": 24.23, - "MasakhaNEWSClusteringS2S (fra)": 24.46 + "Model": "LLM2Vec-Llama-2-unsupervised", + "ArxivClusteringP2P": 47.81, + "ArxivClusteringS2S": 40.53, + "BiorxivClusteringP2P": 38.12, + "BiorxivClusteringS2S": 31.25, + "MedrxivClusteringP2P": 30.94, + "MedrxivClusteringS2S": 28.04, + "RedditClustering": 42.84, + "RedditClusteringP2P": 60.1, + "StackExchangeClustering": 65.12, + "StackExchangeClusteringP2P": 33.61, + "TwentyNewsgroupsClustering": 30.76 } ] }, "PairClassification": { "ap": [ { - "Model": "bert-base-15lang-cased", - "OpusparcusPC (fr)": 86.78, - "PawsXPairClassification (fr)": 53.38 + "Model": "LLM2Vec-Llama-2-unsupervised", + "SprintDuplicateQuestions": 87.57, + "TwitterSemEval2015": 65.14, + "TwitterURLCorpus": 80.94 } ] }, "Reranking": { "map": [ { - "Model": "bert-base-15lang-cased", - "AlloprofReranking": 36.21, - "SyntecReranking": 53.25 + "Model": "LLM2Vec-Llama-2-unsupervised", + "AskUbuntuDupQuestions": 55.56, + "MindSmallReranking": 30.86, + "SciDocsRR": 77.62, + "StackOverflowDupQuestions": 47.77 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bert-base-15lang-cased", - "AlloprofRetrieval": 1.61, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 3.55, - "SyntecRetrieval": 18.95, - "XPQARetrieval (fr)": 18.35 + "Model": "LLM2Vec-Llama-2-unsupervised", + "ArguAna": 47.09, + "CQADupstackRetrieval": 30.78, + "ClimateFEVER": 20.67, + "DBPedia": 25.81, + "FEVER": 43.48, + "FiQA2018": 24.62, + "HotpotQA": 48.46, + "MSMARCO": 18.81, + "NFCorpus": 26.81, + "NQ": 33.21, + "QuoraRetrieval": 86.15, + "SCIDOCS": 10.0, + "SciFact": 64.48, + "TRECCOVID": 60.67, + "Touche2020": 10.18 } ] }, "STS": { "spearman": [ { - "Model": "bert-base-15lang-cased", - "SICKFr": 58.77, - "STS22 (fr)": 40.4, - "STSBenchmarkMultilingualSTS (fr)": 52.25 + "Model": "LLM2Vec-Llama-2-unsupervised", + "BIOSSES": 82.41, + "SICK-R": 71.77, + "STS12": 65.39, + "STS13": 79.26, + "STS14": 72.98, + "STS15": 82.72, + "STS16": 81.02, + "STS17 (en-en)": 86.7, + "STS22 (en)": 63.47, + "STSBenchmark": 78.32 } ] }, "Summarization": { "spearman": [ { - "Model": "bert-base-15lang-cased", - "SummEvalFr": 29.13 + "Model": "LLM2Vec-Llama-2-unsupervised", + "SummEval": 31.38 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LLM2Vec-Llama-2-unsupervised" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bert-base-15lang-cased" + "Model": "LLM2Vec-Llama-2-unsupervised" } ] } }, - "gbert-base": { + "electra-small-swedish-cased-discriminator": { "BitextMining": { "f1": [ { - "Model": "gbert-base" + "Model": "electra-small-swedish-cased-discriminator", + "BornholmBitextMining": 0.85 } ] }, "Classification": { "accuracy": [ { - "Model": "gbert-base" + "Model": "electra-small-swedish-cased-discriminator", + "AngryTweetsClassification": 40.52, + "DKHateClassification": 52.28, + "DanishPoliticalCommentsClassification": 25.17, + "LccSentimentClassification": 36.67, + "MassiveIntentClassification (da)": 6.51, + "MassiveIntentClassification (nb)": 5.66, + "MassiveIntentClassification (sv)": 6.6, + "MassiveScenarioClassification (da)": 11.5, + "MassiveScenarioClassification (nb)": 11.26, + "MassiveScenarioClassification (sv)": 12.16, + "NoRecClassification": 39.72, + "NordicLangClassification": 44.53, + "NorwegianParliament": 52.44, + "ScalaDaClassification": 51.66, + "ScalaNbClassification": 52.41 } ] }, "Clustering": { "v_measure": [ { - "Model": "gbert-base", - "BlurbsClusteringP2P": 35.36, - "BlurbsClusteringS2S": 11.27, - "TenKGnadClusteringP2P": 37.16, - "TenKGnadClusteringS2S": 24.23 + "Model": "electra-small-swedish-cased-discriminator" } ] }, "PairClassification": { "ap": [ { - "Model": "gbert-base" + "Model": "electra-small-swedish-cased-discriminator" } ] }, "Reranking": { "map": [ { - "Model": "gbert-base" + "Model": "electra-small-swedish-cased-discriminator" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "gbert-base" + "Model": "electra-small-swedish-cased-discriminator" } ] }, "STS": { "spearman": [ { - "Model": "gbert-base" + "Model": "electra-small-swedish-cased-discriminator" } ] }, "Summarization": { "spearman": [ { - "Model": "gbert-base" + "Model": "electra-small-swedish-cased-discriminator" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "electra-small-swedish-cased-discriminator" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "gbert-base" + "Model": "electra-small-swedish-cased-discriminator" } ] } }, - "gelectra-base": { + "text2vec-base-chinese": { "BitextMining": { "f1": [ { - "Model": "gelectra-base" + "Model": "text2vec-base-chinese" } ] }, "Classification": { "accuracy": [ { - "Model": "gelectra-base" + "Model": "text2vec-base-chinese", + "AmazonReviewsClassification (zh)": 34.12, + "IFlyTek": 42.05, + "JDReview": 82.14, + "MassiveIntentClassification (zh-CN)": 63.98, + "MassiveScenarioClassification (zh-CN)": 70.52, + "MultilingualSentiment": 60.98, + "OnlineShopping": 85.69, + "TNews": 43.01, + "Waimai": 77.22 } ] }, "Clustering": { "v_measure": [ { - "Model": "gelectra-base", - "BlurbsClusteringP2P": 10.06, - "BlurbsClusteringS2S": 7.74, - "TenKGnadClusteringP2P": 9.02, - "TenKGnadClusteringS2S": 4.11 + "Model": "text2vec-base-chinese", + "CLSClusteringP2P": 35.27, + "CLSClusteringS2S": 32.42, + "ThuNewsClusteringP2P": 42.92, + "ThuNewsClusteringS2S": 40.01 } ] }, "PairClassification": { "ap": [ { - "Model": "gelectra-base" + "Model": "text2vec-base-chinese", + "Cmnli": 73.87, + "Ocnli": 60.95 } ] }, "Reranking": { "map": [ { - "Model": "gelectra-base" + "Model": "text2vec-base-chinese", + "CMedQAv1": 59.26, + "CMedQAv2": 59.82, + "MMarcoReranking": 12.76, + "T2Reranking": 65.95 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "gelectra-base" + "Model": "text2vec-base-chinese", + "CmedqaRetrieval": 15.91, + "CovidRetrieval": 44.81, + "DuRetrieval": 52.23, + "EcomRetrieval": 34.6, + "MMarcoRetrieval": 44.06, + "MedicalRetrieval": 27.56, + "T2Retrieval": 51.67, + "VideoRetrieval": 39.52 } ] }, "STS": { "spearman": [ { - "Model": "gelectra-base" + "Model": "text2vec-base-chinese", + "AFQMC": 26.06, + "ATEC": 31.93, + "BQ": 42.67, + "LCQMC": 70.16, + "PAWSX": 17.21, + "QBQTC": 24.62, + "STS22 (zh)": 55.35, + "STSB": 79.3 } ] }, "Summarization": { "spearman": [ { - "Model": "gelectra-base" + "Model": "text2vec-base-chinese" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text2vec-base-chinese" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "gelectra-base" + "Model": "text2vec-base-chinese" } ] } }, - "xlm-roberta-base": { + "bm25s": { "BitextMining": { "f1": [ { - "Model": "xlm-roberta-base", - "BornholmBitextMining": 4.42 + "Model": "bm25s" } ] }, "Classification": { "accuracy": [ { - "Model": "xlm-roberta-base", - "AmazonReviewsClassification (fr)": 26.75, - "AngryTweetsClassification": 52.41, - "DKHateClassification": 56.78, - "DanishPoliticalCommentsClassification": 34.03, - "LccSentimentClassification": 52.27, - "MTOPDomainClassification (fr)": 43.83, - "MTOPIntentClassification (fr)": 19.38, - "MasakhaNEWSClassification (fra)": 60.5, - "MassiveIntentClassification (da)": 41.06, - "MassiveIntentClassification (nb)": 40.46, - "MassiveIntentClassification (sv)": 45.12, - "MassiveIntentClassification (fr)": 13.58, - "MassiveScenarioClassification (da)": 43.91, - "MassiveScenarioClassification (nb)": 44.83, - "MassiveScenarioClassification (sv)": 47.35, - "MassiveScenarioClassification (fr)": 23.21, - "NoRecClassification": 46.28, - "NordicLangClassification": 79.39, - "NorwegianParliament": 56.75, - "ScalaDaClassification": 57.3, - "ScalaNbClassification": 58.33 + "Model": "bm25s" } ] }, "Clustering": { "v_measure": [ { - "Model": "xlm-roberta-base", - "AlloProfClusteringP2P": 52.24, - "AlloProfClusteringS2S": 20.37, - "HALClusteringS2S": 8.68, - "MLSUMClusteringP2P": 40.44, - "MLSUMClusteringS2S": 24.14, - "MasakhaNEWSClusteringP2P (fra)": 29.29, - "MasakhaNEWSClusteringS2S (fra)": 23.76 + "Model": "bm25s" } ] }, "PairClassification": { "ap": [ { - "Model": "xlm-roberta-base", - "OpusparcusPC (fr)": 85.45, - "PawsXPairClassification (fr)": 51.35 + "Model": "bm25s" } ] }, "Reranking": { "map": [ { - "Model": "xlm-roberta-base", - "AlloprofReranking": 25.58, - "SyntecReranking": 43.75 + "Model": "bm25s" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "xlm-roberta-base", - "AlloprofRetrieval": 0.16, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 0.88, - "SyntecRetrieval": 3.33, - "XPQARetrieval (fr)": 11.65 - } - ] - }, - "STS": { - "spearman": [ - { - "Model": "xlm-roberta-base", - "SICKFr": 48.62, - "STS22 (fr)": 56.72, - "STSBenchmarkMultilingualSTS (fr)": 46.23 - } - ] - }, - "Summarization": { - "spearman": [ - { - "Model": "xlm-roberta-base", - "SummEvalFr": 29.14 - } - ] - }, - "InstructionRetrieval": { - "p-MRR": [ - { - "Model": "xlm-roberta-base" - } - ] - } - }, - "all-mpnet-base-v2": { - "BitextMining": { - "f1": [ - { - "Model": "all-mpnet-base-v2", - "BornholmBitextMining (dan-Latn)": 27.44, - "Tatoeba (pol-Latn_eng-Latn)": 4.09, - "Tatoeba (ita-Latn_eng-Latn)": 11.1, - "Tatoeba (cat-Latn_eng-Latn)": 9.44, - "Tatoeba (aze-Latn_eng-Latn)": 1.49, - "Tatoeba (eus-Latn_eng-Latn)": 3.94, - "Tatoeba (epo-Latn_eng-Latn)": 7.15, - "Tatoeba (lit-Latn_eng-Latn)": 1.02, - "Tatoeba (ast-Latn_eng-Latn)": 9.78, - "Tatoeba (bul-Cyrl_eng-Latn)": 0.35, - "Tatoeba (ceb-Latn_eng-Latn)": 4.41, - "Tatoeba (mkd-Cyrl_eng-Latn)": 0.0, - "Tatoeba (tzl-Latn_eng-Latn)": 3.55, - "Tatoeba (zsm-Latn_eng-Latn)": 4.75, - "Tatoeba (mhr-Cyrl_eng-Latn)": 0.17, - "Tatoeba (pam-Latn_eng-Latn)": 4.32, - "Tatoeba (amh-Ethi_eng-Latn)": 0.0, - "Tatoeba (slv-Latn_eng-Latn)": 3.73, - "Tatoeba (lvs-Latn_eng-Latn)": 2.98, - "Tatoeba (sqi-Latn_eng-Latn)": 3.45, - "Tatoeba (orv-Cyrl_eng-Latn)": 0.0, - "Tatoeba (vie-Latn_eng-Latn)": 4.96, - "Tatoeba (pes-Arab_eng-Latn)": 0.2, - "Tatoeba (por-Latn_eng-Latn)": 10.48, - "Tatoeba (dtp-Latn_eng-Latn)": 3.54, - "Tatoeba (yid-Hebr_eng-Latn)": 0.08, - "Tatoeba (isl-Latn_eng-Latn)": 3.86, - "Tatoeba (cha-Latn_eng-Latn)": 12.2, - "Tatoeba (ron-Latn_eng-Latn)": 7.34, - "Tatoeba (hye-Armn_eng-Latn)": 0.14, - "Tatoeba (mar-Deva_eng-Latn)": 0.11, - "Tatoeba (hin-Deva_eng-Latn)": 0.02, - "Tatoeba (kor-Hang_eng-Latn)": 0.32, - "Tatoeba (srp-Cyrl_eng-Latn)": 1.89, - "Tatoeba (csb-Latn_eng-Latn)": 4.19, - "Tatoeba (jpn-Jpan_eng-Latn)": 1.71, - "Tatoeba (ber-Tfng_eng-Latn)": 4.56, - "Tatoeba (wuu-Hans_eng-Latn)": 0.91, - "Tatoeba (jav-Latn_eng-Latn)": 3.17, - "Tatoeba (nob-Latn_eng-Latn)": 4.37, - "Tatoeba (bre-Latn_eng-Latn)": 3.65, - "Tatoeba (kzj-Latn_eng-Latn)": 3.62, - "Tatoeba (urd-Arab_eng-Latn)": 0.0, - "Tatoeba (ces-Latn_eng-Latn)": 3.56, - "Tatoeba (cbk-Latn_eng-Latn)": 9.33, - "Tatoeba (gla-Latn_eng-Latn)": 2.04, - "Tatoeba (war-Latn_eng-Latn)": 5.14, - "Tatoeba (swh-Latn_eng-Latn)": 6.01, - "Tatoeba (swg-Latn_eng-Latn)": 7.86, - "Tatoeba (glg-Latn_eng-Latn)": 12.0, - "Tatoeba (fao-Latn_eng-Latn)": 7.08, - "Tatoeba (gsw-Latn_eng-Latn)": 10.67, - "Tatoeba (rus-Cyrl_eng-Latn)": 0.14, - "Tatoeba (kaz-Cyrl_eng-Latn)": 0.52, - "Tatoeba (gle-Latn_eng-Latn)": 2.19, - "Tatoeba (slk-Latn_eng-Latn)": 3.4, - "Tatoeba (nno-Latn_eng-Latn)": 5.75, - "Tatoeba (cor-Latn_eng-Latn)": 2.42, - "Tatoeba (nov-Latn_eng-Latn)": 16.61, - "Tatoeba (swe-Latn_eng-Latn)": 6.55, - "Tatoeba (max-Deva_eng-Latn)": 6.46, - "Tatoeba (oci-Latn_eng-Latn)": 8.57, - "Tatoeba (lfn-Latn_eng-Latn)": 6.1, - "Tatoeba (fra-Latn_eng-Latn)": 16.9, - "Tatoeba (ben-Beng_eng-Latn)": 0.0, - "Tatoeba (bel-Cyrl_eng-Latn)": 0.65, - "Tatoeba (lat-Latn_eng-Latn)": 5.78, - "Tatoeba (cmn-Hans_eng-Latn)": 2.22, - "Tatoeba (kat-Geor_eng-Latn)": 0.43, - "Tatoeba (bos-Latn_eng-Latn)": 4.6, - "Tatoeba (xho-Latn_eng-Latn)": 3.3, - "Tatoeba (tha-Thai_eng-Latn)": 0.0, - "Tatoeba (cym-Latn_eng-Latn)": 4.88, - "Tatoeba (deu-Latn_eng-Latn)": 11.46, - "Tatoeba (awa-Deva_eng-Latn)": 0.44, - "Tatoeba (ido-Latn_eng-Latn)": 9.84, - "Tatoeba (tat-Cyrl_eng-Latn)": 0.24, - "Tatoeba (kab-Latn_eng-Latn)": 1.31, - "Tatoeba (uzb-Latn_eng-Latn)": 1.98, - "Tatoeba (heb-Hebr_eng-Latn)": 0.28, - "Tatoeba (ara-Arab_eng-Latn)": 0.1, - "Tatoeba (fry-Latn_eng-Latn)": 12.43, - "Tatoeba (afr-Latn_eng-Latn)": 6.08, - "Tatoeba (kur-Latn_eng-Latn)": 3.65, - "Tatoeba (pms-Latn_eng-Latn)": 7.63, - "Tatoeba (ell-Grek_eng-Latn)": 0.0, - "Tatoeba (spa-Latn_eng-Latn)": 10.12, - "Tatoeba (dsb-Latn_eng-Latn)": 2.96, - "Tatoeba (uig-Arab_eng-Latn)": 0.33, - "Tatoeba (nld-Latn_eng-Latn)": 9.29, - "Tatoeba (tel-Telu_eng-Latn)": 0.73, - "Tatoeba (hrv-Latn_eng-Latn)": 3.77, - "Tatoeba (nds-Latn_eng-Latn)": 10.96, - "Tatoeba (hun-Latn_eng-Latn)": 3.23, - "Tatoeba (est-Latn_eng-Latn)": 2.35, - "Tatoeba (mal-Mlym_eng-Latn)": 0.15, - "Tatoeba (khm-Khmr_eng-Latn)": 0.28, - "Tatoeba (hsb-Latn_eng-Latn)": 3.12, - "Tatoeba (tgl-Latn_eng-Latn)": 4.06, - "Tatoeba (ang-Latn_eng-Latn)": 9.77, - "Tatoeba (tur-Latn_eng-Latn)": 3.16, - "Tatoeba (tuk-Latn_eng-Latn)": 2.23, - "Tatoeba (ile-Latn_eng-Latn)": 17.84, - "Tatoeba (mon-Cyrl_eng-Latn)": 0.81, - "Tatoeba (yue-Hant_eng-Latn)": 1.16, - "Tatoeba (ina-Latn_eng-Latn)": 22.55, - "Tatoeba (tam-Taml_eng-Latn)": 0.73, - "Tatoeba (ukr-Cyrl_eng-Latn)": 0.5, - "Tatoeba (dan-Latn_eng-Latn)": 10.01, - "Tatoeba (arq-Arab_eng-Latn)": 0.33, - "Tatoeba (arz-Arab_eng-Latn)": 0.0, - "Tatoeba (fin-Latn_eng-Latn)": 3.82, - "Tatoeba (ind-Latn_eng-Latn)": 4.88 + "Model": "bm25s", + "ArguAna": 49.28, + "CQADupstackRetrieval": 31.86, + "ClimateFEVER": 13.62, + "DBPedia": 29.91, + "FEVER": 48.09, + "FiQA2018": 25.14, + "HotpotQA": 56.91, + "MSMARCO": 21.89, + "NFCorpus": 32.08, + "NQ": 28.5, + "QuoraRetrieval": 80.42, + "SCIDOCS": 15.78, + "SciFact": 68.7, + "TRECCOVID": 62.31, + "Touche2020": 33.05 } ] }, - "Classification": { + "STS": { + "spearman": [ + { + "Model": "bm25s" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "bm25s" + } + ] + }, + "MultilabelClassification": { "accuracy": [ { - "Model": "all-mpnet-base-v2", - "AllegroReviews (pol-Latn)": 22.99, - "AmazonCounterfactualClassification (en-ext)": 67.5, - "AmazonCounterfactualClassification (en)": 65.03, - "AmazonCounterfactualClassification (deu-Latn)": 55.66, - "AmazonCounterfactualClassification (jpn-Jpan)": 60.69, - "AmazonPolarityClassification": 67.14, - "AmazonReviewsClassification (en)": 31.44, - "AmazonReviewsClassification (deu-Latn)": 26.05, - "AmazonReviewsClassification (spa-Latn)": 27.73, - "AmazonReviewsClassification (fra-Latn)": 28.49, - "AmazonReviewsClassification (jpn-Jpan)": 23.65, - "AmazonReviewsClassification (cmn-Hans)": 23.62, - "AngryTweetsClassification (dan-Latn)": 44.13, - "Banking77Classification": 81.7, - "CBD (pol-Latn)": 50.25, - "DanishPoliticalCommentsClassification (dan-Latn)": 28.31, - "EmotionClassification": 42.22, - "GeoreviewClassification (rus-Cyrl)": 25.93, - "HeadlineClassification (rus-Cyrl)": 28.53, - "IFlyTek (cmn-Hans)": 17.18, - "ImdbClassification": 71.17, - "InappropriatenessClassification (rus-Cyrl)": 51.82, - "JDReview (cmn-Hans)": 60.19, - "KinopoiskClassification (rus-Cyrl)": 34.18, - "LccSentimentClassification (dan-Latn)": 39.27, - "MTOPDomainClassification (en)": 91.89, - "MTOPDomainClassification (deu-Latn)": 71.86, - "MTOPDomainClassification (spa-Latn)": 71.3, - "MTOPDomainClassification (fra-Latn)": 74.88, - "MTOPDomainClassification (hin-Deva)": 39.93, - "MTOPDomainClassification (tha-Thai)": 17.54, - "MTOPIntentClassification (en)": 68.27, - "MTOPIntentClassification (deu-Latn)": 44.36, - "MTOPIntentClassification (spa-Latn)": 39.48, - "MTOPIntentClassification (fra-Latn)": 37.57, - "MTOPIntentClassification (hin-Deva)": 18.63, - "MTOPIntentClassification (tha-Thai)": 5.42, - "MasakhaNEWSClassification (amh-Ethi)": 36.49, - "MasakhaNEWSClassification (eng)": 79.75, - "MasakhaNEWSClassification (fra-Latn)": 77.77, - "MasakhaNEWSClassification (hau-Latn)": 59.22, - "MasakhaNEWSClassification (ibo-Latn)": 61.64, - "MasakhaNEWSClassification (lin-Latn)": 74.0, - "MasakhaNEWSClassification (lug-Latn)": 58.43, - "MasakhaNEWSClassification (orm-Ethi)": 48.15, - "MasakhaNEWSClassification (pcm-Latn)": 92.2, - "MasakhaNEWSClassification (run-Latn)": 64.72, - "MasakhaNEWSClassification (sna-Latn)": 73.69, - "MasakhaNEWSClassification (som-Latn)": 49.97, - "MasakhaNEWSClassification (swa-Latn)": 55.15, - "MasakhaNEWSClassification (tir-Ethi)": 27.46, - "MasakhaNEWSClassification (xho-Latn)": 60.98, - "MasakhaNEWSClassification (yor-Latn)": 63.33, - "MassiveIntentClassification (en)": 69.76, - "MassiveIntentClassification (jav-Latn)": 31.75, - "MassiveIntentClassification (fra-Latn)": 44.27, - "MassiveIntentClassification (msa-Latn)": 30.53, - "MassiveIntentClassification (hun-Latn)": 34.38, - "MassiveIntentClassification (pol-Latn)": 34.26, - "MassiveIntentClassification (nld-Latn)": 38.49, - "MassiveIntentClassification (tha-Thai)": 8.51, - "MassiveIntentClassification (tur-Latn)": 32.02, - "MassiveIntentClassification (tam-Taml)": 9.25, - "MassiveIntentClassification (hye-Armn)": 10.11, - "MassiveIntentClassification (khm-Khmr)": 4.74, - "MassiveIntentClassification (lav-Latn)": 35.08, - "MassiveIntentClassification (deu-Latn)": 44.54, - "MassiveIntentClassification (spa-Latn)": 39.75, - "MassiveIntentClassification (ben-Beng)": 12.35, - "MassiveIntentClassification (por-Latn)": 42.83, - "MassiveIntentClassification (ara-Arab)": 20.42, - "MassiveIntentClassification (cym-Latn)": 30.82, - "MassiveIntentClassification (dan-Latn)": 42.36, - "MassiveIntentClassification (mya-Mymr)": 4.6, - "MassiveIntentClassification (heb-Hebr)": 23.6, - "MassiveIntentClassification (kan-Knda)": 3.76, - "MassiveIntentClassification (swa-Latn)": 31.82, - "MassiveIntentClassification (fas-Arab)": 22.45, - "MassiveIntentClassification (hin-Deva)": 17.68, - "MassiveIntentClassification (kat-Geor)": 7.66, - "MassiveIntentClassification (mal-Mlym)": 2.64, - "MassiveIntentClassification (fin-Latn)": 34.58, - "MassiveIntentClassification (slv-Latn)": 34.49, - "MassiveIntentClassification (afr-Latn)": 36.49, - "MassiveIntentClassification (urd-Arab)": 12.86, - "MassiveIntentClassification (ron-Latn)": 38.07, - "MassiveIntentClassification (sqi-Latn)": 37.26, - "MassiveIntentClassification (cmo-Hant)": 22.43, - "MassiveIntentClassification (ita-Latn)": 40.29, - "MassiveIntentClassification (ind-Latn)": 36.31, - "MassiveIntentClassification (nob-Latn)": 39.3, - "MassiveIntentClassification (jpn-Jpan)": 33.13, - "MassiveIntentClassification (aze-Latn)": 28.92, - "MassiveIntentClassification (mon-Cyrl)": 19.65, - "MassiveIntentClassification (ell-Grek)": 24.52, - "MassiveIntentClassification (rus-Cyrl)": 23.98, - "MassiveIntentClassification (kor-Kore)": 13.35, - "MassiveIntentClassification (cmo-Hans)": 24.36, - "MassiveIntentClassification (isl-Latn)": 31.46, - "MassiveIntentClassification (swe-Latn)": 39.02, - "MassiveIntentClassification (tel-Telu)": 2.26, - "MassiveIntentClassification (vie-Latn)": 31.47, - "MassiveIntentClassification (tgl-Latn)": 36.33, - "MassiveIntentClassification (amh-Ethi)": 2.39, - "MassiveScenarioClassification (en)": 75.67, - "MassiveScenarioClassification (tur-Latn)": 39.11, - "MassiveScenarioClassification (kat-Geor)": 13.45, - "MassiveScenarioClassification (jpn-Jpan)": 40.57, - "MassiveScenarioClassification (spa-Latn)": 50.92, - "MassiveScenarioClassification (fas-Arab)": 27.8, - "MassiveScenarioClassification (hun-Latn)": 41.01, - "MassiveScenarioClassification (jav-Latn)": 40.0, - "MassiveScenarioClassification (por-Latn)": 52.06, - "MassiveScenarioClassification (sqi-Latn)": 44.67, - "MassiveScenarioClassification (lav-Latn)": 39.28, - "MassiveScenarioClassification (deu-Latn)": 54.09, - "MassiveScenarioClassification (nld-Latn)": 47.79, - "MassiveScenarioClassification (mon-Cyrl)": 25.58, - "MassiveScenarioClassification (swa-Latn)": 40.34, - "MassiveScenarioClassification (ben-Beng)": 17.49, - "MassiveScenarioClassification (cym-Latn)": 34.82, - "MassiveScenarioClassification (swe-Latn)": 44.53, - "MassiveScenarioClassification (rus-Cyrl)": 28.71, - "MassiveScenarioClassification (fra-Latn)": 54.26, - "MassiveScenarioClassification (dan-Latn)": 49.45, - "MassiveScenarioClassification (mya-Mymr)": 10.8, - "MassiveScenarioClassification (ron-Latn)": 47.86, - "MassiveScenarioClassification (cmo-Hans)": 35.33, - "MassiveScenarioClassification (hin-Deva)": 23.13, - "MassiveScenarioClassification (cmo-Hant)": 31.7, - "MassiveScenarioClassification (afr-Latn)": 43.63, - "MassiveScenarioClassification (aze-Latn)": 36.42, - "MassiveScenarioClassification (msa-Latn)": 37.28, - "MassiveScenarioClassification (ell-Grek)": 33.85, - "MassiveScenarioClassification (isl-Latn)": 39.36, - "MassiveScenarioClassification (fin-Latn)": 38.41, - "MassiveScenarioClassification (ind-Latn)": 43.05, - "MassiveScenarioClassification (pol-Latn)": 42.66, - "MassiveScenarioClassification (tam-Taml)": 14.55, - "MassiveScenarioClassification (ita-Latn)": 51.37, - "MassiveScenarioClassification (urd-Arab)": 20.0, - "MassiveScenarioClassification (kan-Knda)": 8.34, - "MassiveScenarioClassification (tel-Telu)": 7.81, - "MassiveScenarioClassification (mal-Mlym)": 7.69, - "MassiveScenarioClassification (ara-Arab)": 27.8, - "MassiveScenarioClassification (kor-Kore)": 17.28, - "MassiveScenarioClassification (vie-Latn)": 35.9, - "MassiveScenarioClassification (amh-Ethi)": 7.43, - "MassiveScenarioClassification (heb-Hebr)": 25.49, - "MassiveScenarioClassification (hye-Armn)": 16.86, - "MassiveScenarioClassification (khm-Khmr)": 9.63, - "MassiveScenarioClassification (slv-Latn)": 39.88, - "MassiveScenarioClassification (tgl-Latn)": 47.04, - "MassiveScenarioClassification (nob-Latn)": 45.75, - "MassiveScenarioClassification (tha-Thai)": 17.01, - "MultilingualSentiment (cmn-Hans)": 41.2, - "NoRecClassification (nob-Latn)": 38.34, - "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 50.15, - "OnlineShopping (cmn-Hans)": 56.94, - "PAC (pol-Latn)": 62.1, - "PolEmo2.0-IN (pol-Latn)": 41.63, - "PolEmo2.0-OUT (pol-Latn)": 25.0, - "RuReviewsClassification (rus-Cyrl)": 42.33, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 13.29, - "RuSciBenchOECDClassification (rus-Cyrl)": 10.62, - "TNews (cmn-Hans)": 21.05, - "ToxicConversationsClassification": 61.05, - "TweetSentimentExtractionClassification": 55.05, - "Waimai (cmn-Hans)": 63.31 + "Model": "bm25s" } ] }, - "Clustering": { - "v_measure": [ + "InstructionRetrieval": { + "p-MRR": [ { - "Model": "all-mpnet-base-v2", - "ArxivClusteringP2P": 48.38, - "ArxivClusteringS2S": 39.72, - "BiorxivClusteringP2P": 39.62, - "BiorxivClusteringS2S": 35.02, - "GeoreviewClusteringP2P (rus-Cyrl)": 20.33, - "MasakhaNEWSClusteringP2P (amh-Ethi)": 42.49, - "MasakhaNEWSClusteringP2P (eng)": 67.24, - "MasakhaNEWSClusteringP2P (fra-Latn)": 61.99, - "MasakhaNEWSClusteringP2P (hau-Latn)": 37.17, - "MasakhaNEWSClusteringP2P (ibo-Latn)": 52.0, - "MasakhaNEWSClusteringP2P (lin-Latn)": 69.68, - "MasakhaNEWSClusteringP2P (lug-Latn)": 50.96, - "MasakhaNEWSClusteringP2P (orm-Ethi)": 28.42, - "MasakhaNEWSClusteringP2P (pcm-Latn)": 64.01, - "MasakhaNEWSClusteringP2P (run-Latn)": 57.6, - "MasakhaNEWSClusteringP2P (sna-Latn)": 54.99, - "MasakhaNEWSClusteringP2P (som-Latn)": 31.16, - "MasakhaNEWSClusteringP2P (swa-Latn)": 28.29, - "MasakhaNEWSClusteringP2P (tir-Ethi)": 41.85, - "MasakhaNEWSClusteringP2P (xho-Latn)": 35.24, - "MasakhaNEWSClusteringP2P (yor-Latn)": 42.15, - "MasakhaNEWSClusteringS2S (amh-Ethi)": 44.48, - "MasakhaNEWSClusteringS2S (eng)": 35.69, - "MasakhaNEWSClusteringS2S (fra-Latn)": 41.05, - "MasakhaNEWSClusteringS2S (hau-Latn)": 16.64, - "MasakhaNEWSClusteringS2S (ibo-Latn)": 38.63, - "MasakhaNEWSClusteringS2S (lin-Latn)": 70.72, - "MasakhaNEWSClusteringS2S (lug-Latn)": 46.97, - "MasakhaNEWSClusteringS2S (orm-Ethi)": 23.85, - "MasakhaNEWSClusteringS2S (pcm-Latn)": 68.7, - "MasakhaNEWSClusteringS2S (run-Latn)": 52.27, - "MasakhaNEWSClusteringS2S (sna-Latn)": 47.64, - "MasakhaNEWSClusteringS2S (som-Latn)": 30.94, - "MasakhaNEWSClusteringS2S (swa-Latn)": 17.12, - "MasakhaNEWSClusteringS2S (tir-Ethi)": 42.01, - "MasakhaNEWSClusteringS2S (xho-Latn)": 24.16, - "MasakhaNEWSClusteringS2S (yor-Latn)": 35.04, - "MedrxivClusteringP2P": 35.58, - "MedrxivClusteringS2S": 32.87, - "RedditClustering": 54.82, - "RedditClusteringP2P": 56.77, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 14.66, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 12.49, - "StackExchangeClustering": 53.8, - "StackExchangeClusteringP2P": 34.28, - "TwentyNewsgroupsClustering": 49.74 + "Model": "bm25s" + } + ] + } + }, + "norbert3-base": { + "BitextMining": { + "f1": [ + { + "Model": "norbert3-base", + "BornholmBitextMining": 6.08 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "norbert3-base", + "AngryTweetsClassification": 52.48, + "DKHateClassification": 58.78, + "DanishPoliticalCommentsClassification": 34.14, + "LccSentimentClassification": 54.07, + "MassiveIntentClassification (da)": 53.16, + "MassiveIntentClassification (nb)": 54.2, + "MassiveIntentClassification (sv)": 52.08, + "MassiveScenarioClassification (da)": 57.17, + "MassiveScenarioClassification (nb)": 60.69, + "MassiveScenarioClassification (sv)": 53.53, + "NoRecClassification": 53.4, + "NordicLangClassification": 82.67, + "NorwegianParliament": 59.33, + "ScalaDaClassification": 58.25, + "ScalaNbClassification": 60.19 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "norbert3-base" } ] }, "PairClassification": { "ap": [ { - "Model": "all-mpnet-base-v2", - "CDSC-E (pol-Latn)": 45.37, - "OpusparcusPC (deu-Latn)": 89.78, - "OpusparcusPC (en)": 97.75, - "OpusparcusPC (fin-Latn)": 85.82, - "OpusparcusPC (fra-Latn)": 86.61, - "OpusparcusPC (rus-Cyrl)": 79.85, - "OpusparcusPC (swe-Latn)": 81.81, - "PSC (pol-Latn)": 83.28, - "PawsXPairClassification (deu-Latn)": 52.17, - "PawsXPairClassification (en)": 61.99, - "PawsXPairClassification (spa-Latn)": 55.06, - "PawsXPairClassification (fra-Latn)": 56.42, - "PawsXPairClassification (jpn-Hira)": 47.43, - "PawsXPairClassification (kor-Hang)": 49.75, - "PawsXPairClassification (cmn-Hans)": 52.47, - "SICK-E-PL (pol-Latn)": 46.51, - "SprintDuplicateQuestions": 90.15, - "TERRa (rus-Cyrl)": 44.52, - "TwitterSemEval2015": 73.85, - "TwitterURLCorpus": 85.11 + "Model": "norbert3-base" } ] }, "Reranking": { "map": [ { - "Model": "all-mpnet-base-v2", - "AlloprofReranking (fra-Latn)": 69.63, - "AskUbuntuDupQuestions": 65.85, - "MMarcoReranking (cmn-Hans)": 4.65, - "MindSmallReranking": 30.97, - "RuBQReranking (rus-Cyrl)": 30.96, - "SciDocsRR": 88.65, - "StackOverflowDupQuestions": 51.98, - "SyntecReranking (fra-Latn)": 66.12, - "T2Reranking (cmn-Hans)": 58.3 + "Model": "norbert3-base" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "all-mpnet-base-v2", - "AILACasedocs": 22.51, - "AILAStatutes": 21.27, - "ARCChallenge": 11.8, - "AlloprofRetrieval (fra-Latn)": 34.27, - "AlphaNLI": 22.41, - "ArguAna": 46.52, - "ArguAna-PL (pol-Latn)": 14.72, - "BSARDRetrieval (fra-Latn)": 6.98, - "BrightRetrieval (robotics)": 8.36, - "BrightRetrieval (psychology)": 22.63, - "BrightRetrieval (leetcode)": 26.4, - "BrightRetrieval (biology)": 15.52, - "BrightRetrieval (theoremqa_questions)": 18.49, - "BrightRetrieval (economics)": 16.64, - "BrightRetrieval (stackoverflow)": 9.48, - "BrightRetrieval (pony)": 6.95, - "BrightRetrieval (earth_science)": 20.11, - "BrightRetrieval (theoremqa_theorems)": 12.38, - "BrightRetrieval (sustainable_living)": 15.34, - "BrightRetrieval (aops)": 5.32, - "CQADupstackRetrieval": 44.96, - "ClimateFEVER": 21.97, - "CmedqaRetrieval (cmn-Hans)": 2.0, - "CovidRetrieval (cmn-Hans)": 3.7, - "DBPedia": 32.09, - "DuRetrieval (cmn-Hans)": 4.92, - "EcomRetrieval (cmn-Hans)": 3.94, - "FEVER": 50.86, - "FiQA-PL (pol-Latn)": 3.6, - "FiQA2018": 49.96, - "GerDaLIRSmall (deu-Latn)": 3.78, - "HellaSwag": 26.27, - "HotpotQA": 39.29, - "LEMBNarrativeQARetrieval": 19.34, - "LEMBNeedleRetrieval": 16.0, - "LEMBPasskeyRetrieval": 24.5, - "LEMBQMSumRetrieval": 21.54, - "LEMBSummScreenFDRetrieval": 60.43, - "LEMBWikimQARetrieval": 44.92, - "LeCaRDv2 (zho-Hans)": 18.09, - "LegalBenchConsumerContractsQA": 75.25, - "LegalBenchCorporateLobbying": 89.04, - "LegalQuAD (deu-Latn)": 10.67, - "LegalSummarization": 58.55, - "MMarcoRetrieval (cmn-Hans)": 7.13, - "MSMARCO": 39.75, - "MedicalRetrieval (cmn-Hans)": 1.71, - "MintakaRetrieval (ara-Arab)": 1.97, - "MintakaRetrieval (deu-Latn)": 17.21, - "MintakaRetrieval (spa-Latn)": 10.11, - "MintakaRetrieval (fra-Latn)": 12.93, - "MintakaRetrieval (hin-Deva)": 2.05, - "MintakaRetrieval (ita-Latn)": 5.63, - "MintakaRetrieval (jpn-Hira)": 6.72, - "MintakaRetrieval (por-Latn)": 8.05, - "NFCorpus": 33.29, - "NFCorpus-PL (pol-Latn)": 8.77, - "NQ": 50.45, - "PIQA": 29.03, - "Quail": 3.41, - "QuoraRetrieval": 87.46, - "RARbCode": 53.21, - "RARbMath": 71.85, - "RuBQRetrieval (rus-Cyrl)": 4.75, - "SCIDOCS": 23.76, - "SCIDOCS-PL (pol-Latn)": 4.02, - "SIQA": 2.38, - "SciFact": 65.57, - "SciFact-PL (pol-Latn)": 13.31, - "SpartQA": 0.22, - "SyntecRetrieval (fra-Latn)": 57.39, - "T2Retrieval (cmn-Hans)": 2.98, - "TRECCOVID": 51.33, - "TRECCOVID-PL (pol-Latn)": 12.12, - "TempReasonL1": 1.77, - "TempReasonL2Fact": 11.2, - "TempReasonL2Pure": 1.15, - "TempReasonL3Fact": 9.42, - "TempReasonL3Pure": 5.59, - "Touche2020": 19.93, - "VideoRetrieval (cmn-Hans)": 8.48, - "WinoGrande": 20.8, - "XPQARetrieval (ara-Arab_ara-Arab)": 9.42, - "XPQARetrieval (eng-Latn_ara-Arab)": 2.39, - "XPQARetrieval (ara-Arab_eng-Latn)": 8.98, - "XPQARetrieval (deu-Latn_deu-Latn)": 55.82, - "XPQARetrieval (eng-Latn_deu-Latn)": 11.74, - "XPQARetrieval (deu-Latn_eng-Latn)": 30.44, - "XPQARetrieval (spa-Latn_spa-Latn)": 40.01, - "XPQARetrieval (eng-Latn_spa-Latn)": 6.12, - "XPQARetrieval (spa-Latn_eng-Latn)": 29.44, - "XPQARetrieval (fra-Latn_fra-Latn)": 51.94, - "XPQARetrieval (eng-Latn_fra-Latn)": 11.48, - "XPQARetrieval (fra-Latn_eng-Latn)": 32.52, - "XPQARetrieval (hin-Deva_hin-Deva)": 37.48, - "XPQARetrieval (eng-Latn_hin-Deva)": 5.11, - "XPQARetrieval (hin-Deva_eng-Latn)": 7.37, - "XPQARetrieval (ita-Latn_ita-Latn)": 54.2, - "XPQARetrieval (eng-Latn_ita-Latn)": 6.08, - "XPQARetrieval (ita-Latn_eng-Latn)": 30.32, - "XPQARetrieval (jpn-Hira_jpn-Hira)": 37.45, - "XPQARetrieval (eng-Latn_jpn-Hira)": 5.79, - "XPQARetrieval (jpn-Hira_eng-Latn)": 14.77, - "XPQARetrieval (kor-Hang_kor-Hang)": 10.4, - "XPQARetrieval (eng-Latn_kor-Hang)": 7.09, - "XPQARetrieval (kor-Hang_eng-Latn)": 6.95, - "XPQARetrieval (pol-Latn_pol-Latn)": 23.67, - "XPQARetrieval (eng-Latn_pol-Latn)": 8.83, - "XPQARetrieval (pol-Latn_eng-Latn)": 15.94, - "XPQARetrieval (por-Latn_por-Latn)": 33.56, - "XPQARetrieval (eng-Latn_por-Latn)": 3.76, - "XPQARetrieval (por-Latn_eng-Latn)": 23.45, - "XPQARetrieval (tam-Taml_tam-Taml)": 5.53, - "XPQARetrieval (eng-Latn_tam-Taml)": 3.3, - "XPQARetrieval (tam-Taml_eng-Latn)": 4.0, - "XPQARetrieval (cmn-Hans_cmn-Hans)": 23.84, - "XPQARetrieval (eng-Latn_cmn-Hans)": 7.2, - "XPQARetrieval (cmn-Hans_eng-Latn)": 12.84 + "Model": "norbert3-base" } ] }, "STS": { "spearman": [ { - "Model": "all-mpnet-base-v2", - "AFQMC (cmn-Hans)": 8.01, - "ATEC (cmn-Hans)": 14.03, - "BIOSSES": 80.43, - "BQ (cmn-Hans)": 21.39, - "CDSC-R (pol-Latn)": 77.04, - "LCQMC (cmn-Hans)": 22.84, - "PAWSX (cmn-Hans)": 6.44, - "RUParaPhraserSTS (rus-Cyrl)": 42.15, - "RuSTSBenchmarkSTS (rus-Cyrl)": 55.68, - "SICK-R": 80.59, - "SICK-R-PL (pol-Latn)": 50.2, - "SICKFr (fra-Latn)": 67.05, - "STS12": 72.63, - "STS13": 83.48, - "STS14": 78.0, - "STS15": 85.66, - "STS16": 80.03, - "STS17 (en-en)": 90.6, - "STS17 (eng-Latn_ara-Arab)": 6.76, - "STS17 (fra-Latn_eng-Latn)": 41.64, - "STS17 (eng-Latn_tur-Latn)": -4.58, - "STS17 (eng-Latn_deu-Latn)": 35.5, - "STS17 (spa-Latn_eng-Latn)": 25.28, - "STS17 (ita-Latn_eng-Latn)": 31.8, - "STS17 (spa-Latn)": 78.4, - "STS17 (kor-Hang)": 39.11, - "STS17 (ara-Arab)": 55.42, - "STS17 (nld-Latn_eng-Latn)": 32.89, - "STS22 (en)": 68.39, - "STS22 (spa-Latn_eng-Latn)": 55.09, - "STS22 (deu-Latn_pol-Latn)": 23.53, - "STS22 (cmn-Hans_eng-Latn)": 40.47, - "STS22 (pol-Latn)": 24.21, - "STS22 (tur-Latn)": 29.35, - "STS22 (spa-Latn_ita-Latn)": 41.61, - "STS22 (fra-Latn_pol-Latn)": 73.25, - "STS22 (rus-Cyrl)": 15.83, - "STS22 (deu-Latn)": 27.0, - "STS22 (spa-Latn)": 55.98, - "STS22 (pol-Latn_eng-Latn)": 51.07, - "STS22 (fra-Latn)": 77.1, - "STS22 (deu-Latn_eng-Latn)": 49.73, - "STS22 (ara-Arab)": 38.96, - "STS22 (deu-Latn_fra-Latn)": 31.39, - "STS22 (ita-Latn)": 58.02, - "STS22 (cmn-Hans)": 42.24, - "STSB (cmn-Hans)": 37.7, - "STSBenchmark": 83.42, - "STSBenchmarkMultilingualSTS (nld-Latn)": 57.01, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 55.54, - "STSBenchmarkMultilingualSTS (fra-Latn)": 65.15, - "STSBenchmarkMultilingualSTS (ita-Latn)": 62.72, - "STSBenchmarkMultilingualSTS (spa-Latn)": 65.78, - "STSBenchmarkMultilingualSTS (en)": 83.42, - "STSBenchmarkMultilingualSTS (deu-Latn)": 61.43, - "STSBenchmarkMultilingualSTS (por-Latn)": 62.12, - "STSBenchmarkMultilingualSTS (cmn-Hans)": 39.43, - "STSBenchmarkMultilingualSTS (pol-Latn)": 52.36 + "Model": "norbert3-base" } ] }, "Summarization": { "spearman": [ { - "Model": "all-mpnet-base-v2", - "SummEval": 27.49, - "SummEvalFr (fra-Latn)": 28.11 + "Model": "norbert3-base" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "norbert3-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "all-mpnet-base-v2" + "Model": "norbert3-base" } ] } }, - "e5-base-v2": { + "GritLM-7B": { "BitextMining": { "f1": [ { - "Model": "e5-base-v2" + "Model": "GritLM-7B" } ] }, "Classification": { "accuracy": [ { - "Model": "e5-base-v2" + "Model": "GritLM-7B" } ] }, "Clustering": { "v_measure": [ { - "Model": "e5-base-v2", - "BiorxivClusteringP2P": 37.12, - "BiorxivClusteringS2S": 33.41, - "MedrxivClusteringP2P": 31.82, - "MedrxivClusteringS2S": 29.68, - "RedditClustering": 56.54, - "RedditClusteringP2P": 63.23, - "StackExchangeClustering": 64.6, - "StackExchangeClusteringP2P": 33.02, - "TwentyNewsgroupsClustering": 49.86 + "Model": "GritLM-7B" } ] }, "PairClassification": { "ap": [ { - "Model": "e5-base-v2" + "Model": "GritLM-7B" } ] }, "Reranking": { "map": [ { - "Model": "e5-base-v2" + "Model": "GritLM-7B" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "e5-base-v2" + "Model": "GritLM-7B", + "ARCChallenge": 26.68, + "AlphaNLI": 34.0, + "BrightRetrieval (pony)": 21.98, + "BrightRetrieval (robotics)": 17.31, + "BrightRetrieval (economics)": 19.0, + "BrightRetrieval (theoremqa_questions)": 23.34, + "BrightRetrieval (leetcode)": 29.85, + "BrightRetrieval (earth_science)": 32.77, + "BrightRetrieval (stackoverflow)": 11.62, + "BrightRetrieval (sustainable_living)": 18.04, + "BrightRetrieval (biology)": 25.04, + "BrightRetrieval (psychology)": 19.92, + "BrightRetrieval (theoremqa_theorems)": 17.41, + "BrightRetrieval (aops)": 8.91, + "HellaSwag": 39.45, + "PIQA": 44.35, + "Quail": 11.69, + "RARbCode": 84.0, + "RARbMath": 82.35, + "SIQA": 7.23, + "SpartQA": 9.29, + "TempReasonL1": 7.15, + "TempReasonL2Fact": 58.38, + "TempReasonL2Pure": 11.22, + "TempReasonL3Fact": 44.29, + "TempReasonL3Pure": 14.15, + "WinoGrande": 53.74 } ] }, "STS": { "spearman": [ { - "Model": "e5-base-v2" + "Model": "GritLM-7B" } ] }, "Summarization": { "spearman": [ { - "Model": "e5-base-v2" + "Model": "GritLM-7B" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "GritLM-7B" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "e5-base-v2", - "Core17InstructionRetrieval": -2.9, - "News21InstructionRetrieval": -2.0, - "Robust04InstructionRetrieval": -6.73 + "Model": "GritLM-7B", + "Core17InstructionRetrieval": 2.62, + "News21InstructionRetrieval": -1.01, + "Robust04InstructionRetrieval": -1.68 } ] } }, - "text-search-babbage-001": { + "e5-mistral-7b-instruct-noinstruct": { "BitextMining": { "f1": [ { - "Model": "text-search-babbage-001" + "Model": "e5-mistral-7b-instruct-noinstruct" } ] }, "Classification": { "accuracy": [ { - "Model": "text-search-babbage-001" + "Model": "e5-mistral-7b-instruct-noinstruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "text-search-babbage-001" + "Model": "e5-mistral-7b-instruct-noinstruct" } ] }, "PairClassification": { "ap": [ { - "Model": "text-search-babbage-001" + "Model": "e5-mistral-7b-instruct-noinstruct" } ] }, "Reranking": { "map": [ { - "Model": "text-search-babbage-001" + "Model": "e5-mistral-7b-instruct-noinstruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-search-babbage-001", - "ArguAna": 49.2, - "ClimateFEVER": 19.9, - "FEVER": 77.0, - "FiQA2018": 42.2, - "HotpotQA": 63.1, - "NFCorpus": 36.7, - "QuoraRetrieval": 69.7, - "SciFact": 70.4, - "TRECCOVID": 58.5, - "Touche2020": 29.7 + "Model": "e5-mistral-7b-instruct-noinstruct", + "ARCChallenge": 20.48, + "AlphaNLI": 18.88, + "HellaSwag": 32.25, + "PIQA": 32.8, + "Quail": 6.25, + "RARbCode": 79.84, + "RARbMath": 76.19, + "SIQA": 5.08, + "SpartQA": 10.87, + "TempReasonL1": 3.04, + "TempReasonL2Fact": 35.63, + "TempReasonL2Pure": 9.32, + "TempReasonL3Fact": 30.41, + "TempReasonL3Pure": 14.39, + "WinoGrande": 45.18 } ] }, "STS": { "spearman": [ { - "Model": "text-search-babbage-001" + "Model": "e5-mistral-7b-instruct-noinstruct" } ] }, "Summarization": { "spearman": [ { - "Model": "text-search-babbage-001" + "Model": "e5-mistral-7b-instruct-noinstruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "e5-mistral-7b-instruct-noinstruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text-search-babbage-001" + "Model": "e5-mistral-7b-instruct-noinstruct" } ] } }, - "all-mpnet-base-v2-instruct": { + "electra-small-nordic": { "BitextMining": { "f1": [ { - "Model": "all-mpnet-base-v2-instruct" + "Model": "electra-small-nordic", + "BornholmBitextMining": 1.44 } ] }, "Classification": { "accuracy": [ { - "Model": "all-mpnet-base-v2-instruct" + "Model": "electra-small-nordic", + "AngryTweetsClassification": 47.91, + "DKHateClassification": 59.45, + "DanishPoliticalCommentsClassification": 31.89, + "LccSentimentClassification": 47.93, + "MassiveIntentClassification (da)": 26.3, + "MassiveIntentClassification (nb)": 24.6, + "MassiveIntentClassification (sv)": 27.58, + "MassiveScenarioClassification (da)": 28.93, + "MassiveScenarioClassification (nb)": 27.3, + "MassiveScenarioClassification (sv)": 29.93, + "NoRecClassification": 45.44, + "NordicLangClassification": 57.82, + "NorwegianParliament": 53.25, + "ScalaDaClassification": 70.41, + "ScalaNbClassification": 75.28 } ] }, "Clustering": { "v_measure": [ { - "Model": "all-mpnet-base-v2-instruct" + "Model": "electra-small-nordic" } ] }, "PairClassification": { "ap": [ { - "Model": "all-mpnet-base-v2-instruct" + "Model": "electra-small-nordic" } ] }, "Reranking": { "map": [ { - "Model": "all-mpnet-base-v2-instruct" + "Model": "electra-small-nordic" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "all-mpnet-base-v2-instruct", - "ARCChallenge": 10.35, - "AlphaNLI": 1.96, - "HellaSwag": 13.01, - "PIQA": 27.18, - "Quail": 3.02, - "RARbCode": 48.95, - "RARbMath": 69.21, - "SIQA": 1.29, - "SpartQA": 1.01, - "TempReasonL1": 1.52, - "TempReasonL2Fact": 7.28, - "TempReasonL2Pure": 1.03, - "TempReasonL3Fact": 7.03, - "TempReasonL3Pure": 5.16, - "WinoGrande": 9.66 + "Model": "electra-small-nordic" } ] }, "STS": { "spearman": [ { - "Model": "all-mpnet-base-v2-instruct" + "Model": "electra-small-nordic" } ] }, "Summarization": { "spearman": [ { - "Model": "all-mpnet-base-v2-instruct" + "Model": "electra-small-nordic" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "electra-small-nordic" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "all-mpnet-base-v2-instruct" + "Model": "electra-small-nordic" } ] } }, - "bge-small-en-v1.5-instruct": { + "sentence-t5-xl": { "BitextMining": { "f1": [ { - "Model": "bge-small-en-v1.5-instruct" + "Model": "sentence-t5-xl", + "BUCC (de-en)": 95.04, + "BUCC (fr-en)": 94.96, + "BUCC (ru-en)": 8.33, + "BUCC (zh-en)": 1.3, + "Tatoeba (afr-eng)": 41.84, + "Tatoeba (amh-eng)": 0.03, + "Tatoeba (ang-eng)": 37.87, + "Tatoeba (ara-eng)": 0.61, + "Tatoeba (arq-eng)": 0.74, + "Tatoeba (arz-eng)": 0.42, + "Tatoeba (ast-eng)": 65.41, + "Tatoeba (awa-eng)": 1.46, + "Tatoeba (aze-eng)": 8.79, + "Tatoeba (bel-eng)": 5.76, + "Tatoeba (ben-eng)": 0.01, + "Tatoeba (ber-eng)": 5.92, + "Tatoeba (bos-eng)": 16.12, + "Tatoeba (bre-eng)": 6.12, + "Tatoeba (bul-eng)": 9.06, + "Tatoeba (cat-eng)": 57.4, + "Tatoeba (cbk-eng)": 57.68, + "Tatoeba (ceb-eng)": 12.56, + "Tatoeba (ces-eng)": 9.47, + "Tatoeba (cha-eng)": 27.13, + "Tatoeba (cmn-eng)": 1.82, + "Tatoeba (cor-eng)": 3.87, + "Tatoeba (csb-eng)": 14.41, + "Tatoeba (cym-eng)": 6.69, + "Tatoeba (dan-eng)": 54.87, + "Tatoeba (deu-eng)": 93.72, + "Tatoeba (dsb-eng)": 14.74, + "Tatoeba (dtp-eng)": 5.84, + "Tatoeba (ell-eng)": 0.6, + "Tatoeba (epo-eng)": 30.8, + "Tatoeba (est-eng)": 5.39, + "Tatoeba (eus-eng)": 11.9, + "Tatoeba (fao-eng)": 28.08, + "Tatoeba (fin-eng)": 6.81, + "Tatoeba (fra-eng)": 85.29, + "Tatoeba (fry-eng)": 38.68, + "Tatoeba (gla-eng)": 2.96, + "Tatoeba (gle-eng)": 3.74, + "Tatoeba (glg-eng)": 70.0, + "Tatoeba (gsw-eng)": 30.49, + "Tatoeba (heb-eng)": 0.87, + "Tatoeba (hin-eng)": 0.1, + "Tatoeba (hrv-eng)": 17.43, + "Tatoeba (hsb-eng)": 14.69, + "Tatoeba (hun-eng)": 7.28, + "Tatoeba (hye-eng)": 0.77, + "Tatoeba (ido-eng)": 46.65, + "Tatoeba (ile-eng)": 59.43, + "Tatoeba (ina-eng)": 82.71, + "Tatoeba (ind-eng)": 37.26, + "Tatoeba (isl-eng)": 11.21, + "Tatoeba (ita-eng)": 79.77, + "Tatoeba (jav-eng)": 7.81, + "Tatoeba (jpn-eng)": 0.91, + "Tatoeba (kab-eng)": 2.23, + "Tatoeba (kat-eng)": 1.48, + "Tatoeba (kaz-eng)": 1.77, + "Tatoeba (khm-eng)": 0.38, + "Tatoeba (kor-eng)": 1.96, + "Tatoeba (kur-eng)": 12.11, + "Tatoeba (kzj-eng)": 6.13, + "Tatoeba (lat-eng)": 27.84, + "Tatoeba (lfn-eng)": 45.89, + "Tatoeba (lit-eng)": 5.94, + "Tatoeba (lvs-eng)": 8.11, + "Tatoeba (mal-eng)": 0.59, + "Tatoeba (mar-eng)": 0.03, + "Tatoeba (max-eng)": 21.7, + "Tatoeba (mhr-eng)": 0.68, + "Tatoeba (mkd-eng)": 5.92, + "Tatoeba (mon-eng)": 2.39, + "Tatoeba (nds-eng)": 45.04, + "Tatoeba (nld-eng)": 64.75, + "Tatoeba (nno-eng)": 36.74, + "Tatoeba (nob-eng)": 54.77, + "Tatoeba (nov-eng)": 57.12, + "Tatoeba (oci-eng)": 34.39, + "Tatoeba (orv-eng)": 2.04, + "Tatoeba (pam-eng)": 8.34, + "Tatoeba (pes-eng)": 0.87, + "Tatoeba (pms-eng)": 38.06, + "Tatoeba (pol-eng)": 28.35, + "Tatoeba (por-eng)": 83.61, + "Tatoeba (ron-eng)": 65.27, + "Tatoeba (rus-eng)": 30.42, + "Tatoeba (slk-eng)": 13.19, + "Tatoeba (slv-eng)": 13.49, + "Tatoeba (spa-eng)": 89.18, + "Tatoeba (sqi-eng)": 14.66, + "Tatoeba (srp-eng)": 13.24, + "Tatoeba (swe-eng)": 60.67, + "Tatoeba (swg-eng)": 34.76, + "Tatoeba (swh-eng)": 8.07, + "Tatoeba (tam-eng)": 0.36, + "Tatoeba (tat-eng)": 1.46, + "Tatoeba (tel-eng)": 0.67, + "Tatoeba (tgl-eng)": 25.22, + "Tatoeba (tha-eng)": 1.58, + "Tatoeba (tuk-eng)": 4.99, + "Tatoeba (tur-eng)": 7.72, + "Tatoeba (tzl-eng)": 38.49, + "Tatoeba (uig-eng)": 0.87, + "Tatoeba (ukr-eng)": 9.12, + "Tatoeba (urd-eng)": 0.0, + "Tatoeba (uzb-eng)": 5.48, + "Tatoeba (vie-eng)": 8.45, + "Tatoeba (war-eng)": 13.75, + "Tatoeba (wuu-eng)": 1.44, + "Tatoeba (xho-eng)": 9.15, + "Tatoeba (yid-eng)": 0.28, + "Tatoeba (yue-eng)": 0.98, + "Tatoeba (zsm-eng)": 35.71 } ] }, "Classification": { "accuracy": [ { - "Model": "bge-small-en-v1.5-instruct" + "Model": "sentence-t5-xl", + "AmazonCounterfactualClassification (de)": 67.01, + "AmazonCounterfactualClassification (en)": 76.01, + "AmazonCounterfactualClassification (en-ext)": 77.29, + "AmazonCounterfactualClassification (ja)": 45.61, + "AmazonPolarityClassification": 93.17, + "AmazonReviewsClassification (de)": 44.05, + "AmazonReviewsClassification (en)": 48.18, + "AmazonReviewsClassification (es)": 45.01, + "AmazonReviewsClassification (fr)": 43.52, + "AmazonReviewsClassification (ja)": 22.23, + "AmazonReviewsClassification (zh)": 21.88, + "Banking77Classification": 80.88, + "EmotionClassification": 51.95, + "ImdbClassification": 87.54, + "MTOPDomainClassification (de)": 83.28, + "MTOPDomainClassification (en)": 90.73, + "MTOPDomainClassification (es)": 85.32, + "MTOPDomainClassification (fr)": 85.14, + "MTOPDomainClassification (hi)": 20.85, + "MTOPDomainClassification (th)": 15.62, + "MTOPIntentClassification (de)": 54.65, + "MTOPIntentClassification (en)": 68.15, + "MTOPIntentClassification (es)": 57.38, + "MTOPIntentClassification (fr)": 54.39, + "MTOPIntentClassification (hi)": 3.28, + "MTOPIntentClassification (th)": 5.08, + "MasakhaNEWSClassification (fra)": 80.09, + "MassiveIntentClassification (af)": 40.17, + "MassiveIntentClassification (am)": 2.18, + "MassiveIntentClassification (ar)": 4.18, + "MassiveIntentClassification (az)": 30.02, + "MassiveIntentClassification (bn)": 2.6, + "MassiveIntentClassification (cy)": 29.15, + "MassiveIntentClassification (da)": 47.69, + "MassiveIntentClassification (de)": 57.43, + "MassiveIntentClassification (el)": 9.96, + "MassiveIntentClassification (en)": 72.09, + "MassiveIntentClassification (es)": 57.97, + "MassiveIntentClassification (fa)": 3.6, + "MassiveIntentClassification (fi)": 34.02, + "MassiveIntentClassification (fr)": 60.99, + "MassiveIntentClassification (he)": 2.51, + "MassiveIntentClassification (hi)": 3.02, + "MassiveIntentClassification (hu)": 31.66, + "MassiveIntentClassification (hy)": 3.32, + "MassiveIntentClassification (id)": 41.53, + "MassiveIntentClassification (is)": 30.25, + "MassiveIntentClassification (it)": 56.57, + "MassiveIntentClassification (ja)": 3.5, + "MassiveIntentClassification (jv)": 31.67, + "MassiveIntentClassification (ka)": 2.79, + "MassiveIntentClassification (km)": 5.43, + "MassiveIntentClassification (kn)": 2.79, + "MassiveIntentClassification (ko)": 2.67, + "MassiveIntentClassification (lv)": 34.25, + "MassiveIntentClassification (ml)": 2.98, + "MassiveIntentClassification (mn)": 20.99, + "MassiveIntentClassification (ms)": 37.43, + "MassiveIntentClassification (my)": 4.02, + "MassiveIntentClassification (nb)": 45.91, + "MassiveIntentClassification (nl)": 50.51, + "MassiveIntentClassification (pl)": 43.95, + "MassiveIntentClassification (pt)": 57.95, + "MassiveIntentClassification (ro)": 49.37, + "MassiveIntentClassification (ru)": 33.46, + "MassiveIntentClassification (sl)": 36.33, + "MassiveIntentClassification (sq)": 37.65, + "MassiveIntentClassification (sv)": 46.35, + "MassiveIntentClassification (sw)": 30.6, + "MassiveIntentClassification (ta)": 1.79, + "MassiveIntentClassification (te)": 2.26, + "MassiveIntentClassification (th)": 4.02, + "MassiveIntentClassification (tl)": 38.92, + "MassiveIntentClassification (tr)": 32.05, + "MassiveIntentClassification (ur)": 2.7, + "MassiveIntentClassification (vi)": 21.47, + "MassiveIntentClassification (zh-CN)": 0.59, + "MassiveIntentClassification (zh-TW)": 3.24, + "MassiveScenarioClassification (af)": 50.81, + "MassiveScenarioClassification (am)": 6.95, + "MassiveScenarioClassification (ar)": 12.32, + "MassiveScenarioClassification (az)": 38.79, + "MassiveScenarioClassification (bn)": 8.0, + "MassiveScenarioClassification (cy)": 33.91, + "MassiveScenarioClassification (da)": 55.79, + "MassiveScenarioClassification (de)": 65.33, + "MassiveScenarioClassification (el)": 16.89, + "MassiveScenarioClassification (en)": 73.26, + "MassiveScenarioClassification (es)": 62.52, + "MassiveScenarioClassification (fa)": 6.08, + "MassiveScenarioClassification (fi)": 43.34, + "MassiveScenarioClassification (fr)": 66.42, + "MassiveScenarioClassification (he)": 7.55, + "MassiveScenarioClassification (hi)": 7.44, + "MassiveScenarioClassification (hu)": 40.85, + "MassiveScenarioClassification (hy)": 9.25, + "MassiveScenarioClassification (id)": 51.92, + "MassiveScenarioClassification (is)": 40.09, + "MassiveScenarioClassification (it)": 62.94, + "MassiveScenarioClassification (ja)": 7.9, + "MassiveScenarioClassification (jv)": 41.33, + "MassiveScenarioClassification (ka)": 7.76, + "MassiveScenarioClassification (km)": 9.19, + "MassiveScenarioClassification (kn)": 8.36, + "MassiveScenarioClassification (ko)": 6.13, + "MassiveScenarioClassification (lv)": 40.7, + "MassiveScenarioClassification (ml)": 6.98, + "MassiveScenarioClassification (mn)": 27.0, + "MassiveScenarioClassification (ms)": 46.9, + "MassiveScenarioClassification (my)": 9.55, + "MassiveScenarioClassification (nb)": 53.43, + "MassiveScenarioClassification (nl)": 59.65, + "MassiveScenarioClassification (pl)": 49.87, + "MassiveScenarioClassification (pt)": 62.18, + "MassiveScenarioClassification (ro)": 58.22, + "MassiveScenarioClassification (ru)": 40.73, + "MassiveScenarioClassification (sl)": 43.66, + "MassiveScenarioClassification (sq)": 49.25, + "MassiveScenarioClassification (sv)": 57.17, + "MassiveScenarioClassification (sw)": 40.55, + "MassiveScenarioClassification (ta)": 7.46, + "MassiveScenarioClassification (te)": 7.03, + "MassiveScenarioClassification (th)": 8.52, + "MassiveScenarioClassification (tl)": 51.74, + "MassiveScenarioClassification (tr)": 43.01, + "MassiveScenarioClassification (ur)": 9.61, + "MassiveScenarioClassification (vi)": 28.91, + "MassiveScenarioClassification (zh-CN)": 5.86, + "MassiveScenarioClassification (zh-TW)": 7.14, + "ToxicConversationsClassification": 70.95, + "TweetSentimentExtractionClassification": 61.21 } ] }, "Clustering": { "v_measure": [ { - "Model": "bge-small-en-v1.5-instruct" + "Model": "sentence-t5-xl", + "AlloProfClusteringP2P": 60.37, + "AlloProfClusteringS2S": 40.76, + "ArxivClusteringP2P": 41.62, + "ArxivClusteringS2S": 31.17, + "BiorxivClusteringP2P": 36.43, + "BiorxivClusteringS2S": 26.47, + "HALClusteringS2S": 20.28, + "MLSUMClusteringP2P": 41.61, + "MLSUMClusteringS2S": 33.6, + "MasakhaNEWSClusteringP2P (fra)": 62.82, + "MasakhaNEWSClusteringS2S (fra)": 31.74, + "MedrxivClusteringP2P": 32.3, + "MedrxivClusteringS2S": 26.93, + "RedditClustering": 57.03, + "RedditClusteringP2P": 62.34, + "StackExchangeClustering": 67.13, + "StackExchangeClusteringP2P": 34.79, + "TwentyNewsgroupsClustering": 49.53 } ] }, "PairClassification": { "ap": [ { - "Model": "bge-small-en-v1.5-instruct" + "Model": "sentence-t5-xl", + "OpusparcusPC (fr)": 92.48, + "PawsXPairClassification (fr)": 62.52, + "SprintDuplicateQuestions": 91.44, + "TwitterSemEval2015": 80.89, + "TwitterURLCorpus": 85.86 } ] }, "Reranking": { "map": [ { - "Model": "bge-small-en-v1.5-instruct" + "Model": "sentence-t5-xl", + "AlloprofReranking": 63.3, + "AskUbuntuDupQuestions": 62.86, + "MindSmallReranking": 29.77, + "SciDocsRR": 75.16, + "StackOverflowDupQuestions": 51.05, + "SyntecReranking": 83.07 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-small-en-v1.5-instruct", - "ARCChallenge": 7.72, - "AlphaNLI": 1.26, - "HellaSwag": 23.41, - "PIQA": 20.79, - "Quail": 2.01, - "RARbCode": 41.52, - "RARbMath": 46.5, - "SIQA": 0.98, - "SpartQA": 2.86, - "TempReasonL1": 1.27, - "TempReasonL2Fact": 16.72, - "TempReasonL2Pure": 1.1, - "TempReasonL3Fact": 12.81, - "TempReasonL3Pure": 4.63, - "WinoGrande": 5.35 + "Model": "sentence-t5-xl", + "AlloprofRetrieval": 40.38, + "ArguAna": 39.4, + "BSARDRetrieval": 0.14, + "CQADupstackRetrieval": 40.78, + "ClimateFEVER": 10.61, + "DBPedia": 33.65, + "FEVER": 36.12, + "FiQA2018": 44.71, + "HotpotQA": 37.17, + "MSMARCO": 25.17, + "MintakaRetrieval (fr)": 31.54, + "NFCorpus": 33.18, + "NQ": 46.29, + "QuoraRetrieval": 85.85, + "SCIDOCS": 15.97, + "SciFact": 50.91, + "SyntecRetrieval": 74.24, + "TRECCOVID": 54.77, + "Touche2020": 22.51, + "XPQARetrieval (fr)": 52.14 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "sentence-t5-xl", + "BIOSSES": 73.12, + "SICK-R": 79.98, + "SICKFr": 75.08, + "STS12": 79.02, + "STS13": 88.8, + "STS14": 84.33, + "STS15": 88.89, + "STS16": 85.31, + "STS17 (ar-ar)": 11.13, + "STS17 (en-ar)": -3.93, + "STS17 (en-de)": 79.04, + "STS17 (en-en)": 88.91, + "STS17 (en-tr)": 13.61, + "STS17 (es-en)": 71.72, + "STS17 (es-es)": 83.42, + "STS17 (fr-en)": 71.38, + "STS17 (it-en)": 69.5, + "STS17 (ko-ko)": 9.61, + "STS17 (nl-en)": 66.12, + "STS22 (ar)": 29.6, + "STS22 (de)": 47.72, + "STS22 (de-en)": 49.64, + "STS22 (de-fr)": 62.21, + "STS22 (de-pl)": 34.34, + "STS22 (en)": 64.32, + "STS22 (es)": 58.16, + "STS22 (es-en)": 69.15, + "STS22 (es-it)": 65.26, + "STS22 (fr)": 77.49, + "STS22 (fr-pl)": 50.71, + "STS22 (it)": 66.91, + "STS22 (pl)": 27.04, + "STS22 (pl-en)": 58.85, + "STS22 (ru)": 26.63, + "STS22 (tr)": 43.36, + "STS22 (zh)": 33.55, + "STS22 (zh-en)": 29.0, + "STSBenchmark": 83.93, + "STSBenchmarkMultilingualSTS (fr)": 79.42 } ] }, - "STS": { + "Summarization": { "spearman": [ { - "Model": "bge-small-en-v1.5-instruct" + "Model": "sentence-t5-xl", + "SummEval": 29.91, + "SummEvalFr": 31.59 } ] }, - "Summarization": { - "spearman": [ + "MultilabelClassification": { + "accuracy": [ { - "Model": "bge-small-en-v1.5-instruct" + "Model": "sentence-t5-xl" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bge-small-en-v1.5-instruct" + "Model": "sentence-t5-xl" } ] } }, - "LaBSE-en-ru": { + "e5-large": { "BitextMining": { "f1": [ { - "Model": "LaBSE-en-ru", - "Tatoeba (rus-Cyrl_eng-Latn)": 93.62 + "Model": "e5-large", + "BornholmBitextMining": 40.15 } ] }, "Classification": { "accuracy": [ { - "Model": "LaBSE-en-ru", - "GeoreviewClassification (rus-Cyrl)": 40.89, - "HeadlineClassification (rus-Cyrl)": 68.75, - "InappropriatenessClassification (rus-Cyrl)": 58.48, - "KinopoiskClassification (rus-Cyrl)": 49.85, - "MassiveIntentClassification (swa-Latn)": 19.98, - "MassiveIntentClassification (aze-Latn)": 19.52, - "MassiveIntentClassification (tur-Latn)": 24.12, - "MassiveIntentClassification (cmo-Hans)": 3.96, - "MassiveIntentClassification (amh-Ethi)": 2.76, - "MassiveIntentClassification (kan-Knda)": 2.86, - "MassiveIntentClassification (hin-Deva)": 3.29, - "MassiveIntentClassification (tgl-Latn)": 27.08, - "MassiveIntentClassification (tha-Thai)": 4.0, - "MassiveIntentClassification (swe-Latn)": 32.01, - "MassiveIntentClassification (deu-Latn)": 35.14, - "MassiveIntentClassification (spa-Latn)": 37.67, - "MassiveIntentClassification (por-Latn)": 39.84, - "MassiveIntentClassification (jpn-Jpan)": 4.78, - "MassiveIntentClassification (fin-Latn)": 31.11, - "MassiveIntentClassification (kat-Geor)": 2.87, - "MassiveIntentClassification (slv-Latn)": 35.66, - "MassiveIntentClassification (rus-Cyrl)": 60.53, - "MassiveIntentClassification (ita-Latn)": 43.32, - "MassiveIntentClassification (tel-Telu)": 2.72, - "MassiveIntentClassification (afr-Latn)": 30.59, - "MassiveIntentClassification (isl-Latn)": 25.61, - "MassiveIntentClassification (fas-Arab)": 3.71, - "MassiveIntentClassification (vie-Latn)": 23.0, - "MassiveIntentClassification (ben-Beng)": 3.35, - "MassiveIntentClassification (hye-Armn)": 2.8, - "MassiveIntentClassification (pol-Latn)": 31.3, - "MassiveIntentClassification (cym-Latn)": 26.59, - "MassiveIntentClassification (jav-Latn)": 26.84, - "MassiveIntentClassification (mon-Cyrl)": 35.97, - "MassiveIntentClassification (en)": 60.48, - "MassiveIntentClassification (msa-Latn)": 27.82, - "MassiveIntentClassification (nob-Latn)": 35.78, - "MassiveIntentClassification (heb-Hebr)": 2.33, - "MassiveIntentClassification (khm-Khmr)": 4.6, - "MassiveIntentClassification (nld-Latn)": 34.66, - "MassiveIntentClassification (ind-Latn)": 33.31, - "MassiveIntentClassification (mal-Mlym)": 2.63, - "MassiveIntentClassification (tam-Taml)": 2.22, - "MassiveIntentClassification (mya-Mymr)": 3.57, - "MassiveIntentClassification (urd-Arab)": 3.36, - "MassiveIntentClassification (dan-Latn)": 38.66, - "MassiveIntentClassification (cmo-Hant)": 5.29, - "MassiveIntentClassification (ron-Latn)": 37.45, - "MassiveIntentClassification (lav-Latn)": 23.92, - "MassiveIntentClassification (fra-Latn)": 40.29, - "MassiveIntentClassification (ell-Grek)": 11.14, - "MassiveIntentClassification (sqi-Latn)": 35.84, - "MassiveIntentClassification (hun-Latn)": 26.74, - "MassiveIntentClassification (kor-Kore)": 2.69, - "MassiveIntentClassification (ara-Arab)": 5.19, - "MassiveScenarioClassification (swa-Latn)": 25.61, - "MassiveScenarioClassification (aze-Latn)": 24.48, - "MassiveScenarioClassification (tur-Latn)": 31.38, - "MassiveScenarioClassification (cmo-Hans)": 9.98, - "MassiveScenarioClassification (amh-Ethi)": 7.59, - "MassiveScenarioClassification (kan-Knda)": 8.73, - "MassiveScenarioClassification (hin-Deva)": 8.77, - "MassiveScenarioClassification (tgl-Latn)": 35.12, - "MassiveScenarioClassification (tha-Thai)": 8.69, - "MassiveScenarioClassification (swe-Latn)": 35.83, - "MassiveScenarioClassification (deu-Latn)": 41.72, - "MassiveScenarioClassification (spa-Latn)": 43.33, - "MassiveScenarioClassification (por-Latn)": 44.62, - "MassiveScenarioClassification (jpn-Jpan)": 9.51, - "MassiveScenarioClassification (fin-Latn)": 33.79, - "MassiveScenarioClassification (kat-Geor)": 7.32, - "MassiveScenarioClassification (slv-Latn)": 37.6, - "MassiveScenarioClassification (rus-Cyrl)": 65.15, - "MassiveScenarioClassification (ita-Latn)": 47.28, - "MassiveScenarioClassification (tel-Telu)": 7.53, - "MassiveScenarioClassification (afr-Latn)": 37.27, - "MassiveScenarioClassification (isl-Latn)": 30.32, - "MassiveScenarioClassification (fas-Arab)": 6.83, - "MassiveScenarioClassification (vie-Latn)": 28.92, - "MassiveScenarioClassification (ben-Beng)": 8.57, - "MassiveScenarioClassification (hye-Armn)": 8.91, - "MassiveScenarioClassification (pol-Latn)": 33.75, - "MassiveScenarioClassification (cym-Latn)": 30.38, - "MassiveScenarioClassification (jav-Latn)": 33.94, - "MassiveScenarioClassification (mon-Cyrl)": 41.53, - "MassiveScenarioClassification (en)": 65.43, - "MassiveScenarioClassification (msa-Latn)": 36.28, - "MassiveScenarioClassification (nob-Latn)": 42.43, - "MassiveScenarioClassification (heb-Hebr)": 8.64, - "MassiveScenarioClassification (khm-Khmr)": 9.99, - "MassiveScenarioClassification (nld-Latn)": 41.47, - "MassiveScenarioClassification (ind-Latn)": 39.05, - "MassiveScenarioClassification (mal-Mlym)": 7.24, - "MassiveScenarioClassification (tam-Taml)": 7.71, - "MassiveScenarioClassification (mya-Mymr)": 9.94, - "MassiveScenarioClassification (urd-Arab)": 9.16, - "MassiveScenarioClassification (dan-Latn)": 44.69, - "MassiveScenarioClassification (cmo-Hant)": 10.48, - "MassiveScenarioClassification (ron-Latn)": 44.55, - "MassiveScenarioClassification (lav-Latn)": 26.26, - "MassiveScenarioClassification (fra-Latn)": 45.08, - "MassiveScenarioClassification (ell-Grek)": 19.46, - "MassiveScenarioClassification (sqi-Latn)": 40.9, - "MassiveScenarioClassification (hun-Latn)": 33.92, - "MassiveScenarioClassification (kor-Kore)": 7.37, - "MassiveScenarioClassification (ara-Arab)": 12.43, - "RuReviewsClassification (rus-Cyrl)": 58.01, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.8, - "RuSciBenchOECDClassification (rus-Cyrl)": 40.36 + "Model": "e5-large", + "AngryTweetsClassification": 46.14, + "DKHateClassification": 58.72, + "DanishPoliticalCommentsClassification": 28.67, + "LccSentimentClassification": 42.13, + "MassiveIntentClassification (da)": 42.29, + "MassiveIntentClassification (nb)": 40.63, + "MassiveIntentClassification (sv)": 40.69, + "MassiveScenarioClassification (da)": 52.95, + "MassiveScenarioClassification (nb)": 51.91, + "MassiveScenarioClassification (sv)": 50.97, + "NoRecClassification": 41.83, + "NordicLangClassification": 58.3, + "NorwegianParliament": 57.26, + "ScalaDaClassification": 49.9, + "ScalaNbClassification": 50.13 } ] }, "Clustering": { "v_measure": [ { - "Model": "LaBSE-en-ru", - "GeoreviewClusteringP2P (rus-Cyrl)": 51.89, - "MLSUMClusteringP2P (rus-Cyrl)": 37.87, - "MLSUMClusteringS2S (rus-Cyrl)": 41.24, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 47.48, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.16 + "Model": "e5-large" } ] }, "PairClassification": { "ap": [ { - "Model": "LaBSE-en-ru", - "OpusparcusPC (rus-Cyrl)": 87.18, - "TERRa (rus-Cyrl)": 55.61 + "Model": "e5-large" } ] }, "Reranking": { "map": [ { - "Model": "LaBSE-en-ru", - "RuBQReranking (rus-Cyrl)": 54.83 + "Model": "e5-large" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LaBSE-en-ru", - "RiaNewsRetrieval (rus-Cyrl)": 34.73, - "RuBQRetrieval (rus-Cyrl)": 29.03 + "Model": "e5-large" } ] }, "STS": { "spearman": [ { - "Model": "LaBSE-en-ru", - "RUParaPhraserSTS (rus-Cyrl)": 65.87, - "RuSTSBenchmarkSTS (rus-Cyrl)": 73.32, - "STS22 (deu-Latn)": 38.9, - "STS22 (en)": 59.47, - "STS22 (pol-Latn_eng-Latn)": 58.73, - "STS22 (spa-Latn)": 60.85, - "STS22 (fra-Latn)": 74.98, - "STS22 (deu-Latn_eng-Latn)": 47.98, - "STS22 (deu-Latn_fra-Latn)": 59.4, - "STS22 (deu-Latn_pol-Latn)": 39.48, - "STS22 (pol-Latn)": 32.74, - "STS22 (tur-Latn)": 55.04, - "STS22 (spa-Latn_eng-Latn)": 70.8, - "STS22 (rus-Cyrl)": 58.53, - "STS22 (ita-Latn)": 68.58, - "STS22 (fra-Latn_pol-Latn)": 61.98, - "STS22 (spa-Latn_ita-Latn)": 66.83, - "STS22 (cmn-Hans_eng-Latn)": 24.98, - "STS22 (ara-Arab)": 31.85, - "STS22 (cmn-Hans)": 35.1, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 73.02 + "Model": "e5-large" } ] }, "Summarization": { "spearman": [ { - "Model": "LaBSE-en-ru" + "Model": "e5-large" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "e5-large" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "LaBSE-en-ru" + "Model": "e5-large" } ] } }, - "text2vec-base-chinese": { + "contriever-instruct": { "BitextMining": { "f1": [ { - "Model": "text2vec-base-chinese" + "Model": "contriever-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "text2vec-base-chinese", - "AmazonReviewsClassification (zh)": 34.12, - "IFlyTek": 42.05, - "JDReview": 82.14, - "MassiveIntentClassification (zh-CN)": 63.98, - "MassiveScenarioClassification (zh-CN)": 70.52, - "MultilingualSentiment": 60.98, - "OnlineShopping": 85.69, - "TNews": 43.01, - "Waimai": 77.22 + "Model": "contriever-instruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "text2vec-base-chinese", - "CLSClusteringP2P": 35.27, - "CLSClusteringS2S": 32.42, - "ThuNewsClusteringP2P": 42.92, - "ThuNewsClusteringS2S": 40.01 + "Model": "contriever-instruct" } ] }, "PairClassification": { "ap": [ { - "Model": "text2vec-base-chinese", - "Cmnli": 73.87, - "Ocnli": 60.95 + "Model": "contriever-instruct" } ] }, "Reranking": { "map": [ { - "Model": "text2vec-base-chinese", - "CMedQAv1": 59.26, - "CMedQAv2": 59.82, - "MMarcoReranking": 12.76, - "T2Reranking": 65.95 + "Model": "contriever-instruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text2vec-base-chinese", - "CmedqaRetrieval": 15.91, - "CovidRetrieval": 44.81, - "DuRetrieval": 52.23, - "EcomRetrieval": 34.6, - "MMarcoRetrieval": 44.06, - "MedicalRetrieval": 27.56, - "T2Retrieval": 51.67, - "VideoRetrieval": 39.52 + "Model": "contriever-instruct", + "ARCChallenge": 7.63, + "AlphaNLI": 27.09, + "PIQA": 21.73, + "Quail": 4.92, + "RARbCode": 7.12, + "RARbMath": 21.83, + "SIQA": 0.88, + "SpartQA": 10.56, + "TempReasonL1": 1.8, + "TempReasonL2Fact": 22.03, + "TempReasonL2Pure": 0.94, + "TempReasonL3Fact": 20.82, + "TempReasonL3Pure": 7.15, + "WinoGrande": 26.3 } ] }, "STS": { "spearman": [ { - "Model": "text2vec-base-chinese", - "AFQMC": 26.06, - "ATEC": 31.93, - "BQ": 42.67, - "LCQMC": 70.16, - "PAWSX": 17.21, - "QBQTC": 24.62, - "STS22 (zh)": 55.35, - "STSB": 79.3 + "Model": "contriever-instruct" } ] }, "Summarization": { "spearman": [ { - "Model": "text2vec-base-chinese" + "Model": "contriever-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "contriever-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text2vec-base-chinese" + "Model": "contriever-instruct" } ] } }, - "herbert-base-retrieval-v2": { + "text-embedding-3-large-256": { "BitextMining": { "f1": [ { - "Model": "herbert-base-retrieval-v2" + "Model": "text-embedding-3-large-256" } ] }, "Classification": { "accuracy": [ { - "Model": "herbert-base-retrieval-v2", - "AllegroReviews": 34.11, - "CBD": 68.35, - "MassiveIntentClassification (pl)": 65.53, - "MassiveScenarioClassification (pl)": 68.51, - "PAC": 68.4, - "PolEmo2.0-IN": 64.18, - "PolEmo2.0-OUT": 45.73 + "Model": "text-embedding-3-large-256", + "AmazonCounterfactualClassification (en)": 73.96, + "AmazonPolarityClassification": 91.32, + "AmazonReviewsClassification (en)": 46.03, + "Banking77Classification": 83.19, + "EmotionClassification": 45.8, + "ImdbClassification": 85.93, + "MTOPDomainClassification (en)": 92.76, + "MTOPIntentClassification (en)": 70.45, + "MassiveIntentClassification (en)": 71.12, + "MassiveScenarioClassification (en)": 75.56, + "ToxicConversationsClassification": 68.52, + "TweetSentimentExtractionClassification": 58.98 } ] }, "Clustering": { "v_measure": [ { - "Model": "herbert-base-retrieval-v2", - "8TagsClustering": 28.15 + "Model": "text-embedding-3-large-256", + "ArxivClusteringP2P": 47.05, + "ArxivClusteringS2S": 42.59, + "BiorxivClusteringP2P": 35.43, + "BiorxivClusteringS2S": 33.86, + "MedrxivClusteringP2P": 32.1, + "MedrxivClusteringS2S": 31.15, + "RedditClustering": 60.18, + "RedditClusteringP2P": 64.71, + "StackExchangeClustering": 71.23, + "StackExchangeClusteringP2P": 35.95, + "TwentyNewsgroupsClustering": 54.24 } ] }, "PairClassification": { "ap": [ { - "Model": "herbert-base-retrieval-v2", - "CDSC-E": 63.31, - "PPC": 84.18, - "PSC": 98.87, - "SICK-E-PL": 54.93 + "Model": "text-embedding-3-large-256", + "SprintDuplicateQuestions": 89.02, + "TwitterSemEval2015": 76.56, + "TwitterURLCorpus": 87.09 } ] }, "Reranking": { "map": [ { - "Model": "herbert-base-retrieval-v2" + "Model": "text-embedding-3-large-256", + "AskUbuntuDupQuestions": 64.61, + "MindSmallReranking": 29.63, + "SciDocsRR": 84.25, + "StackOverflowDupQuestions": 53.46 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "herbert-base-retrieval-v2", - "ArguAna-PL": 41.97, - "DBPedia-PL": 24.07, - "FiQA-PL": 24.25, - "HotpotQA-PL": 43.41, - "MSMARCO-PL": 51.56, - "NFCorpus-PL": 25.95, - "NQ-PL": 35.09, - "Quora-PL": 78.86, - "SCIDOCS-PL": 11.0, - "SciFact-PL": 51.92, - "TRECCOVID-PL": 42.64 + "Model": "text-embedding-3-large-256", + "ArguAna": 55.6, + "CQADupstackRetrieval": 42.28, + "ClimateFEVER": 25.8, + "DBPedia": 40.8, + "FEVER": 84.57, + "FiQA2018": 50.33, + "HotpotQA": 62.69, + "MSMARCO": 37.93, + "NFCorpus": 37.94, + "NQ": 56.64, + "QuoraRetrieval": 88.22, + "SCIDOCS": 20.44, + "SciFact": 73.1, + "TRECCOVID": 76.24, + "Touche2020": 22.31 } ] }, "STS": { "spearman": [ { - "Model": "herbert-base-retrieval-v2", - "CDSC-R": 86.18, - "SICK-R-PL": 64.67, - "STS22 (pl)": 39.73 + "Model": "text-embedding-3-large-256", + "BIOSSES": 84.87, + "SICK-R": 79.18, + "STS12": 71.98, + "STS13": 85.52, + "STS14": 80.5, + "STS15": 87.51, + "STS16": 84.48, + "STS17 (en-en)": 88.11, + "STS22 (en)": 65.92, + "STSBenchmark": 82.34 } ] }, "Summarization": { "spearman": [ { - "Model": "herbert-base-retrieval-v2" + "Model": "text-embedding-3-large-256", + "SummEval": 29.92 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-embedding-3-large-256" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "herbert-base-retrieval-v2" + "Model": "text-embedding-3-large-256" } ] } }, - "voyage-law-2": { + "google-gecko-256.text-embedding-preview-0409": { "BitextMining": { "f1": [ { - "Model": "voyage-law-2" + "Model": "google-gecko-256.text-embedding-preview-0409" } ] }, "Classification": { "accuracy": [ { - "Model": "voyage-law-2", - "AmazonReviewsClassification (fr)": 41.98, - "MTOPDomainClassification (fr)": 90.12, - "MTOPIntentClassification (fr)": 62.44, - "MasakhaNEWSClassification (fra)": 76.42, - "MassiveIntentClassification (fr)": 66.94, - "MassiveScenarioClassification (fr)": 72.78 + "Model": "google-gecko-256.text-embedding-preview-0409", + "AmazonCounterfactualClassification (en)": 70.93, + "AmazonPolarityClassification": 97.34, + "AmazonReviewsClassification (en)": 48.47, + "Banking77Classification": 86.01, + "EmotionClassification": 51.53, + "ImdbClassification": 95.7, + "MTOPDomainClassification (en)": 98.02, + "MTOPIntentClassification (en)": 77.82, + "MassiveIntentClassification (en)": 75.67, + "MassiveScenarioClassification (en)": 85.16, + "ToxicConversationsClassification": 88.33, + "TweetSentimentExtractionClassification": 72.97 } ] }, "Clustering": { "v_measure": [ { - "Model": "voyage-law-2", - "AlloProfClusteringP2P": 62.5, - "AlloProfClusteringS2S": 44.28, - "HALClusteringS2S": 26.36, - "MLSUMClusteringP2P (fr)": 44.03, - "MLSUMClusteringS2S (fr)": 42.95, - "MasakhaNEWSClusteringP2P (fra)": 50.68, - "MasakhaNEWSClusteringS2S (fra)": 38.79 + "Model": "google-gecko-256.text-embedding-preview-0409", + "ArxivClusteringP2P": 44.12, + "ArxivClusteringS2S": 36.54, + "BiorxivClusteringP2P": 36.28, + "BiorxivClusteringS2S": 33.09, + "MedrxivClusteringP2P": 32.08, + "MedrxivClusteringS2S": 30.84, + "RedditClustering": 62.24, + "RedditClusteringP2P": 63.7, + "StackExchangeClustering": 70.19, + "StackExchangeClusteringP2P": 36.1, + "TwentyNewsgroupsClustering": 50.6 } ] }, "PairClassification": { "ap": [ { - "Model": "voyage-law-2", - "OpusparcusPC (fr)": 93.06, - "PawsXPairClassification (fr)": 61.54 + "Model": "google-gecko-256.text-embedding-preview-0409", + "SprintDuplicateQuestions": 96.49, + "TwitterSemEval2015": 78.23, + "TwitterURLCorpus": 87.04 } ] }, "Reranking": { "map": [ { - "Model": "voyage-law-2", - "AlloprofReranking": 72.92, - "SyntecReranking": 91.2 + "Model": "google-gecko-256.text-embedding-preview-0409", + "AskUbuntuDupQuestions": 63.84, + "MindSmallReranking": 31.89, + "SciDocsRR": 81.62, + "StackOverflowDupQuestions": 53.76 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "voyage-law-2", - "AILACasedocs": 44.56, - "AILAStatutes": 45.51, - "AlloprofRetrieval": 57.28, - "BSARDRetrieval": 11.83, - "GerDaLIRSmall": 44.91, - "LEMBNarrativeQARetrieval": 55.78, - "LEMBNeedleRetrieval": 80.5, - "LEMBPasskeyRetrieval": 93.75, - "LEMBQMSumRetrieval": 57.26, - "LEMBSummScreenFDRetrieval": 98.72, - "LEMBWikimQARetrieval": 87.08, - "LeCaRDv2": 72.75, - "LegalBenchConsumerContractsQA": 83.27, - "LegalBenchCorporateLobbying": 95.66, - "LegalQuAD": 67.47, - "LegalSummarization": 68.96, - "MintakaRetrieval (fr)": 34.92, - "SyntecRetrieval": 87.33, - "XPQARetrieval (fr)": 73.56 + "Model": "google-gecko-256.text-embedding-preview-0409", + "ArguAna": 56.27, + "CQADupstackRetrieval": 45.41, + "ClimateFEVER": 29.35, + "DBPedia": 41.91, + "FEVER": 82.61, + "FiQA2018": 55.54, + "HotpotQA": 64.65, + "MSMARCO": 31.12, + "NFCorpus": 37.81, + "NQ": 57.37, + "QuoraRetrieval": 87.89, + "SCIDOCS": 18.21, + "SciFact": 70.86, + "TRECCOVID": 80.13, + "Touche2020": 27.4 } ] }, "STS": { "spearman": [ { - "Model": "voyage-law-2", - "SICKFr": 74.09, - "STS22 (fr)": 83.75, - "STSBenchmarkMultilingualSTS (fr)": 83.02 + "Model": "google-gecko-256.text-embedding-preview-0409", + "BIOSSES": 89.42, + "SICK-R": 81.67, + "STS12": 78.02, + "STS13": 90.1, + "STS14": 85.44, + "STS15": 89.64, + "STS16": 87.24, + "STS17 (en-en)": 90.46, + "STS22 (en)": 67.99, + "STSBenchmark": 89.33 } ] }, "Summarization": { "spearman": [ { - "Model": "voyage-law-2", - "SummEvalFr": 30.34 + "Model": "google-gecko-256.text-embedding-preview-0409", + "SummEval": 32.36 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "google-gecko-256.text-embedding-preview-0409" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "voyage-law-2" + "Model": "google-gecko-256.text-embedding-preview-0409" } ] } }, - "bert-base-multilingual-cased": { + "sentence-bert-swedish-cased": { "BitextMining": { "f1": [ { - "Model": "bert-base-multilingual-cased" + "Model": "sentence-bert-swedish-cased", + "BornholmBitextMining": 14.08 } ] }, "Classification": { "accuracy": [ { - "Model": "bert-base-multilingual-cased", - "AmazonReviewsClassification (fr)": 29.39, - "MTOPDomainClassification (fr)": 63.61, - "MTOPIntentClassification (fr)": 37.84, - "MasakhaNEWSClassification (fra)": 64.0, - "MassiveIntentClassification (fr)": 37.3, - "MassiveScenarioClassification (fr)": 44.47 + "Model": "sentence-bert-swedish-cased", + "AngryTweetsClassification": 44.46, + "DKHateClassification": 59.36, + "DanishPoliticalCommentsClassification": 28.32, + "LccSentimentClassification": 47.2, + "MassiveIntentClassification (da)": 42.84, + "MassiveIntentClassification (nb)": 42.74, + "MassiveIntentClassification (sv)": 69.11, + "MassiveScenarioClassification (da)": 49.64, + "MassiveScenarioClassification (nb)": 49.49, + "MassiveScenarioClassification (sv)": 75.96, + "NoRecClassification": 43.53, + "NordicLangClassification": 51.45, + "NorwegianParliament": 55.74, + "ScalaDaClassification": 50.12, + "ScalaNbClassification": 50.34 } ] }, "Clustering": { "v_measure": [ { - "Model": "bert-base-multilingual-cased", - "AlloProfClusteringP2P": 51.5, - "AlloProfClusteringS2S": 43.06, - "HALClusteringS2S": 20.81, - "MLSUMClusteringP2P": 40.9, - "MLSUMClusteringS2S": 31.8, - "MasakhaNEWSClusteringP2P (fra)": 24.23, - "MasakhaNEWSClusteringS2S (fra)": 24.46 + "Model": "sentence-bert-swedish-cased" } ] }, "PairClassification": { "ap": [ { - "Model": "bert-base-multilingual-cased", - "OpusparcusPC (fr)": 86.77, - "PawsXPairClassification (fr)": 53.39 + "Model": "sentence-bert-swedish-cased" } ] }, "Reranking": { "map": [ { - "Model": "bert-base-multilingual-cased", - "AlloprofReranking": 36.23, - "SyntecReranking": 53.25 + "Model": "sentence-bert-swedish-cased" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bert-base-multilingual-cased", - "AlloprofRetrieval": 1.63, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 3.55, - "SyntecRetrieval": 18.95, - "XPQARetrieval (fr)": 18.49 + "Model": "sentence-bert-swedish-cased" } ] }, "STS": { "spearman": [ { - "Model": "bert-base-multilingual-cased", - "SICKFr": 58.75, - "STS22 (fr)": 39.05, - "STSBenchmarkMultilingualSTS (fr)": 52.25 + "Model": "sentence-bert-swedish-cased" } ] }, "Summarization": { "spearman": [ { - "Model": "bert-base-multilingual-cased", - "SummEvalFr": 28.81 + "Model": "sentence-bert-swedish-cased" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "sentence-bert-swedish-cased" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bert-base-multilingual-cased" + "Model": "sentence-bert-swedish-cased" } ] } @@ -21560,6 +22257,13 @@ } ] }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LLM2Vec-Meta-Llama-3-unsupervised" + } + ] + }, "InstructionRetrieval": { "p-MRR": [ { @@ -21568,3246 +22272,3847 @@ ] } }, - "text-search-davinci-001": { + "unsup-simcse-bert-base-uncased": { "BitextMining": { "f1": [ { - "Model": "text-search-davinci-001" + "Model": "unsup-simcse-bert-base-uncased" } ] }, "Classification": { "accuracy": [ { - "Model": "text-search-davinci-001" + "Model": "unsup-simcse-bert-base-uncased", + "AmazonCounterfactualClassification (en)": 67.09, + "AmazonPolarityClassification": 74.48, + "AmazonReviewsClassification (en)": 33.85, + "Banking77Classification": 73.55, + "EmotionClassification": 42.22, + "ImdbClassification": 69.63, + "MTOPDomainClassification (en)": 81.71, + "MTOPIntentClassification (en)": 59.23, + "MassiveIntentClassification (en)": 59.84, + "MassiveScenarioClassification (en)": 66.25, + "ToxicConversationsClassification": 68.82, + "TweetSentimentExtractionClassification": 53.36 } ] }, "Clustering": { "v_measure": [ { - "Model": "text-search-davinci-001" + "Model": "unsup-simcse-bert-base-uncased", + "ArxivClusteringP2P": 32.61, + "ArxivClusteringS2S": 24.68, + "BiorxivClusteringP2P": 24.9, + "BiorxivClusteringS2S": 19.55, + "MedrxivClusteringP2P": 23.6, + "MedrxivClusteringS2S": 21.97, + "RedditClustering": 32.18, + "RedditClusteringP2P": 45.14, + "StackExchangeClustering": 43.07, + "StackExchangeClusteringP2P": 28.5, + "TwentyNewsgroupsClustering": 23.21 } ] }, "PairClassification": { "ap": [ { - "Model": "text-search-davinci-001" + "Model": "unsup-simcse-bert-base-uncased", + "SprintDuplicateQuestions": 69.41, + "TwitterSemEval2015": 60.21, + "TwitterURLCorpus": 81.37 } ] }, "Reranking": { "map": [ { - "Model": "text-search-davinci-001" + "Model": "unsup-simcse-bert-base-uncased", + "AskUbuntuDupQuestions": 51.57, + "MindSmallReranking": 28.62, + "SciDocsRR": 66.33, + "StackOverflowDupQuestions": 39.35 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-search-davinci-001", - "ArguAna": 43.5, - "ClimateFEVER": 22.3, - "FEVER": 77.5, - "FiQA2018": 51.2, - "HotpotQA": 68.8, - "NFCorpus": 40.7, - "QuoraRetrieval": 63.8, - "SciFact": 75.4, - "TRECCOVID": 64.9, - "Touche2020": 29.1 + "Model": "unsup-simcse-bert-base-uncased", + "ArguAna": 38.34, + "CQADupstackRetrieval": 13.22, + "ClimateFEVER": 11.8, + "DBPedia": 15.04, + "FEVER": 21.06, + "FiQA2018": 9.84, + "HotpotQA": 19.75, + "MSMARCO": 9.35, + "NFCorpus": 9.88, + "NQ": 11.69, + "QuoraRetrieval": 78.03, + "SCIDOCS": 5.5, + "SciFact": 25.72, + "TRECCOVID": 26.2, + "Touche2020": 8.9 } ] }, "STS": { "spearman": [ { - "Model": "text-search-davinci-001" + "Model": "unsup-simcse-bert-base-uncased", + "BIOSSES": 72.31, + "SICK-R": 72.24, + "STS12": 66.05, + "STS13": 81.49, + "STS14": 73.61, + "STS15": 79.72, + "STS16": 78.12, + "STS17 (en-en)": 83.58, + "STS22 (en)": 59.65, + "STSBenchmark": 76.52 } ] }, "Summarization": { "spearman": [ { - "Model": "text-search-davinci-001" + "Model": "unsup-simcse-bert-base-uncased", + "SummEval": 31.15 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "unsup-simcse-bert-base-uncased" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "unsup-simcse-bert-base-uncased" + } + ] + } + }, + "text-search-ada-001": { + "BitextMining": { + "f1": [ + { + "Model": "text-search-ada-001" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "text-search-ada-001" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "text-search-ada-001", + "BiorxivClusteringS2S": 26.05, + "MedrxivClusteringS2S": 25.67, + "TwentyNewsgroupsClustering": 44.92 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "text-search-ada-001" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "text-search-ada-001" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "text-search-ada-001", + "ArguAna": 46.91, + "ClimateFEVER": 18.5, + "DBPedia": 36.2, + "FEVER": 72.1, + "FiQA2018": 38.41, + "HotpotQA": 59.39, + "MSMARCO": 37.94, + "NFCorpus": 33.17, + "NQ": 42.81, + "QuoraRetrieval": 70.57, + "SCIDOCS": 14.83, + "SciFact": 67.25, + "TRECCOVID": 72.43, + "Touche2020": 28.68 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "text-search-ada-001" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "text-search-ada-001" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-search-ada-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text-search-davinci-001" + "Model": "text-search-ada-001" } ] } }, - "m3e-base": { + "all-mpnet-base-v2-instruct": { "BitextMining": { "f1": [ { - "Model": "m3e-base" + "Model": "all-mpnet-base-v2-instruct" } ] }, "Classification": { "accuracy": [ { - "Model": "m3e-base", - "AmazonReviewsClassification (zh)": 43.02, - "IFlyTek": 44.42, - "JDReview": 85.33, - "MassiveIntentClassification (zh-CN)": 68.4, - "MassiveScenarioClassification (zh-CN)": 74.6, - "MultilingualSentiment": 71.9, - "OnlineShopping": 87.77, - "TNews": 48.28, - "Waimai": 83.99 + "Model": "all-mpnet-base-v2-instruct" } ] }, "Clustering": { "v_measure": [ { - "Model": "m3e-base", - "CLSClusteringP2P": 39.81, - "CLSClusteringS2S": 37.34, - "ThuNewsClusteringP2P": 59.77, - "ThuNewsClusteringS2S": 53.78 + "Model": "all-mpnet-base-v2-instruct" } ] }, "PairClassification": { "ap": [ { - "Model": "m3e-base", - "Cmnli": 69.98, - "Ocnli": 58.0 + "Model": "all-mpnet-base-v2-instruct" } ] }, "Reranking": { "map": [ { - "Model": "m3e-base", - "CMedQAv1": 77.05, - "CMedQAv2": 76.76, - "MMarcoReranking": 17.51, - "T2Reranking": 66.03 + "Model": "all-mpnet-base-v2-instruct" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "m3e-base", - "CmedqaRetrieval": 30.33, - "CovidRetrieval": 66.42, - "DuRetrieval": 75.76, - "EcomRetrieval": 50.27, - "MMarcoRetrieval": 65.46, - "MedicalRetrieval": 42.79, - "T2Retrieval": 73.14, - "VideoRetrieval": 51.11 + "Model": "all-mpnet-base-v2-instruct", + "ARCChallenge": 10.35, + "AlphaNLI": 1.96, + "HellaSwag": 13.01, + "PIQA": 27.18, + "Quail": 3.02, + "RARbCode": 48.95, + "RARbMath": 69.21, + "SIQA": 1.29, + "SpartQA": 1.01, + "TempReasonL1": 1.52, + "TempReasonL2Fact": 7.28, + "TempReasonL2Pure": 1.03, + "TempReasonL3Fact": 7.03, + "TempReasonL3Pure": 5.16, + "WinoGrande": 9.66 } ] }, "STS": { "spearman": [ { - "Model": "m3e-base", - "AFQMC": 35.87, - "ATEC": 41.27, - "BQ": 63.81, - "LCQMC": 74.88, - "PAWSX": 12.19, - "QBQTC": 32.07, - "STS22 (zh)": 66.73, - "STSB": 76.97 + "Model": "all-mpnet-base-v2-instruct" } ] }, "Summarization": { "spearman": [ { - "Model": "m3e-base" + "Model": "all-mpnet-base-v2-instruct" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "all-mpnet-base-v2-instruct" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "m3e-base" + "Model": "all-mpnet-base-v2-instruct" } ] } }, - "multilingual-e5-large": { + "m3e-large": { "BitextMining": { "f1": [ { - "Model": "multilingual-e5-large", - "BornholmBitextMining (dan-Latn)": 29.61, - "BornholmBitextMining": 44.16, - "Tatoeba (tgl-Latn_eng-Latn)": 92.0, - "Tatoeba (gsw-Latn_eng-Latn)": 51.65, - "Tatoeba (tzl-Latn_eng-Latn)": 53.16, - "Tatoeba (slv-Latn_eng-Latn)": 89.57, - "Tatoeba (jav-Latn_eng-Latn)": 75.46, - "Tatoeba (uig-Arab_eng-Latn)": 72.17, - "Tatoeba (ind-Latn_eng-Latn)": 92.9, - "Tatoeba (rus-Cyrl_eng-Latn)": 92.32, - "Tatoeba (war-Latn_eng-Latn)": 62.02, - "Tatoeba (mar-Deva_eng-Latn)": 88.58, - "Tatoeba (mkd-Cyrl_eng-Latn)": 85.63, - "Tatoeba (jpn-Jpan_eng-Latn)": 95.28, - "Tatoeba (hun-Latn_eng-Latn)": 94.01, - "Tatoeba (slk-Latn_eng-Latn)": 93.13, - "Tatoeba (tha-Thai_eng-Latn)": 95.38, - "Tatoeba (fra-Latn_eng-Latn)": 93.42, - "Tatoeba (ukr-Cyrl_eng-Latn)": 93.32, - "Tatoeba (kat-Geor_eng-Latn)": 84.09, - "Tatoeba (nov-Latn_eng-Latn)": 71.62, - "Tatoeba (kor-Hang_eng-Latn)": 90.65, - "Tatoeba (ben-Beng_eng-Latn)": 83.02, - "Tatoeba (cor-Latn_eng-Latn)": 6.28, - "Tatoeba (lfn-Latn_eng-Latn)": 62.91, - "Tatoeba (swh-Latn_eng-Latn)": 71.61, - "Tatoeba (tur-Latn_eng-Latn)": 96.27, - "Tatoeba (cbk-Latn_eng-Latn)": 69.26, - "Tatoeba (kur-Latn_eng-Latn)": 66.83, - "Tatoeba (arq-Arab_eng-Latn)": 41.56, - "Tatoeba (ceb-Latn_eng-Latn)": 55.31, - "Tatoeba (max-Deva_eng-Latn)": 63.41, - "Tatoeba (ang-Latn_eng-Latn)": 40.18, - "Tatoeba (nds-Latn_eng-Latn)": 69.28, - "Tatoeba (epo-Latn_eng-Latn)": 96.01, - "Tatoeba (heb-Hebr_eng-Latn)": 86.61, - "Tatoeba (yue-Hant_eng-Latn)": 88.71, - "Tatoeba (dan-Latn_eng-Latn)": 95.08, - "Tatoeba (swe-Latn_eng-Latn)": 95.3, - "Tatoeba (lvs-Latn_eng-Latn)": 90.06, - "Tatoeba (ast-Latn_eng-Latn)": 81.76, - "Tatoeba (dsb-Latn_eng-Latn)": 48.44, - "Tatoeba (pes-Arab_eng-Latn)": 92.14, - "Tatoeba (dtp-Latn_eng-Latn)": 7.03, - "Tatoeba (tuk-Latn_eng-Latn)": 33.15, - "Tatoeba (isl-Latn_eng-Latn)": 92.09, - "Tatoeba (khm-Khmr_eng-Latn)": 59.96, - "Tatoeba (pam-Latn_eng-Latn)": 9.32, - "Tatoeba (tat-Cyrl_eng-Latn)": 73.51, - "Tatoeba (bos-Latn_eng-Latn)": 92.86, - "Tatoeba (spa-Latn_eng-Latn)": 97.1, - "Tatoeba (kaz-Cyrl_eng-Latn)": 79.67, - "Tatoeba (bel-Cyrl_eng-Latn)": 91.08, - "Tatoeba (zsm-Latn_eng-Latn)": 94.53, - "Tatoeba (cat-Latn_eng-Latn)": 91.03, - "Tatoeba (urd-Arab_eng-Latn)": 89.21, - "Tatoeba (mon-Cyrl_eng-Latn)": 87.53, - "Tatoeba (tam-Taml_eng-Latn)": 88.23, - "Tatoeba (fry-Latn_eng-Latn)": 63.43, - "Tatoeba (nob-Latn_eng-Latn)": 97.2, - "Tatoeba (tel-Telu_eng-Latn)": 91.34, - "Tatoeba (hye-Armn_eng-Latn)": 90.92, - "Tatoeba (awa-Deva_eng-Latn)": 72.27, - "Tatoeba (hrv-Latn_eng-Latn)": 96.15, - "Tatoeba (ile-Latn_eng-Latn)": 79.16, - "Tatoeba (amh-Ethi_eng-Latn)": 80.69, - "Tatoeba (orv-Cyrl_eng-Latn)": 39.87, - "Tatoeba (ara-Arab_eng-Latn)": 85.48, - "Tatoeba (ido-Latn_eng-Latn)": 83.52, - "Tatoeba (hin-Deva_eng-Latn)": 94.48, - "Tatoeba (por-Latn_eng-Latn)": 93.63, - "Tatoeba (ron-Latn_eng-Latn)": 94.87, - "Tatoeba (swg-Latn_eng-Latn)": 55.64, - "Tatoeba (cmn-Hans_eng-Latn)": 95.28, - "Tatoeba (pol-Latn_eng-Latn)": 96.6, - "Tatoeba (bul-Cyrl_eng-Latn)": 92.93, - "Tatoeba (ina-Latn_eng-Latn)": 93.47, - "Tatoeba (bre-Latn_eng-Latn)": 11.1, - "Tatoeba (wuu-Hans_eng-Latn)": 86.37, - "Tatoeba (lit-Latn_eng-Latn)": 88.48, - "Tatoeba (csb-Latn_eng-Latn)": 36.98, - "Tatoeba (lat-Latn_eng-Latn)": 53.37, - "Tatoeba (gle-Latn_eng-Latn)": 71.48, - "Tatoeba (ita-Latn_eng-Latn)": 93.29, - "Tatoeba (srp-Cyrl_eng-Latn)": 93.1, - "Tatoeba (arz-Arab_eng-Latn)": 74.73, - "Tatoeba (cym-Latn_eng-Latn)": 76.21, - "Tatoeba (ber-Tfng_eng-Latn)": 38.9, - "Tatoeba (xho-Latn_eng-Latn)": 80.87, - "Tatoeba (uzb-Latn_eng-Latn)": 72.35, - "Tatoeba (pms-Latn_eng-Latn)": 59.85, - "Tatoeba (est-Latn_eng-Latn)": 85.03, - "Tatoeba (deu-Latn_eng-Latn)": 99.07, - "Tatoeba (yid-Hebr_eng-Latn)": 76.33, - "Tatoeba (ell-Grek_eng-Latn)": 93.88, - "Tatoeba (afr-Latn_eng-Latn)": 90.22, - "Tatoeba (fao-Latn_eng-Latn)": 72.62, - "Tatoeba (nld-Latn_eng-Latn)": 96.63, - "Tatoeba (hsb-Latn_eng-Latn)": 58.9, - "Tatoeba (aze-Latn_eng-Latn)": 87.61, - "Tatoeba (kzj-Latn_eng-Latn)": 7.91, - "Tatoeba (kab-Latn_eng-Latn)": 36.54, - "Tatoeba (mal-Mlym_eng-Latn)": 97.7, - "Tatoeba (mhr-Cyrl_eng-Latn)": 6.79, - "Tatoeba (ces-Latn_eng-Latn)": 94.89, - "Tatoeba (gla-Latn_eng-Latn)": 59.0, - "Tatoeba (cha-Latn_eng-Latn)": 27.16, - "Tatoeba (glg-Latn_eng-Latn)": 93.34, - "Tatoeba (vie-Latn_eng-Latn)": 97.0, - "Tatoeba (oci-Latn_eng-Latn)": 54.91, - "Tatoeba (nno-Latn_eng-Latn)": 91.4, - "Tatoeba (fin-Latn_eng-Latn)": 95.44, - "Tatoeba (eus-Latn_eng-Latn)": 77.82, - "Tatoeba (sqi-Latn_eng-Latn)": 94.7 + "Model": "m3e-large" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "m3e-large", + "AmazonReviewsClassification (zh)": 44.44, + "IFlyTek": 43.96, + "JDReview": 86.92, + "MassiveIntentClassification (zh-CN)": 67.23, + "MassiveScenarioClassification (zh-CN)": 74.88, + "MultilingualSentiment": 72.47, + "OnlineShopping": 89.59, + "TNews": 48.26, + "Waimai": 86.08 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "m3e-large", + "CLSClusteringP2P": 38.6, + "CLSClusteringS2S": 38.02, + "ThuNewsClusteringP2P": 60.39, + "ThuNewsClusteringS2S": 58.51 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "m3e-large", + "Cmnli": 69.27, + "Ocnli": 59.33 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "m3e-large", + "CMedQAv1": 77.76, + "CMedQAv2": 78.27, + "MMarcoReranking": 16.46, + "T2Reranking": 66.13 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "m3e-large", + "CmedqaRetrieval": 30.73, + "CovidRetrieval": 61.33, + "DuRetrieval": 74.69, + "EcomRetrieval": 45.18, + "MMarcoRetrieval": 61.06, + "MedicalRetrieval": 48.66, + "T2Retrieval": 72.36, + "VideoRetrieval": 44.02 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "m3e-large", + "AFQMC": 36.53, + "ATEC": 41.8, + "BQ": 65.2, + "LCQMC": 74.2, + "PAWSX": 15.95, + "QBQTC": 32.65, + "STS22 (zh)": 62.91, + "STSB": 74.16 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "m3e-large" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "m3e-large" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "m3e-large" + } + ] + } + }, + "flaubert_base_uncased": { + "BitextMining": { + "f1": [ + { + "Model": "flaubert_base_uncased" } ] }, "Classification": { "accuracy": [ { - "Model": "multilingual-e5-large", - "AllegroReviews (pol-Latn)": 41.04, - "AllegroReviews": 41.14, - "AmazonCounterfactualClassification (en-ext)": 78.73, - "AmazonCounterfactualClassification (en)": 78.67, - "AmazonCounterfactualClassification (deu-Latn)": 68.66, - "AmazonCounterfactualClassification (jpn-Jpan)": 78.8, - "AmazonPolarityClassification": 93.26, - "AmazonReviewsClassification (en)": 49.2, - "AmazonReviewsClassification (deu-Latn)": 46.5, - "AmazonReviewsClassification (spa-Latn)": 44.35, - "AmazonReviewsClassification (fra-Latn)": 42.55, - "AmazonReviewsClassification (jpn-Jpan)": 41.71, - "AmazonReviewsClassification (cmn-Hans)": 38.87, - "AmazonReviewsClassification (fr)": 41.91, - "AngryTweetsClassification (dan-Latn)": 57.69, - "AngryTweetsClassification": 54.95, - "Banking77Classification": 75.88, - "CBD (pol-Latn)": 69.84, - "CBD": 69.9, - "DKHateClassification": 66.02, - "DanishPoliticalCommentsClassification (dan-Latn)": 39.43, - "DanishPoliticalCommentsClassification": 38.27, - "EmotionClassification": 47.58, - "GeoreviewClassification (rus-Cyrl)": 49.69, - "HeadlineClassification (rus-Cyrl)": 77.19, - "IFlyTek (cmn-Hans)": 41.86, - "IFlyTek": 45.47, - "ImdbClassification": 90.23, - "InappropriatenessClassification (rus-Cyrl)": 61.6, - "JDReview (cmn-Hans)": 80.54, - "JDReview": 80.99, - "KinopoiskClassification (rus-Cyrl)": 56.59, - "LccSentimentClassification (dan-Latn)": 61.53, - "LccSentimentClassification": 59.6, - "MTOPDomainClassification (en)": 91.81, - "MTOPDomainClassification (deu-Latn)": 90.44, - "MTOPDomainClassification (spa-Latn)": 88.34, - "MTOPDomainClassification (fra-Latn)": 86.23, - "MTOPDomainClassification (hin-Deva)": 86.84, - "MTOPDomainClassification (tha-Thai)": 86.88, - "MTOPDomainClassification (fr)": 86.41, - "MTOPIntentClassification (en)": 64.29, - "MTOPIntentClassification (deu-Latn)": 65.97, - "MTOPIntentClassification (spa-Latn)": 61.9, - "MTOPIntentClassification (fra-Latn)": 56.25, - "MTOPIntentClassification (hin-Deva)": 59.17, - "MTOPIntentClassification (tha-Thai)": 62.59, - "MTOPIntentClassification (fr)": 59.43, - "MasakhaNEWSClassification (amh-Ethi)": 83.7, - "MasakhaNEWSClassification (eng)": 78.26, - "MasakhaNEWSClassification (fra-Latn)": 76.11, - "MasakhaNEWSClassification (hau-Latn)": 76.17, - "MasakhaNEWSClassification (ibo-Latn)": 70.05, - "MasakhaNEWSClassification (lin-Latn)": 75.89, - "MasakhaNEWSClassification (lug-Latn)": 73.63, - "MasakhaNEWSClassification (orm-Ethi)": 80.31, - "MasakhaNEWSClassification (pcm-Latn)": 89.15, - "MasakhaNEWSClassification (run-Latn)": 76.55, - "MasakhaNEWSClassification (sna-Latn)": 86.99, - "MasakhaNEWSClassification (som-Latn)": 64.63, - "MasakhaNEWSClassification (swa-Latn)": 73.42, - "MasakhaNEWSClassification (tir-Ethi)": 72.06, - "MasakhaNEWSClassification (xho-Latn)": 82.56, - "MasakhaNEWSClassification (yor-Latn)": 81.09, - "MasakhaNEWSClassification (fra)": 79.38, - "MassiveIntentClassification (kor-Kore)": 63.92, - "MassiveIntentClassification (lav-Latn)": 58.31, - "MassiveIntentClassification (isl-Latn)": 53.3, - "MassiveIntentClassification (tel-Telu)": 53.96, - "MassiveIntentClassification (mya-Mymr)": 49.73, - "MassiveIntentClassification (nob-Latn)": 64.54, - "MassiveIntentClassification (en)": 68.51, - "MassiveIntentClassification (spa-Latn)": 64.01, - "MassiveIntentClassification (swe-Latn)": 66.52, - "MassiveIntentClassification (cmo-Hant)": 58.78, - "MassiveIntentClassification (pol-Latn)": 65.09, - "MassiveIntentClassification (rus-Cyrl)": 65.76, - "MassiveIntentClassification (aze-Latn)": 54.68, - "MassiveIntentClassification (fin-Latn)": 64.28, - "MassiveIntentClassification (cmo-Hans)": 66.23, - "MassiveIntentClassification (urd-Arab)": 54.6, - "MassiveIntentClassification (tam-Taml)": 53.41, - "MassiveIntentClassification (hin-Deva)": 60.93, - "MassiveIntentClassification (deu-Latn)": 63.82, - "MassiveIntentClassification (ell-Grek)": 64.34, - "MassiveIntentClassification (hye-Armn)": 50.89, - "MassiveIntentClassification (por-Latn)": 65.6, - "MassiveIntentClassification (nld-Latn)": 65.0, - "MassiveIntentClassification (fas-Arab)": 63.74, - "MassiveIntentClassification (ron-Latn)": 59.76, - "MassiveIntentClassification (slv-Latn)": 59.38, - "MassiveIntentClassification (heb-Hebr)": 62.44, - "MassiveIntentClassification (vie-Latn)": 63.39, - "MassiveIntentClassification (sqi-Latn)": 57.3, - "MassiveIntentClassification (khm-Khmr)": 34.88, - "MassiveIntentClassification (ben-Beng)": 55.6, - "MassiveIntentClassification (tgl-Latn)": 54.77, - "MassiveIntentClassification (jpn-Jpan)": 67.11, - "MassiveIntentClassification (kat-Geor)": 41.45, - "MassiveIntentClassification (afr-Latn)": 53.69, - "MassiveIntentClassification (cym-Latn)": 44.22, - "MassiveIntentClassification (amh-Ethi)": 45.48, - "MassiveIntentClassification (ita-Latn)": 63.89, - "MassiveIntentClassification (mal-Mlym)": 57.58, - "MassiveIntentClassification (tha-Thai)": 62.75, - "MassiveIntentClassification (ind-Latn)": 63.51, - "MassiveIntentClassification (jav-Latn)": 48.96, - "MassiveIntentClassification (dan-Latn)": 63.7, - "MassiveIntentClassification (ara-Arab)": 54.1, - "MassiveIntentClassification (kan-Knda)": 53.45, - "MassiveIntentClassification (hun-Latn)": 64.0, - "MassiveIntentClassification (tur-Latn)": 64.61, - "MassiveIntentClassification (msa-Latn)": 58.49, - "MassiveIntentClassification (mon-Cyrl)": 49.6, - "MassiveIntentClassification (swa-Latn)": 47.69, - "MassiveIntentClassification (fra-Latn)": 63.37, - "MassiveIntentClassification (da)": 60.16, - "MassiveIntentClassification (nb)": 59.83, - "MassiveIntentClassification (sv)": 61.78, - "MassiveIntentClassification (pl)": 65.07, - "MassiveScenarioClassification (heb-Hebr)": 67.72, - "MassiveScenarioClassification (vie-Latn)": 68.91, - "MassiveScenarioClassification (cmo-Hant)": 64.35, - "MassiveScenarioClassification (urd-Arab)": 60.89, - "MassiveScenarioClassification (isl-Latn)": 60.74, - "MassiveScenarioClassification (ell-Grek)": 69.74, - "MassiveScenarioClassification (mon-Cyrl)": 55.37, - "MassiveScenarioClassification (swa-Latn)": 56.27, - "MassiveScenarioClassification (tam-Taml)": 58.76, - "MassiveScenarioClassification (hye-Armn)": 55.76, - "MassiveScenarioClassification (amh-Ethi)": 52.69, - "MassiveScenarioClassification (ben-Beng)": 61.85, - "MassiveScenarioClassification (tel-Telu)": 59.49, - "MassiveScenarioClassification (dan-Latn)": 71.18, - "MassiveScenarioClassification (slv-Latn)": 65.33, - "MassiveScenarioClassification (en)": 73.04, - "MassiveScenarioClassification (rus-Cyrl)": 70.85, - "MassiveScenarioClassification (mal-Mlym)": 63.17, - "MassiveScenarioClassification (sqi-Latn)": 63.79, - "MassiveScenarioClassification (ita-Latn)": 69.45, - "MassiveScenarioClassification (kor-Kore)": 70.54, - "MassiveScenarioClassification (cmo-Hans)": 72.25, - "MassiveScenarioClassification (cym-Latn)": 51.25, - "MassiveScenarioClassification (pol-Latn)": 69.83, - "MassiveScenarioClassification (ind-Latn)": 69.43, - "MassiveScenarioClassification (tur-Latn)": 68.12, - "MassiveScenarioClassification (tgl-Latn)": 60.71, - "MassiveScenarioClassification (hin-Deva)": 66.85, - "MassiveScenarioClassification (spa-Latn)": 69.07, - "MassiveScenarioClassification (lav-Latn)": 64.28, - "MassiveScenarioClassification (mya-Mymr)": 54.03, - "MassiveScenarioClassification (ara-Arab)": 61.0, - "MassiveScenarioClassification (kan-Knda)": 59.36, - "MassiveScenarioClassification (jav-Latn)": 56.24, - "MassiveScenarioClassification (por-Latn)": 68.33, - "MassiveScenarioClassification (tha-Thai)": 69.06, - "MassiveScenarioClassification (aze-Latn)": 58.49, - "MassiveScenarioClassification (fra-Latn)": 68.74, - "MassiveScenarioClassification (ron-Latn)": 66.06, - "MassiveScenarioClassification (nld-Latn)": 71.11, - "MassiveScenarioClassification (fas-Arab)": 67.55, - "MassiveScenarioClassification (deu-Latn)": 71.25, - "MassiveScenarioClassification (nob-Latn)": 70.44, - "MassiveScenarioClassification (msa-Latn)": 63.55, - "MassiveScenarioClassification (afr-Latn)": 62.35, - "MassiveScenarioClassification (hun-Latn)": 70.53, - "MassiveScenarioClassification (swe-Latn)": 72.77, - "MassiveScenarioClassification (kat-Geor)": 47.82, - "MassiveScenarioClassification (jpn-Jpan)": 73.16, - "MassiveScenarioClassification (khm-Khmr)": 41.14, - "MassiveScenarioClassification (fin-Latn)": 68.62, - "MassiveScenarioClassification (da)": 67.46, - "MassiveScenarioClassification (nb)": 66.18, - "MassiveScenarioClassification (sv)": 69.15, - "MassiveScenarioClassification (pl)": 69.82, - "MultilingualSentiment (cmn-Hans)": 70.81, - "MultilingualSentiment": 68.58, - "NoRecClassification (nob-Latn)": 58.43, - "NoRecClassification": 62.76, - "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 80.15, - "NordicLangClassification": 82.29, - "NorwegianParliament": 60.36, - "OnlineShopping (cmn-Hans)": 90.45, - "OnlineShopping": 90.81, - "PAC (pol-Latn)": 70.33, - "PAC": 70.37, - "PolEmo2.0-IN (pol-Latn)": 77.06, - "PolEmo2.0-IN": 77.06, - "PolEmo2.0-OUT (pol-Latn)": 53.48, - "PolEmo2.0-OUT": 53.38, - "RuReviewsClassification (rus-Cyrl)": 65.28, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 58.2, - "RuSciBenchOECDClassification (rus-Cyrl)": 43.91, - "ScalaDaClassification": 50.77, - "ScalaNbClassification": 50.44, - "TNews (cmn-Hans)": 48.8, - "TNews": 48.38, - "ToxicConversationsClassification": 66.01, - "TweetSentimentExtractionClassification": 62.8, - "Waimai (cmn-Hans)": 86.3, - "Waimai": 85.02 + "Model": "flaubert_base_uncased", + "AmazonReviewsClassification (fr)": 23.52, + "MTOPDomainClassification (fr)": 27.74, + "MTOPIntentClassification (fr)": 8.61, + "MasakhaNEWSClassification (fra)": 62.61, + "MassiveIntentClassification (fr)": 6.24, + "MassiveScenarioClassification (fr)": 10.98 } ] }, "Clustering": { "v_measure": [ { - "Model": "multilingual-e5-large", - "8TagsClustering": 33.88, - "AlloProfClusteringP2P": 62.99, - "AlloProfClusteringS2S": 32.26, - "BiorxivClusteringP2P": 35.5, - "BiorxivClusteringS2S": 33.3, - "CLSClusteringP2P": 40.68, - "CLSClusteringS2S": 38.59, - "GeoreviewClusteringP2P (rus-Cyrl)": 60.51, - "HALClusteringS2S": 22.44, - "MLSUMClusteringP2P (rus-Cyrl)": 42.79, - "MLSUMClusteringP2P": 44.04, - "MLSUMClusteringS2S (rus-Cyrl)": 44.32, - "MLSUMClusteringS2S": 37.65, - "MasakhaNEWSClusteringP2P (amh-Ethi)": 67.16, - "MasakhaNEWSClusteringP2P (eng)": 61.1, - "MasakhaNEWSClusteringP2P (fra-Latn)": 41.66, - "MasakhaNEWSClusteringP2P (hau-Latn)": 60.7, - "MasakhaNEWSClusteringP2P (ibo-Latn)": 48.41, - "MasakhaNEWSClusteringP2P (lin-Latn)": 57.69, - "MasakhaNEWSClusteringP2P (lug-Latn)": 71.95, - "MasakhaNEWSClusteringP2P (orm-Ethi)": 60.14, - "MasakhaNEWSClusteringP2P (pcm-Latn)": 80.84, - "MasakhaNEWSClusteringP2P (run-Latn)": 59.91, - "MasakhaNEWSClusteringP2P (sna-Latn)": 53.3, - "MasakhaNEWSClusteringP2P (som-Latn)": 34.38, - "MasakhaNEWSClusteringP2P (swa-Latn)": 33.25, - "MasakhaNEWSClusteringP2P (tir-Ethi)": 54.21, - "MasakhaNEWSClusteringP2P (xho-Latn)": 41.12, - "MasakhaNEWSClusteringP2P (yor-Latn)": 36.22, - "MasakhaNEWSClusteringP2P (fra)": 40.94, - "MasakhaNEWSClusteringS2S (amh-Ethi)": 47.24, - "MasakhaNEWSClusteringS2S (eng)": 53.93, - "MasakhaNEWSClusteringS2S (fra-Latn)": 39.84, - "MasakhaNEWSClusteringS2S (hau-Latn)": 19.24, - "MasakhaNEWSClusteringS2S (ibo-Latn)": 28.88, - "MasakhaNEWSClusteringS2S (lin-Latn)": 42.22, - "MasakhaNEWSClusteringS2S (lug-Latn)": 43.63, - "MasakhaNEWSClusteringS2S (orm-Ethi)": 26.29, - "MasakhaNEWSClusteringS2S (pcm-Latn)": 59.77, - "MasakhaNEWSClusteringS2S (run-Latn)": 51.46, - "MasakhaNEWSClusteringS2S (sna-Latn)": 48.14, - "MasakhaNEWSClusteringS2S (som-Latn)": 25.14, - "MasakhaNEWSClusteringS2S (swa-Latn)": 7.28, - "MasakhaNEWSClusteringS2S (tir-Ethi)": 50.51, - "MasakhaNEWSClusteringS2S (xho-Latn)": 30.98, - "MasakhaNEWSClusteringS2S (yor-Latn)": 34.09, - "MasakhaNEWSClusteringS2S (fra)": 30.56, - "MedrxivClusteringP2P": 31.7, - "MedrxivClusteringS2S": 29.76, - "RedditClustering": 46.91, - "RedditClusteringP2P": 63.0, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 52.03, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 45.11, - "StackExchangeClustering": 58.37, - "StackExchangeClusteringP2P": 32.9, - "ThuNewsClusteringP2P": 58.05, - "ThuNewsClusteringS2S": 55.59, - "TwentyNewsgroupsClustering": 39.4 + "Model": "flaubert_base_uncased", + "AlloProfClusteringP2P": 43.2, + "AlloProfClusteringS2S": 12.94, + "HALClusteringS2S": 1.8, + "MLSUMClusteringP2P": 33.22, + "MLSUMClusteringS2S": 14.9, + "MasakhaNEWSClusteringP2P (fra)": 28.49, + "MasakhaNEWSClusteringS2S (fra)": 22.58 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "flaubert_base_uncased", + "OpusparcusPC (fr)": 82.0, + "PawsXPairClassification (fr)": 52.78 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "flaubert_base_uncased", + "AlloprofReranking": 34.55, + "SyntecReranking": 57.18 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "flaubert_base_uncased", + "AlloprofRetrieval": 1.72, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 0.51, + "SyntecRetrieval": 22.33, + "XPQARetrieval (fr)": 9.09 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "flaubert_base_uncased", + "SICKFr": 41.9, + "STS22 (fr)": 55.15, + "STSBenchmarkMultilingualSTS (fr)": 33.41 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "flaubert_base_uncased", + "SummEvalFr": 29.43 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "flaubert_base_uncased" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "flaubert_base_uncased" + } + ] + } + }, + "flaubert_base_cased": { + "BitextMining": { + "f1": [ + { + "Model": "flaubert_base_cased" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "flaubert_base_cased", + "AmazonReviewsClassification (fr)": 24.9, + "MTOPDomainClassification (fr)": 25.55, + "MTOPIntentClassification (fr)": 9.49, + "MasakhaNEWSClassification (fra)": 71.14, + "MassiveIntentClassification (fr)": 6.98, + "MassiveScenarioClassification (fr)": 11.41 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "flaubert_base_cased", + "AlloProfClusteringP2P": 52.86, + "AlloProfClusteringS2S": 14.46, + "HALClusteringS2S": 3.85, + "MLSUMClusteringP2P": 39.06, + "MLSUMClusteringS2S": 17.13, + "MasakhaNEWSClusteringP2P (fra)": 41.61, + "MasakhaNEWSClusteringS2S (fra)": 21.26 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "flaubert_base_cased", + "OpusparcusPC (fr)": 82.15, + "PawsXPairClassification (fr)": 51.89 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "flaubert_base_cased", + "AlloprofReranking": 34.81, + "SyntecReranking": 55.88 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "flaubert_base_cased", + "AlloprofRetrieval": 1.63, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 0.58, + "SyntecRetrieval": 20.56, + "XPQARetrieval (fr)": 6.59 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "flaubert_base_cased", + "SICKFr": 53.86, + "STS22 (fr)": 65.37, + "STSBenchmarkMultilingualSTS (fr)": 37.14 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "flaubert_base_cased", + "SummEvalFr": 31.26 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "flaubert_base_cased" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "flaubert_base_cased" + } + ] + } + }, + "nb-bert-large": { + "BitextMining": { + "f1": [ + { + "Model": "nb-bert-large", + "BornholmBitextMining": 4.53 + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "nb-bert-large", + "AngryTweetsClassification": 52.14, + "DKHateClassification": 62.13, + "DanishPoliticalCommentsClassification": 35.04, + "LccSentimentClassification": 56.27, + "MassiveIntentClassification (da)": 57.03, + "MassiveIntentClassification (nb)": 62.68, + "MassiveIntentClassification (sv)": 55.02, + "MassiveScenarioClassification (da)": 60.43, + "MassiveScenarioClassification (nb)": 67.44, + "MassiveScenarioClassification (sv)": 57.12, + "NoRecClassification": 55.46, + "NordicLangClassification": 85.27, + "NorwegianParliament": 62.58, + "ScalaDaClassification": 62.85, + "ScalaNbClassification": 66.97 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "nb-bert-large" } ] }, "PairClassification": { "ap": [ { - "Model": "multilingual-e5-large", - "CDSC-E (pol-Latn)": 74.47, - "CDSC-E": 74.47, - "Cmnli": 78.18, - "Ocnli": 61.6, - "OpusparcusPC (deu-Latn)": 97.27, - "OpusparcusPC (en)": 98.74, - "OpusparcusPC (fin-Latn)": 94.26, - "OpusparcusPC (fra-Latn)": 93.68, - "OpusparcusPC (rus-Cyrl)": 89.64, - "OpusparcusPC (swe-Latn)": 94.98, - "OpusparcusPC (fr)": 93.89, - "PPC": 92.18, - "PSC (pol-Latn)": 99.4, - "PSC": 99.39, - "PawsXPairClassification (deu-Latn)": 56.81, - "PawsXPairClassification (en)": 62.97, - "PawsXPairClassification (spa-Latn)": 56.85, - "PawsXPairClassification (fra-Latn)": 58.68, - "PawsXPairClassification (jpn-Hira)": 50.7, - "PawsXPairClassification (kor-Hang)": 52.08, - "PawsXPairClassification (cmn-Hans)": 56.82, - "PawsXPairClassification (fr)": 58.5, - "SICK-E-PL (pol-Latn)": 75.95, - "SICK-E-PL": 75.96, - "SprintDuplicateQuestions": 93.14, - "TERRa (rus-Cyrl)": 58.4, - "TwitterSemEval2015": 75.28, - "TwitterURLCorpus": 85.83 + "Model": "nb-bert-large" } ] }, "Reranking": { "map": [ { - "Model": "multilingual-e5-large", - "AlloprofReranking (fra-Latn)": 69.44, - "AlloprofReranking": 57.37, - "AskUbuntuDupQuestions": 59.24, - "CMedQAv1": 68.25, - "CMedQAv2": 68.56, - "MMarcoReranking (cmn-Hans)": 29.12, - "MMarcoReranking": 21.34, - "MindSmallReranking": 30.24, - "RuBQReranking (rus-Cyrl)": 75.58, - "SciDocsRR": 84.22, - "StackOverflowDupQuestions": 50.14, - "SyntecReranking (fra-Latn)": 85.45, - "SyntecReranking": 86.9, - "T2Reranking (cmn-Hans)": 66.32, - "T2Reranking": 65.83 + "Model": "nb-bert-large" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "multilingual-e5-large", - "AILACasedocs": 26.43, - "AILAStatutes": 20.84, - "ARCChallenge": 10.83, - "AlloprofRetrieval (fra-Latn)": 39.34, - "AlloprofRetrieval": 38.15, - "AlphaNLI": 13.59, - "ArguAna": 54.36, - "ArguAna-PL (pol-Latn)": 52.99, - "ArguAna-PL": 53.02, - "BSARDRetrieval (fra-Latn)": 21.28, - "BSARDRetrieval": 0.27, - "CmedqaRetrieval (cmn-Hans)": 28.66, - "CmedqaRetrieval": 28.67, - "CovidRetrieval (cmn-Hans)": 75.61, - "CovidRetrieval": 75.51, - "DBPedia-PL": 35.82, - "DuRetrieval (cmn-Hans)": 85.3, - "DuRetrieval": 85.32, - "EcomRetrieval (cmn-Hans)": 54.67, - "EcomRetrieval": 54.75, - "FiQA-PL (pol-Latn)": 32.97, - "FiQA-PL": 33.0, - "FiQA2018": 43.81, - "GerDaLIRSmall (deu-Latn)": 15.72, - "HellaSwag": 27.35, - "HotpotQA-PL": 67.41, - "LEMBNarrativeQARetrieval": 24.22, - "LEMBNeedleRetrieval": 28.0, - "LEMBPasskeyRetrieval": 38.25, - "LEMBQMSumRetrieval": 24.26, - "LEMBSummScreenFDRetrieval": 71.12, - "LEMBWikimQARetrieval": 56.8, - "LeCaRDv2 (zho-Hans)": 55.83, - "LegalBenchConsumerContractsQA": 73.3, - "LegalBenchCorporateLobbying": 89.72, - "LegalQuAD (deu-Latn)": 43.17, - "LegalSummarization": 62.1, - "MMarcoRetrieval (cmn-Hans)": 79.2, - "MMarcoRetrieval": 79.2, - "MSMARCO-PL": 33.38, - "MedicalRetrieval (cmn-Hans)": 51.44, - "MedicalRetrieval": 51.44, - "MintakaRetrieval (ara-Arab)": 26.5, - "MintakaRetrieval (deu-Latn)": 32.77, - "MintakaRetrieval (spa-Latn)": 34.23, - "MintakaRetrieval (fra-Latn)": 34.24, - "MintakaRetrieval (hin-Deva)": 27.45, - "MintakaRetrieval (ita-Latn)": 33.84, - "MintakaRetrieval (jpn-Hira)": 26.45, - "MintakaRetrieval (por-Latn)": 35.9, - "MintakaRetrieval (fr)": 25.2, - "NFCorpus": 33.95, - "NFCorpus-PL (pol-Latn)": 30.21, - "NFCorpus-PL": 30.24, - "NQ-PL": 52.79, - "PIQA": 28.82, - "Quail": 4.85, - "Quora-PL": 83.65, - "RARbCode": 58.92, - "RARbMath": 67.32, - "RiaNewsRetrieval (rus-Cyrl)": 80.67, - "RuBQRetrieval (rus-Cyrl)": 74.11, - "SCIDOCS": 17.45, - "SCIDOCS-PL (pol-Latn)": 13.82, - "SCIDOCS-PL": 13.81, - "SIQA": 5.36, - "SciFact": 70.42, - "SciFact-PL (pol-Latn)": 65.66, - "SciFact-PL": 65.66, - "SpartQA": 5.64, - "SyntecRetrieval (fra-Latn)": 82.39, - "SyntecRetrieval": 81.07, - "T2Retrieval (cmn-Hans)": 76.07, - "T2Retrieval": 76.11, - "TRECCOVID": 71.21, - "TRECCOVID-PL (pol-Latn)": 69.9, - "TRECCOVID-PL": 70.03, - "TempReasonL1": 1.14, - "TempReasonL2Fact": 42.97, - "TempReasonL2Pure": 2.05, - "TempReasonL3Fact": 38.22, - "TempReasonL3Pure": 8.31, - "Touche2020": 23.13, - "VideoRetrieval (cmn-Hans)": 58.28, - "VideoRetrieval": 58.25, - "WinoGrande": 54.99, - "XPQARetrieval (ara-Arab_ara-Arab)": 43.69, - "XPQARetrieval (eng-Latn_ara-Arab)": 30.86, - "XPQARetrieval (ara-Arab_eng-Latn)": 39.11, - "XPQARetrieval (deu-Latn_deu-Latn)": 76.83, - "XPQARetrieval (eng-Latn_deu-Latn)": 42.87, - "XPQARetrieval (deu-Latn_eng-Latn)": 68.25, - "XPQARetrieval (spa-Latn_spa-Latn)": 61.77, - "XPQARetrieval (eng-Latn_spa-Latn)": 37.55, - "XPQARetrieval (spa-Latn_eng-Latn)": 52.86, - "XPQARetrieval (fra-Latn_fra-Latn)": 61.38, - "XPQARetrieval (eng-Latn_fra-Latn)": 39.12, - "XPQARetrieval (fra-Latn_eng-Latn)": 57.93, - "XPQARetrieval (hin-Deva_hin-Deva)": 71.09, - "XPQARetrieval (eng-Latn_hin-Deva)": 32.39, - "XPQARetrieval (hin-Deva_eng-Latn)": 68.31, - "XPQARetrieval (ita-Latn_ita-Latn)": 74.32, - "XPQARetrieval (eng-Latn_ita-Latn)": 37.95, - "XPQARetrieval (ita-Latn_eng-Latn)": 64.54, - "XPQARetrieval (jpn-Hira_jpn-Hira)": 74.11, - "XPQARetrieval (eng-Latn_jpn-Hira)": 38.31, - "XPQARetrieval (jpn-Hira_eng-Latn)": 65.42, - "XPQARetrieval (kor-Hang_kor-Hang)": 35.72, - "XPQARetrieval (eng-Latn_kor-Hang)": 31.09, - "XPQARetrieval (kor-Hang_eng-Latn)": 34.06, - "XPQARetrieval (pol-Latn_pol-Latn)": 51.01, - "XPQARetrieval (eng-Latn_pol-Latn)": 30.49, - "XPQARetrieval (pol-Latn_eng-Latn)": 44.66, - "XPQARetrieval (por-Latn_por-Latn)": 41.1, - "XPQARetrieval (eng-Latn_por-Latn)": 22.03, - "XPQARetrieval (por-Latn_eng-Latn)": 35.15, - "XPQARetrieval (tam-Taml_tam-Taml)": 39.51, - "XPQARetrieval (eng-Latn_tam-Taml)": 17.33, - "XPQARetrieval (tam-Taml_eng-Latn)": 33.67, - "XPQARetrieval (cmn-Hans_cmn-Hans)": 66.27, - "XPQARetrieval (eng-Latn_cmn-Hans)": 26.24, - "XPQARetrieval (cmn-Hans_eng-Latn)": 55.15, - "XPQARetrieval (fr)": 66.15 + "Model": "nb-bert-large" } ] }, "STS": { "spearman": [ { - "Model": "multilingual-e5-large", - "AFQMC (cmn-Hans)": 33.01, - "AFQMC": 33.02, - "ATEC (cmn-Hans)": 39.8, - "ATEC": 39.81, - "BIOSSES": 82.49, - "BQ (cmn-Hans)": 46.44, - "BQ": 46.44, - "CDSC-R (pol-Latn)": 91.0, - "CDSC-R": 91.0, - "LCQMC (cmn-Hans)": 75.95, - "LCQMC": 75.95, - "PAWSX (cmn-Hans)": 14.63, - "PAWSX": 14.63, - "QBQTC": 29.77, - "RUParaPhraserSTS (rus-Cyrl)": 71.82, - "RuSTSBenchmarkSTS (rus-Cyrl)": 83.15, - "SICK-R": 80.23, - "SICK-R-PL (pol-Latn)": 75.08, - "SICK-R-PL": 75.08, - "SICKFr (fra-Latn)": 78.81, - "SICKFr": 78.78, - "STS12": 80.02, - "STS13": 81.55, - "STS14": 77.72, - "STS15": 89.31, - "STS16": 85.79, - "STS17 (en-en)": 88.12, - "STS17 (spa-Latn)": 86.71, - "STS17 (spa-Latn_eng-Latn)": 80.74, - "STS17 (eng-Latn_ara-Arab)": 75.03, - "STS17 (fra-Latn_eng-Latn)": 85.62, - "STS17 (kor-Hang)": 82.27, - "STS17 (ita-Latn_eng-Latn)": 84.52, - "STS17 (ara-Arab)": 77.83, - "STS17 (eng-Latn_tur-Latn)": 71.22, - "STS17 (eng-Latn_deu-Latn)": 86.15, - "STS17 (nld-Latn_eng-Latn)": 85.29, - "STS22 (spa-Latn)": 64.6, - "STS22 (spa-Latn_eng-Latn)": 72.51, - "STS22 (deu-Latn_eng-Latn)": 56.59, - "STS22 (cmn-Hans_eng-Latn)": 65.95, - "STS22 (deu-Latn_pol-Latn)": 49.58, - "STS22 (fra-Latn_pol-Latn)": 50.71, - "STS22 (en)": 63.66, - "STS22 (ara-Arab)": 56.95, - "STS22 (spa-Latn_ita-Latn)": 68.92, - "STS22 (tur-Latn)": 63.56, - "STS22 (deu-Latn_fra-Latn)": 67.96, - "STS22 (ita-Latn)": 76.99, - "STS22 (cmn-Hans)": 66.82, - "STS22 (rus-Cyrl)": 59.89, - "STS22 (fra-Latn)": 76.77, - "STS22 (pol-Latn_eng-Latn)": 65.54, - "STS22 (deu-Latn)": 56.58, - "STS22 (pol-Latn)": 34.65, - "STS22 (zh)": 65.64, - "STS22 (pl)": 34.66, - "STSB (cmn-Hans)": 81.08, - "STSB": 81.08, - "STSBenchmark": 87.29, - "STSBenchmarkMultilingualSTS (cmn-Hans)": 81.22, - "STSBenchmarkMultilingualSTS (en)": 87.29, - "STSBenchmarkMultilingualSTS (pol-Latn)": 81.06, - "STSBenchmarkMultilingualSTS (nld-Latn)": 81.63, - "STSBenchmarkMultilingualSTS (ita-Latn)": 81.75, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 83.05, - "STSBenchmarkMultilingualSTS (por-Latn)": 73.31, - "STSBenchmarkMultilingualSTS (spa-Latn)": 83.81, - "STSBenchmarkMultilingualSTS (fra-Latn)": 83.28, - "STSBenchmarkMultilingualSTS (deu-Latn)": 84.27, - "STSBenchmarkMultilingualSTS (fr)": 82.53 + "Model": "nb-bert-large" + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "nb-bert-large" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "nb-bert-large" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "nb-bert-large" + } + ] + } + }, + "monot5-3b-msmarco-10k": { + "BitextMining": { + "f1": [ + { + "Model": "monot5-3b-msmarco-10k" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "monot5-3b-msmarco-10k" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "monot5-3b-msmarco-10k" + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "monot5-3b-msmarco-10k" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "monot5-3b-msmarco-10k" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "monot5-3b-msmarco-10k" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "monot5-3b-msmarco-10k" } ] }, "Summarization": { "spearman": [ { - "Model": "multilingual-e5-large", - "SummEval": 29.65, - "SummEvalFr (fra-Latn)": 30.92, - "SummEvalFr": 30.92 + "Model": "monot5-3b-msmarco-10k" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "monot5-3b-msmarco-10k" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "multilingual-e5-large" + "Model": "monot5-3b-msmarco-10k", + "Core17InstructionRetrieval": 1.84, + "News21InstructionRetrieval": 1.78, + "Robust04InstructionRetrieval": 3.96 } ] } }, - "komninos": { + "LaBSE-en-ru": { "BitextMining": { "f1": [ { - "Model": "komninos", - "BUCC (de-en)": 0.18, - "BUCC (fr-en)": 0.08, - "BUCC (ru-en)": 0.15, - "BUCC (zh-en)": 0.05, - "Tatoeba (afr-eng)": 4.82, - "Tatoeba (amh-eng)": 1.18, - "Tatoeba (ang-eng)": 8.54, - "Tatoeba (ara-eng)": 0.63, - "Tatoeba (arq-eng)": 0.4, - "Tatoeba (arz-eng)": 0.63, - "Tatoeba (ast-eng)": 11.69, - "Tatoeba (awa-eng)": 0.0, - "Tatoeba (aze-eng)": 3.22, - "Tatoeba (bel-eng)": 1.75, - "Tatoeba (ben-eng)": 0.2, - "Tatoeba (ber-eng)": 7.0, - "Tatoeba (bos-eng)": 9.31, - "Tatoeba (bre-eng)": 4.17, - "Tatoeba (bul-eng)": 1.29, - "Tatoeba (cat-eng)": 7.73, - "Tatoeba (cbk-eng)": 5.61, - "Tatoeba (ceb-eng)": 4.88, - "Tatoeba (ces-eng)": 3.55, - "Tatoeba (cha-eng)": 19.29, - "Tatoeba (cmn-eng)": 0.5, - "Tatoeba (cor-eng)": 4.15, - "Tatoeba (csb-eng)": 5.69, - "Tatoeba (cym-eng)": 8.4, - "Tatoeba (dan-eng)": 6.99, - "Tatoeba (deu-eng)": 3.67, - "Tatoeba (dsb-eng)": 5.33, - "Tatoeba (dtp-eng)": 4.25, - "Tatoeba (ell-eng)": 0.63, - "Tatoeba (epo-eng)": 2.45, - "Tatoeba (est-eng)": 2.69, - "Tatoeba (eus-eng)": 4.69, - "Tatoeba (fao-eng)": 7.61, - "Tatoeba (fin-eng)": 3.36, - "Tatoeba (fra-eng)": 7.0, - "Tatoeba (fry-eng)": 12.36, - "Tatoeba (gla-eng)": 3.07, - "Tatoeba (gle-eng)": 4.81, - "Tatoeba (glg-eng)": 8.12, - "Tatoeba (gsw-eng)": 18.87, - "Tatoeba (heb-eng)": 0.68, - "Tatoeba (hin-eng)": 0.1, - "Tatoeba (hrv-eng)": 5.41, - "Tatoeba (hsb-eng)": 6.32, - "Tatoeba (hun-eng)": 3.42, - "Tatoeba (hye-eng)": 0.97, - "Tatoeba (ido-eng)": 7.1, - "Tatoeba (ile-eng)": 13.61, - "Tatoeba (ina-eng)": 8.57, - "Tatoeba (ind-eng)": 7.26, - "Tatoeba (isl-eng)": 4.09, - "Tatoeba (ita-eng)": 5.54, - "Tatoeba (jav-eng)": 11.43, - "Tatoeba (jpn-eng)": 0.2, - "Tatoeba (kab-eng)": 2.71, - "Tatoeba (kat-eng)": 1.11, - "Tatoeba (kaz-eng)": 1.17, - "Tatoeba (khm-eng)": 0.55, - "Tatoeba (kor-eng)": 0.5, - "Tatoeba (kur-eng)": 8.55, - "Tatoeba (kzj-eng)": 4.61, - "Tatoeba (lat-eng)": 4.07, - "Tatoeba (lfn-eng)": 2.83, - "Tatoeba (lit-eng)": 0.95, - "Tatoeba (lvs-eng)": 3.25, - "Tatoeba (mal-eng)": 0.29, - "Tatoeba (mar-eng)": 0.2, - "Tatoeba (max-eng)": 14.53, - "Tatoeba (mhr-eng)": 0.2, - "Tatoeba (mkd-eng)": 0.2, - "Tatoeba (mon-eng)": 1.1, - "Tatoeba (nds-eng)": 10.37, - "Tatoeba (nld-eng)": 9.5, - "Tatoeba (nno-eng)": 4.49, - "Tatoeba (nob-eng)": 4.95, - "Tatoeba (nov-eng)": 14.53, - "Tatoeba (oci-eng)": 5.8, - "Tatoeba (orv-eng)": 0.24, - "Tatoeba (pam-eng)": 6.65, - "Tatoeba (pes-eng)": 0.5, - "Tatoeba (pms-eng)": 8.05, - "Tatoeba (pol-eng)": 5.13, - "Tatoeba (por-eng)": 5.87, - "Tatoeba (ron-eng)": 6.76, - "Tatoeba (rus-eng)": 0.2, - "Tatoeba (slk-eng)": 4.23, - "Tatoeba (slv-eng)": 6.05, - "Tatoeba (spa-eng)": 5.03, - "Tatoeba (sqi-eng)": 4.36, - "Tatoeba (srp-eng)": 1.77, - "Tatoeba (swe-eng)": 6.72, - "Tatoeba (swg-eng)": 8.54, - "Tatoeba (swh-eng)": 11.49, - "Tatoeba (tam-eng)": 1.3, - "Tatoeba (tat-eng)": 0.77, - "Tatoeba (tel-eng)": 0.85, - "Tatoeba (tgl-eng)": 2.61, - "Tatoeba (tha-eng)": 0.69, - "Tatoeba (tuk-eng)": 5.76, - "Tatoeba (tur-eng)": 5.24, - "Tatoeba (tzl-eng)": 15.51, - "Tatoeba (uig-eng)": 0.6, - "Tatoeba (ukr-eng)": 1.23, - "Tatoeba (urd-eng)": 0.4, - "Tatoeba (uzb-eng)": 4.73, - "Tatoeba (vie-eng)": 6.55, - "Tatoeba (war-eng)": 4.12, - "Tatoeba (wuu-eng)": 0.2, - "Tatoeba (xho-eng)": 4.33, - "Tatoeba (yid-eng)": 0.59, - "Tatoeba (yue-eng)": 0.5, - "Tatoeba (zsm-eng)": 7.27 + "Model": "LaBSE-en-ru", + "Tatoeba (rus-Cyrl_eng-Latn)": 93.62 } ] }, "Classification": { "accuracy": [ { - "Model": "komninos", - "AmazonCounterfactualClassification (en)": 60.54, - "AmazonPolarityClassification": 59.59, - "AmazonReviewsClassification (en)": 31.01, - "Banking77Classification": 67.05, - "EmotionClassification": 33.18, - "ImdbClassification": 63.98, - "MTOPDomainClassification (en)": 78.57, - "MTOPIntentClassification (en)": 57.07, - "MassiveIntentClassification (en)": 57.21, - "MassiveScenarioClassification (en)": 66.11, - "ToxicConversationsClassification": 67.76, - "TweetSentimentExtractionClassification": 49.68 + "Model": "LaBSE-en-ru", + "GeoreviewClassification (rus-Cyrl)": 40.89, + "HeadlineClassification (rus-Cyrl)": 68.75, + "InappropriatenessClassification (rus-Cyrl)": 58.48, + "KinopoiskClassification (rus-Cyrl)": 49.85, + "MassiveIntentClassification (swa-Latn)": 19.98, + "MassiveIntentClassification (aze-Latn)": 19.52, + "MassiveIntentClassification (tur-Latn)": 24.12, + "MassiveIntentClassification (cmo-Hans)": 3.96, + "MassiveIntentClassification (amh-Ethi)": 2.76, + "MassiveIntentClassification (kan-Knda)": 2.86, + "MassiveIntentClassification (hin-Deva)": 3.29, + "MassiveIntentClassification (tgl-Latn)": 27.08, + "MassiveIntentClassification (tha-Thai)": 4.0, + "MassiveIntentClassification (swe-Latn)": 32.01, + "MassiveIntentClassification (deu-Latn)": 35.14, + "MassiveIntentClassification (spa-Latn)": 37.67, + "MassiveIntentClassification (por-Latn)": 39.84, + "MassiveIntentClassification (jpn-Jpan)": 4.78, + "MassiveIntentClassification (fin-Latn)": 31.11, + "MassiveIntentClassification (kat-Geor)": 2.87, + "MassiveIntentClassification (slv-Latn)": 35.66, + "MassiveIntentClassification (rus-Cyrl)": 60.53, + "MassiveIntentClassification (ita-Latn)": 43.32, + "MassiveIntentClassification (tel-Telu)": 2.72, + "MassiveIntentClassification (afr-Latn)": 30.59, + "MassiveIntentClassification (isl-Latn)": 25.61, + "MassiveIntentClassification (fas-Arab)": 3.71, + "MassiveIntentClassification (vie-Latn)": 23.0, + "MassiveIntentClassification (ben-Beng)": 3.35, + "MassiveIntentClassification (hye-Armn)": 2.8, + "MassiveIntentClassification (pol-Latn)": 31.3, + "MassiveIntentClassification (cym-Latn)": 26.59, + "MassiveIntentClassification (jav-Latn)": 26.84, + "MassiveIntentClassification (mon-Cyrl)": 35.97, + "MassiveIntentClassification (en)": 60.48, + "MassiveIntentClassification (msa-Latn)": 27.82, + "MassiveIntentClassification (nob-Latn)": 35.78, + "MassiveIntentClassification (heb-Hebr)": 2.33, + "MassiveIntentClassification (khm-Khmr)": 4.6, + "MassiveIntentClassification (nld-Latn)": 34.66, + "MassiveIntentClassification (ind-Latn)": 33.31, + "MassiveIntentClassification (mal-Mlym)": 2.63, + "MassiveIntentClassification (tam-Taml)": 2.22, + "MassiveIntentClassification (mya-Mymr)": 3.57, + "MassiveIntentClassification (urd-Arab)": 3.36, + "MassiveIntentClassification (dan-Latn)": 38.66, + "MassiveIntentClassification (cmo-Hant)": 5.29, + "MassiveIntentClassification (ron-Latn)": 37.45, + "MassiveIntentClassification (lav-Latn)": 23.92, + "MassiveIntentClassification (fra-Latn)": 40.29, + "MassiveIntentClassification (ell-Grek)": 11.14, + "MassiveIntentClassification (sqi-Latn)": 35.84, + "MassiveIntentClassification (hun-Latn)": 26.74, + "MassiveIntentClassification (kor-Kore)": 2.69, + "MassiveIntentClassification (ara-Arab)": 5.19, + "MassiveScenarioClassification (swa-Latn)": 25.61, + "MassiveScenarioClassification (aze-Latn)": 24.48, + "MassiveScenarioClassification (tur-Latn)": 31.38, + "MassiveScenarioClassification (cmo-Hans)": 9.98, + "MassiveScenarioClassification (amh-Ethi)": 7.59, + "MassiveScenarioClassification (kan-Knda)": 8.73, + "MassiveScenarioClassification (hin-Deva)": 8.77, + "MassiveScenarioClassification (tgl-Latn)": 35.12, + "MassiveScenarioClassification (tha-Thai)": 8.69, + "MassiveScenarioClassification (swe-Latn)": 35.83, + "MassiveScenarioClassification (deu-Latn)": 41.72, + "MassiveScenarioClassification (spa-Latn)": 43.33, + "MassiveScenarioClassification (por-Latn)": 44.62, + "MassiveScenarioClassification (jpn-Jpan)": 9.51, + "MassiveScenarioClassification (fin-Latn)": 33.79, + "MassiveScenarioClassification (kat-Geor)": 7.32, + "MassiveScenarioClassification (slv-Latn)": 37.6, + "MassiveScenarioClassification (rus-Cyrl)": 65.15, + "MassiveScenarioClassification (ita-Latn)": 47.28, + "MassiveScenarioClassification (tel-Telu)": 7.53, + "MassiveScenarioClassification (afr-Latn)": 37.27, + "MassiveScenarioClassification (isl-Latn)": 30.32, + "MassiveScenarioClassification (fas-Arab)": 6.83, + "MassiveScenarioClassification (vie-Latn)": 28.92, + "MassiveScenarioClassification (ben-Beng)": 8.57, + "MassiveScenarioClassification (hye-Armn)": 8.91, + "MassiveScenarioClassification (pol-Latn)": 33.75, + "MassiveScenarioClassification (cym-Latn)": 30.38, + "MassiveScenarioClassification (jav-Latn)": 33.94, + "MassiveScenarioClassification (mon-Cyrl)": 41.53, + "MassiveScenarioClassification (en)": 65.43, + "MassiveScenarioClassification (msa-Latn)": 36.28, + "MassiveScenarioClassification (nob-Latn)": 42.43, + "MassiveScenarioClassification (heb-Hebr)": 8.64, + "MassiveScenarioClassification (khm-Khmr)": 9.99, + "MassiveScenarioClassification (nld-Latn)": 41.47, + "MassiveScenarioClassification (ind-Latn)": 39.05, + "MassiveScenarioClassification (mal-Mlym)": 7.24, + "MassiveScenarioClassification (tam-Taml)": 7.71, + "MassiveScenarioClassification (mya-Mymr)": 9.94, + "MassiveScenarioClassification (urd-Arab)": 9.16, + "MassiveScenarioClassification (dan-Latn)": 44.69, + "MassiveScenarioClassification (cmo-Hant)": 10.48, + "MassiveScenarioClassification (ron-Latn)": 44.55, + "MassiveScenarioClassification (lav-Latn)": 26.26, + "MassiveScenarioClassification (fra-Latn)": 45.08, + "MassiveScenarioClassification (ell-Grek)": 19.46, + "MassiveScenarioClassification (sqi-Latn)": 40.9, + "MassiveScenarioClassification (hun-Latn)": 33.92, + "MassiveScenarioClassification (kor-Kore)": 7.37, + "MassiveScenarioClassification (ara-Arab)": 12.43, + "RuReviewsClassification (rus-Cyrl)": 58.01, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 52.8, + "RuSciBenchOECDClassification (rus-Cyrl)": 40.36 } ] }, "Clustering": { "v_measure": [ { - "Model": "komninos", - "ArxivClusteringP2P": 34.73, - "ArxivClusteringS2S": 26.01, - "BiorxivClusteringP2P": 29.76, - "BiorxivClusteringS2S": 20.71, - "BlurbsClusteringP2P": 11.37, - "BlurbsClusteringS2S": 8.01, - "MedrxivClusteringP2P": 26.65, - "MedrxivClusteringS2S": 21.5, - "RedditClustering": 28.84, - "RedditClusteringP2P": 7.37, - "StackExchangeClustering": 39.04, - "StackExchangeClusteringP2P": 30.23, - "TenKGnadClusteringP2P": 15.89, - "TenKGnadClusteringS2S": 4.84, - "TwentyNewsgroupsClustering": 27.42 + "Model": "LaBSE-en-ru", + "GeoreviewClusteringP2P (rus-Cyrl)": 51.89, + "MLSUMClusteringP2P (rus-Cyrl)": 37.87, + "MLSUMClusteringS2S (rus-Cyrl)": 41.24, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 47.48, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 41.16 } ] }, "PairClassification": { "ap": [ { - "Model": "komninos", - "SprintDuplicateQuestions": 85.55, - "TwitterSemEval2015": 53.85, - "TwitterURLCorpus": 79.41 + "Model": "LaBSE-en-ru", + "OpusparcusPC (rus-Cyrl)": 87.18, + "TERRa (rus-Cyrl)": 55.61 } ] }, "Reranking": { "map": [ { - "Model": "komninos", - "AskUbuntuDupQuestions": 50.88, - "MindSmallReranking": 28.92, - "SciDocsRR": 63.55, - "StackOverflowDupQuestions": 35.65 + "Model": "LaBSE-en-ru", + "RuBQReranking (rus-Cyrl)": 54.83 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "komninos", - "ArguAna": 30.96, - "CQADupstackRetrieval": 16.79, - "ClimateFEVER": 14.87, - "DBPedia": 15.88, - "FEVER": 15.56, - "FiQA2018": 10.49, - "HotpotQA": 20.77, - "MSMARCO": 9.75, - "NFCorpus": 11.79, - "NQ": 12.75, - "QuoraRetrieval": 71.57, - "SCIDOCS": 8.47, - "SciFact": 29.53, - "TRECCOVID": 35.92, - "Touche2020": 13.17 + "Model": "LaBSE-en-ru", + "RiaNewsRetrieval (rus-Cyrl)": 34.73, + "RuBQRetrieval (rus-Cyrl)": 29.03 } ] }, "STS": { "spearman": [ { - "Model": "komninos", - "BIOSSES": 50.25, - "SICK-R": 55.49, - "STS12": 53.51, - "STS13": 70.8, - "STS14": 63.56, - "STS15": 74.08, - "STS16": 64.6, - "STS17 (ar-ar)": 13.78, - "STS17 (en-ar)": 9.08, - "STS17 (en-de)": -3.11, - "STS17 (en-en)": 76.91, - "STS17 (en-tr)": -0.45, - "STS17 (es-en)": -8.18, - "STS17 (es-es)": 48.23, - "STS17 (fr-en)": 5.81, - "STS17 (it-en)": 3.64, - "STS17 (ko-ko)": 2.54, - "STS17 (nl-en)": 0.44, - "STS22 (ar)": 32.42, - "STS22 (de)": 33.04, - "STS22 (de-en)": 28.65, - "STS22 (de-fr)": 14.77, - "STS22 (de-pl)": 11.21, - "STS22 (en)": 53.89, - "STS22 (es)": 48.53, - "STS22 (es-en)": 26.97, - "STS22 (es-it)": 41.1, - "STS22 (fr)": 49.43, - "STS22 (fr-pl)": 39.44, - "STS22 (it)": 57.77, - "STS22 (pl)": 12.47, - "STS22 (pl-en)": 45.55, - "STS22 (ru)": 19.44, - "STS22 (tr)": 47.38, - "STS22 (zh)": 4.78, - "STS22 (zh-en)": 14.05, - "STSBenchmark": 61.55 + "Model": "LaBSE-en-ru", + "RUParaPhraserSTS (rus-Cyrl)": 65.87, + "RuSTSBenchmarkSTS (rus-Cyrl)": 73.32, + "STS22 (deu-Latn)": 38.9, + "STS22 (en)": 59.47, + "STS22 (pol-Latn_eng-Latn)": 58.73, + "STS22 (spa-Latn)": 60.85, + "STS22 (fra-Latn)": 74.98, + "STS22 (deu-Latn_eng-Latn)": 47.98, + "STS22 (deu-Latn_fra-Latn)": 59.4, + "STS22 (deu-Latn_pol-Latn)": 39.48, + "STS22 (pol-Latn)": 32.74, + "STS22 (tur-Latn)": 55.04, + "STS22 (spa-Latn_eng-Latn)": 70.8, + "STS22 (rus-Cyrl)": 58.53, + "STS22 (ita-Latn)": 68.58, + "STS22 (fra-Latn_pol-Latn)": 61.98, + "STS22 (spa-Latn_ita-Latn)": 66.83, + "STS22 (cmn-Hans_eng-Latn)": 24.98, + "STS22 (ara-Arab)": 31.85, + "STS22 (cmn-Hans)": 35.1, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 73.02 } ] }, "Summarization": { "spearman": [ { - "Model": "komninos", - "SummEval": 30.49 + "Model": "LaBSE-en-ru" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LaBSE-en-ru", + "CEDRClassification (rus-Cyrl)": 40.75, + "SensitiveTopicsClassification (rus-Cyrl)": 21.79 } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "komninos" + "Model": "LaBSE-en-ru" } ] } }, - "voyage-lite-01-instruct": { + "Cohere-embed-multilingual-v3.0": { "BitextMining": { "f1": [ { - "Model": "voyage-lite-01-instruct" + "Model": "Cohere-embed-multilingual-v3.0" } ] }, "Classification": { "accuracy": [ { - "Model": "voyage-lite-01-instruct", - "AmazonCounterfactualClassification (en)": 71.43, - "AmazonPolarityClassification": 96.41, - "AmazonReviewsClassification (en)": 57.06, - "Banking77Classification": 81.64, - "EmotionClassification": 48.29, - "ImdbClassification": 95.49, - "MTOPDomainClassification (en)": 96.3, - "MTOPIntentClassification (en)": 67.93, - "MassiveIntentClassification (en)": 71.29, - "MassiveScenarioClassification (en)": 76.74, - "ToxicConversationsClassification": 75.45, - "TweetSentimentExtractionClassification": 59.44 + "Model": "Cohere-embed-multilingual-v3.0", + "AmazonReviewsClassification (fr)": 41.89, + "MTOPDomainClassification (fr)": 86.23, + "MTOPIntentClassification (fr)": 61.07, + "MasakhaNEWSClassification (fra)": 83.06, + "MassiveIntentClassification (fr)": 62.94, + "MassiveScenarioClassification (fr)": 67.29 } ] }, "Clustering": { "v_measure": [ { - "Model": "voyage-lite-01-instruct", - "ArxivClusteringP2P": 47.92, - "ArxivClusteringS2S": 42.42, - "BiorxivClusteringP2P": 38.72, - "BiorxivClusteringS2S": 36.6, - "MedrxivClusteringP2P": 34.04, - "MedrxivClusteringS2S": 32.81, - "RedditClustering": 61.56, - "RedditClusteringP2P": 65.35, - "StackExchangeClustering": 70.16, - "StackExchangeClusteringP2P": 38.23, - "TwentyNewsgroupsClustering": 53.56 + "Model": "Cohere-embed-multilingual-v3.0", + "AlloProfClusteringP2P": 63.53, + "AlloProfClusteringS2S": 36.18, + "HALClusteringS2S": 19.9, + "MLSUMClusteringP2P": 45.08, + "MLSUMClusteringS2S": 34.75, + "MasakhaNEWSClusteringP2P (fra)": 53.18, + "MasakhaNEWSClusteringS2S (fra)": 32.31 } ] }, "PairClassification": { "ap": [ { - "Model": "voyage-lite-01-instruct", - "SprintDuplicateQuestions": 96.01, - "TwitterSemEval2015": 76.87, - "TwitterURLCorpus": 86.84 + "Model": "Cohere-embed-multilingual-v3.0", + "OpusparcusPC (fr)": 94.08, + "PawsXPairClassification (fr)": 61.26 } ] }, "Reranking": { "map": [ { - "Model": "voyage-lite-01-instruct", - "AskUbuntuDupQuestions": 65.77, - "MindSmallReranking": 31.69, - "SciDocsRR": 87.03, - "StackOverflowDupQuestions": 54.49 + "Model": "Cohere-embed-multilingual-v3.0", + "AlloprofReranking": 51.01, + "SyntecReranking": 85.72 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "voyage-lite-01-instruct", - "ArguAna": 58.73, - "CQADupstackRetrieval": 45.11, - "ClimateFEVER": 37.47, - "DBPedia": 43.42, - "FEVER": 89.71, - "FiQA2018": 44.79, - "HotpotQA": 70.46, - "MSMARCO": 39.66, - "NFCorpus": 43.33, - "NQ": 60.65, - "QuoraRetrieval": 87.83, - "SCIDOCS": 23.19, - "SciFact": 73.64, - "TRECCOVID": 78.92, - "Touche2020": 36.83 + "Model": "Cohere-embed-multilingual-v3.0", + "AlloprofRetrieval": 38.36, + "BSARDRetrieval": 0.14, + "MintakaRetrieval (fr)": 25.44, + "SyntecRetrieval": 79.27, + "XPQARetrieval (fr)": 58.87 } ] }, "STS": { "spearman": [ { - "Model": "voyage-lite-01-instruct", - "BIOSSES": 84.85, - "SICK-R": 79.71, - "STS12": 77.09, - "STS13": 88.91, - "STS14": 82.08, - "STS15": 89.21, - "STS16": 84.74, - "STS17 (en-en)": 90.73, - "STS22 (en)": 62.1, - "STSBenchmark": 89.86 + "Model": "Cohere-embed-multilingual-v3.0", + "SICKFr": 79.23, + "STS22 (fr)": 82.76, + "STSBenchmarkMultilingualSTS (fr)": 81.84 } ] }, "Summarization": { "spearman": [ { - "Model": "voyage-lite-01-instruct", - "SummEval": 30.97 + "Model": "Cohere-embed-multilingual-v3.0", + "SummEvalFr": 31.26 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "Cohere-embed-multilingual-v3.0" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "voyage-lite-01-instruct" + "Model": "Cohere-embed-multilingual-v3.0" } ] } }, - "bm25": { + "USER-base": { "BitextMining": { "f1": [ { - "Model": "bm25" + "Model": "USER-base", + "Tatoeba (rus-Cyrl_eng-Latn)": 90.2 } ] }, "Classification": { "accuracy": [ { - "Model": "bm25" + "Model": "USER-base", + "GeoreviewClassification (rus-Cyrl)": 47.23, + "HeadlineClassification (rus-Cyrl)": 74.88, + "InappropriatenessClassification (rus-Cyrl)": 61.94, + "KinopoiskClassification (rus-Cyrl)": 55.69, + "MassiveIntentClassification (rus-Cyrl)": 65.57, + "MassiveScenarioClassification (rus-Cyrl)": 68.33, + "RuReviewsClassification (rus-Cyrl)": 66.44, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 55.55, + "RuSciBenchOECDClassification (rus-Cyrl)": 43.28 } ] }, "Clustering": { "v_measure": [ { - "Model": "bm25" + "Model": "USER-base", + "GeoreviewClusteringP2P (rus-Cyrl)": 64.16, + "MLSUMClusteringP2P (rus-Cyrl)": 48.09, + "MLSUMClusteringS2S (rus-Cyrl)": 45.73, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 51.38, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.73 } ] }, "PairClassification": { "ap": [ { - "Model": "bm25" + "Model": "USER-base", + "OpusparcusPC (rus-Cyrl)": 91.65, + "TERRa (rus-Cyrl)": 60.02 } ] }, "Reranking": { "map": [ { - "Model": "bm25" + "Model": "USER-base", + "RuBQReranking (rus-Cyrl)": 64.42 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bm25", - "BrightRetrieval (robotics)": 13.53, - "BrightRetrieval (pony)": 7.93, - "BrightRetrieval (leetcode)": 24.37, - "BrightRetrieval (earth_science)": 27.06, - "BrightRetrieval (stackoverflow)": 16.55, - "BrightRetrieval (economics)": 14.87, - "BrightRetrieval (theoremqa_questions)": 9.78, - "BrightRetrieval (theoremqa_theorems)": 4.25, - "BrightRetrieval (psychology)": 12.51, - "BrightRetrieval (sustainable_living)": 15.22, - "BrightRetrieval (biology)": 19.19, - "BrightRetrieval (aops)": 6.2 + "Model": "USER-base", + "RiaNewsRetrieval (rus-Cyrl)": 77.83, + "RuBQRetrieval (rus-Cyrl)": 56.86 } ] }, "STS": { "spearman": [ { - "Model": "bm25" + "Model": "USER-base", + "RUParaPhraserSTS (rus-Cyrl)": 73.56, + "RuSTSBenchmarkSTS (rus-Cyrl)": 82.26, + "STS22 (rus-Cyrl)": 63.39, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81 } ] }, "Summarization": { "spearman": [ { - "Model": "bm25" + "Model": "USER-base" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "USER-base", + "CEDRClassification (rus-Cyrl)": 46.47, + "SensitiveTopicsClassification (rus-Cyrl)": 27.5 } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bm25", - "Core17InstructionRetrieval": -1.06, - "News21InstructionRetrieval": -2.15, - "Robust04InstructionRetrieval": -3.06 + "Model": "USER-base" } ] } }, - "nomic-embed-text-v1.5-256": { + "gtr-t5-xxl": { "BitextMining": { "f1": [ { - "Model": "nomic-embed-text-v1.5-256" + "Model": "gtr-t5-xxl" } ] }, "Classification": { "accuracy": [ { - "Model": "nomic-embed-text-v1.5-256", - "AmazonCounterfactualClassification (en)": 72.94, - "AmazonPolarityClassification": 91.35, - "AmazonReviewsClassification (en)": 45.73, - "Banking77Classification": 83.69, - "EmotionClassification": 45.88, - "ImdbClassification": 83.99, - "MTOPDomainClassification (en)": 91.68, - "MTOPIntentClassification (en)": 72.47, - "MassiveIntentClassification (en)": 71.76, - "MassiveScenarioClassification (en)": 75.67, - "ToxicConversationsClassification": 70.87, - "TweetSentimentExtractionClassification": 59.2 + "Model": "gtr-t5-xxl", + "AmazonCounterfactualClassification (en)": 67.3, + "AmazonPolarityClassification": 75.05, + "AmazonReviewsClassification (en)": 37.3, + "Banking77Classification": 82.32, + "EmotionClassification": 43.19, + "ImdbClassification": 70.8, + "MTOPDomainClassification (en)": 93.84, + "MTOPIntentClassification (en)": 67.71, + "MassiveIntentClassification (en)": 70.61, + "MassiveScenarioClassification (en)": 77.77, + "ToxicConversationsClassification": 68.48, + "TweetSentimentExtractionClassification": 54.54 } ] }, "Clustering": { "v_measure": [ { - "Model": "nomic-embed-text-v1.5-256", - "ArxivClusteringP2P": 44.82, - "ArxivClusteringS2S": 35.32, - "BiorxivClusteringP2P": 38.19, - "BiorxivClusteringS2S": 31.83, - "MedrxivClusteringP2P": 34.08, - "MedrxivClusteringS2S": 30.98, - "RedditClustering": 54.92, - "RedditClusteringP2P": 60.23, - "StackExchangeClustering": 61.81, - "StackExchangeClusteringP2P": 34.03, - "TwentyNewsgroupsClustering": 48.56 + "Model": "gtr-t5-xxl", + "ArxivClusteringP2P": 37.9, + "ArxivClusteringS2S": 32.39, + "BiorxivClusteringP2P": 30.48, + "BiorxivClusteringS2S": 27.5, + "MedrxivClusteringP2P": 29.12, + "MedrxivClusteringS2S": 27.56, + "RedditClustering": 64.13, + "RedditClusteringP2P": 62.84, + "StackExchangeClustering": 71.43, + "StackExchangeClusteringP2P": 32.85, + "TwentyNewsgroupsClustering": 50.44 } ] }, "PairClassification": { "ap": [ { - "Model": "nomic-embed-text-v1.5-256", - "SprintDuplicateQuestions": 92.31, - "TwitterSemEval2015": 73.61, - "TwitterURLCorpus": 86.34 + "Model": "gtr-t5-xxl", + "SprintDuplicateQuestions": 95.68, + "TwitterSemEval2015": 77.54, + "TwitterURLCorpus": 85.13 } ] }, "Reranking": { "map": [ { - "Model": "nomic-embed-text-v1.5-256", - "AskUbuntuDupQuestions": 61.34, - "MindSmallReranking": 30.04, - "SciDocsRR": 79.4, - "StackOverflowDupQuestions": 49.95 + "Model": "gtr-t5-xxl", + "AskUbuntuDupQuestions": 63.23, + "MindSmallReranking": 31.93, + "SciDocsRR": 77.96, + "StackOverflowDupQuestions": 53.5 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "nomic-embed-text-v1.5-256", - "ArguAna": 45.44, - "CQADupstackRetrieval": 37.61, - "ClimateFEVER": 39.63, - "DBPedia": 39.42, - "FEVER": 84.4, - "FiQA2018": 35.0, - "HotpotQA": 67.78, - "MSMARCO": 41.38, - "NFCorpus": 32.54, - "NQ": 57.1, - "QuoraRetrieval": 87.65, - "SCIDOCS": 16.76, - "SciFact": 68.24, - "TRECCOVID": 80.65, - "Touche2020": 28.49 + "Model": "gtr-t5-xxl", + "ArguAna": 53.77, + "CQADupstackRetrieval": 38.56, + "ClimateFEVER": 27.21, + "DBPedia": 41.28, + "FEVER": 74.08, + "FiQA2018": 46.78, + "HotpotQA": 59.67, + "MSMARCO": 44.05, + "NFCorpus": 34.18, + "NQ": 57.24, + "QuoraRetrieval": 89.09, + "SCIDOCS": 15.88, + "SciFact": 66.77, + "TRECCOVID": 51.9, + "Touche2020": 26.76 } ] }, "STS": { "spearman": [ { - "Model": "nomic-embed-text-v1.5-256", - "BIOSSES": 81.58, - "SICK-R": 79.24, - "STS12": 78.16, - "STS13": 86.01, - "STS14": 81.25, - "STS15": 86.51, - "STS16": 84.24, - "STS17 (en-en)": 86.44, - "STS22 (en)": 65.14, - "STSBenchmark": 84.8 + "Model": "gtr-t5-xxl", + "BIOSSES": 81.91, + "SICK-R": 74.29, + "STS12": 70.12, + "STS13": 82.72, + "STS14": 78.24, + "STS15": 86.26, + "STS16": 81.61, + "STS17 (en-en)": 85.18, + "STS22 (en)": 65.76, + "STSBenchmark": 77.73 } ] }, "Summarization": { "spearman": [ { - "Model": "nomic-embed-text-v1.5-256", - "SummEval": 30.05 + "Model": "gtr-t5-xxl", + "SummEval": 30.64 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "gtr-t5-xxl" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "nomic-embed-text-v1.5-256" + "Model": "gtr-t5-xxl" } ] } }, - "e5-mistral-7b-instruct-noinstruct": { + "nomic-embed-text-v1": { "BitextMining": { "f1": [ { - "Model": "e5-mistral-7b-instruct-noinstruct" + "Model": "nomic-embed-text-v1" } ] }, "Classification": { "accuracy": [ { - "Model": "e5-mistral-7b-instruct-noinstruct" + "Model": "nomic-embed-text-v1" } ] }, "Clustering": { "v_measure": [ { - "Model": "e5-mistral-7b-instruct-noinstruct" + "Model": "nomic-embed-text-v1" } ] }, "PairClassification": { "ap": [ { - "Model": "e5-mistral-7b-instruct-noinstruct" + "Model": "nomic-embed-text-v1" } ] }, "Reranking": { "map": [ { - "Model": "e5-mistral-7b-instruct-noinstruct" + "Model": "nomic-embed-text-v1" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "e5-mistral-7b-instruct-noinstruct", - "ARCChallenge": 20.48, - "AlphaNLI": 18.88, - "HellaSwag": 32.25, - "PIQA": 32.8, - "Quail": 6.25, - "RARbCode": 79.84, - "RARbMath": 76.19, - "SIQA": 5.08, - "SpartQA": 10.87, - "TempReasonL1": 3.04, - "TempReasonL2Fact": 35.63, - "TempReasonL2Pure": 9.32, - "TempReasonL3Fact": 30.41, - "TempReasonL3Pure": 14.39, - "WinoGrande": 45.18 + "Model": "nomic-embed-text-v1", + "LEMBNarrativeQARetrieval": 41.23, + "LEMBNeedleRetrieval": 39.5, + "LEMBPasskeyRetrieval": 44.75, + "LEMBQMSumRetrieval": 36.65, + "LEMBSummScreenFDRetrieval": 92.97, + "LEMBWikimQARetrieval": 73.75 } ] }, "STS": { "spearman": [ { - "Model": "e5-mistral-7b-instruct-noinstruct" + "Model": "nomic-embed-text-v1" } ] }, "Summarization": { "spearman": [ { - "Model": "e5-mistral-7b-instruct-noinstruct" + "Model": "nomic-embed-text-v1" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "nomic-embed-text-v1" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "e5-mistral-7b-instruct-noinstruct" + "Model": "nomic-embed-text-v1" } ] } }, - "e5-base-4k": { + "elser-v2": { "BitextMining": { "f1": [ { - "Model": "e5-base-4k" + "Model": "elser-v2" } ] }, "Classification": { "accuracy": [ { - "Model": "e5-base-4k" + "Model": "elser-v2", + "AmazonCounterfactualClassification (en)": 74.16, + "AmazonPolarityClassification": 61.91, + "AmazonReviewsClassification (en)": 32.06, + "Banking77Classification": 82.05, + "EmotionClassification": 46.65, + "ImdbClassification": 65.02, + "MTOPDomainClassification (en)": 93.17, + "MTOPIntentClassification (en)": 71.1, + "MassiveIntentClassification (en)": 68.48, + "MassiveScenarioClassification (en)": 74.98, + "ToxicConversationsClassification": 68.15, + "TweetSentimentExtractionClassification": 53.57 } ] }, "Clustering": { "v_measure": [ { - "Model": "e5-base-4k" + "Model": "elser-v2", + "ArxivClusteringP2P": 35.27, + "ArxivClusteringS2S": 23.18, + "BiorxivClusteringP2P": 31.13, + "BiorxivClusteringS2S": 26.78, + "MedrxivClusteringP2P": 24.65, + "MedrxivClusteringS2S": 24.21, + "RedditClustering": 38.74, + "RedditClusteringP2P": 51.92, + "StackExchangeClustering": 42.7, + "StackExchangeClusteringP2P": 28.7, + "TwentyNewsgroupsClustering": 27.82 } ] }, "PairClassification": { "ap": [ { - "Model": "e5-base-4k" + "Model": "elser-v2", + "SprintDuplicateQuestions": 94.53, + "TwitterSemEval2015": 64.41, + "TwitterURLCorpus": 85.01 } ] }, "Reranking": { "map": [ { - "Model": "e5-base-4k" + "Model": "elser-v2", + "AskUbuntuDupQuestions": 58.31, + "MindSmallReranking": 30.75, + "SciDocsRR": 75.62, + "StackOverflowDupQuestions": 48.4 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "e5-base-4k", - "LEMBNarrativeQARetrieval": 30.35, - "LEMBNeedleRetrieval": 41.5, - "LEMBPasskeyRetrieval": 67.25, - "LEMBQMSumRetrieval": 35.6, - "LEMBSummScreenFDRetrieval": 95.23, - "LEMBWikimQARetrieval": 69.19 + "Model": "elser-v2", + "ArguAna": 55.98, + "CQADupstackRetrieval": 34.27, + "ClimateFEVER": 27.08, + "DBPedia": 42.7, + "FEVER": 78.55, + "FiQA2018": 41.57, + "HotpotQA": 67.01, + "MSMARCO": 38.9, + "NFCorpus": 36.66, + "NQ": 55.84, + "QuoraRetrieval": 84.69, + "SCIDOCS": 16.24, + "SciFact": 71.8, + "TRECCOVID": 72.72, + "Touche2020": 26.27 } ] }, "STS": { "spearman": [ { - "Model": "e5-base-4k" + "Model": "elser-v2", + "BIOSSES": 83.79, + "SICK-R": 68.78, + "STS12": 64.81, + "STS13": 80.1, + "STS14": 74.96, + "STS15": 83.7, + "STS16": 80.55, + "STS17 (en-en)": 85.74, + "STS22 (en)": 67.5, + "STSBenchmark": 79.54 } ] }, "Summarization": { "spearman": [ { - "Model": "e5-base-4k" + "Model": "elser-v2", + "SummEval": 31.03 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "elser-v2" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "e5-base-4k" + "Model": "elser-v2" } ] } }, - "sentence-t5-xl": { + "rubert-tiny": { "BitextMining": { "f1": [ { - "Model": "sentence-t5-xl", - "BUCC (de-en)": 95.04, - "BUCC (fr-en)": 94.96, - "BUCC (ru-en)": 8.33, - "BUCC (zh-en)": 1.3, - "Tatoeba (afr-eng)": 41.84, - "Tatoeba (amh-eng)": 0.03, - "Tatoeba (ang-eng)": 37.87, - "Tatoeba (ara-eng)": 0.61, - "Tatoeba (arq-eng)": 0.74, - "Tatoeba (arz-eng)": 0.42, - "Tatoeba (ast-eng)": 65.41, - "Tatoeba (awa-eng)": 1.46, - "Tatoeba (aze-eng)": 8.79, - "Tatoeba (bel-eng)": 5.76, - "Tatoeba (ben-eng)": 0.01, - "Tatoeba (ber-eng)": 5.92, - "Tatoeba (bos-eng)": 16.12, - "Tatoeba (bre-eng)": 6.12, - "Tatoeba (bul-eng)": 9.06, - "Tatoeba (cat-eng)": 57.4, - "Tatoeba (cbk-eng)": 57.68, - "Tatoeba (ceb-eng)": 12.56, - "Tatoeba (ces-eng)": 9.47, - "Tatoeba (cha-eng)": 27.13, - "Tatoeba (cmn-eng)": 1.82, - "Tatoeba (cor-eng)": 3.87, - "Tatoeba (csb-eng)": 14.41, - "Tatoeba (cym-eng)": 6.69, - "Tatoeba (dan-eng)": 54.87, - "Tatoeba (deu-eng)": 93.72, - "Tatoeba (dsb-eng)": 14.74, - "Tatoeba (dtp-eng)": 5.84, - "Tatoeba (ell-eng)": 0.6, - "Tatoeba (epo-eng)": 30.8, - "Tatoeba (est-eng)": 5.39, - "Tatoeba (eus-eng)": 11.9, - "Tatoeba (fao-eng)": 28.08, - "Tatoeba (fin-eng)": 6.81, - "Tatoeba (fra-eng)": 85.29, - "Tatoeba (fry-eng)": 38.68, - "Tatoeba (gla-eng)": 2.96, - "Tatoeba (gle-eng)": 3.74, - "Tatoeba (glg-eng)": 70.0, - "Tatoeba (gsw-eng)": 30.49, - "Tatoeba (heb-eng)": 0.87, - "Tatoeba (hin-eng)": 0.1, - "Tatoeba (hrv-eng)": 17.43, - "Tatoeba (hsb-eng)": 14.69, - "Tatoeba (hun-eng)": 7.28, - "Tatoeba (hye-eng)": 0.77, - "Tatoeba (ido-eng)": 46.65, - "Tatoeba (ile-eng)": 59.43, - "Tatoeba (ina-eng)": 82.71, - "Tatoeba (ind-eng)": 37.26, - "Tatoeba (isl-eng)": 11.21, - "Tatoeba (ita-eng)": 79.77, - "Tatoeba (jav-eng)": 7.81, - "Tatoeba (jpn-eng)": 0.91, - "Tatoeba (kab-eng)": 2.23, - "Tatoeba (kat-eng)": 1.48, - "Tatoeba (kaz-eng)": 1.77, - "Tatoeba (khm-eng)": 0.38, - "Tatoeba (kor-eng)": 1.96, - "Tatoeba (kur-eng)": 12.11, - "Tatoeba (kzj-eng)": 6.13, - "Tatoeba (lat-eng)": 27.84, - "Tatoeba (lfn-eng)": 45.89, - "Tatoeba (lit-eng)": 5.94, - "Tatoeba (lvs-eng)": 8.11, - "Tatoeba (mal-eng)": 0.59, - "Tatoeba (mar-eng)": 0.03, - "Tatoeba (max-eng)": 21.7, - "Tatoeba (mhr-eng)": 0.68, - "Tatoeba (mkd-eng)": 5.92, - "Tatoeba (mon-eng)": 2.39, - "Tatoeba (nds-eng)": 45.04, - "Tatoeba (nld-eng)": 64.75, - "Tatoeba (nno-eng)": 36.74, - "Tatoeba (nob-eng)": 54.77, - "Tatoeba (nov-eng)": 57.12, - "Tatoeba (oci-eng)": 34.39, - "Tatoeba (orv-eng)": 2.04, - "Tatoeba (pam-eng)": 8.34, - "Tatoeba (pes-eng)": 0.87, - "Tatoeba (pms-eng)": 38.06, - "Tatoeba (pol-eng)": 28.35, - "Tatoeba (por-eng)": 83.61, - "Tatoeba (ron-eng)": 65.27, - "Tatoeba (rus-eng)": 30.42, - "Tatoeba (slk-eng)": 13.19, - "Tatoeba (slv-eng)": 13.49, - "Tatoeba (spa-eng)": 89.18, - "Tatoeba (sqi-eng)": 14.66, - "Tatoeba (srp-eng)": 13.24, - "Tatoeba (swe-eng)": 60.67, - "Tatoeba (swg-eng)": 34.76, - "Tatoeba (swh-eng)": 8.07, - "Tatoeba (tam-eng)": 0.36, - "Tatoeba (tat-eng)": 1.46, - "Tatoeba (tel-eng)": 0.67, - "Tatoeba (tgl-eng)": 25.22, - "Tatoeba (tha-eng)": 1.58, - "Tatoeba (tuk-eng)": 4.99, - "Tatoeba (tur-eng)": 7.72, - "Tatoeba (tzl-eng)": 38.49, - "Tatoeba (uig-eng)": 0.87, - "Tatoeba (ukr-eng)": 9.12, - "Tatoeba (urd-eng)": 0.0, - "Tatoeba (uzb-eng)": 5.48, - "Tatoeba (vie-eng)": 8.45, - "Tatoeba (war-eng)": 13.75, - "Tatoeba (wuu-eng)": 1.44, - "Tatoeba (xho-eng)": 9.15, - "Tatoeba (yid-eng)": 0.28, - "Tatoeba (yue-eng)": 0.98, - "Tatoeba (zsm-eng)": 35.71 + "Model": "rubert-tiny" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "rubert-tiny", + "GeoreviewClassification (rus-Cyrl)": 33.45, + "HeadlineClassification (rus-Cyrl)": 57.65, + "InappropriatenessClassification (rus-Cyrl)": 54.5, + "KinopoiskClassification (rus-Cyrl)": 41.36, + "MassiveIntentClassification (rus-Cyrl)": 50.1, + "MassiveScenarioClassification (rus-Cyrl)": 52.15, + "RuReviewsClassification (rus-Cyrl)": 49.56, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 35.71, + "RuSciBenchOECDClassification (rus-Cyrl)": 26.51 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "rubert-tiny", + "GeoreviewClusteringP2P (rus-Cyrl)": 34.4, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 29.89, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 27.98 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "rubert-tiny", + "TERRa (rus-Cyrl)": 51.06 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "rubert-tiny", + "RuBQReranking (rus-Cyrl)": 35.44 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "rubert-tiny", + "RiaNewsRetrieval (rus-Cyrl)": 0.79, + "RuBQRetrieval (rus-Cyrl)": 3.24 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "rubert-tiny", + "RUParaPhraserSTS (rus-Cyrl)": 53.41, + "RuSTSBenchmarkSTS (rus-Cyrl)": 58.16, + "STS22 (rus-Cyrl)": 47.88 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "rubert-tiny" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "rubert-tiny", + "CEDRClassification (rus-Cyrl)": 37.39, + "SensitiveTopicsClassification (rus-Cyrl)": 18.54 + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "rubert-tiny" + } + ] + } + }, + "bert-base-10lang-cased": { + "BitextMining": { + "f1": [ + { + "Model": "bert-base-10lang-cased" } ] }, "Classification": { "accuracy": [ { - "Model": "sentence-t5-xl", - "AmazonCounterfactualClassification (de)": 67.01, - "AmazonCounterfactualClassification (en)": 76.01, - "AmazonCounterfactualClassification (en-ext)": 77.29, - "AmazonCounterfactualClassification (ja)": 45.61, - "AmazonPolarityClassification": 93.17, - "AmazonReviewsClassification (de)": 44.05, - "AmazonReviewsClassification (en)": 48.18, - "AmazonReviewsClassification (es)": 45.01, - "AmazonReviewsClassification (fr)": 43.52, - "AmazonReviewsClassification (ja)": 22.23, - "AmazonReviewsClassification (zh)": 21.88, - "Banking77Classification": 80.88, - "EmotionClassification": 51.95, - "ImdbClassification": 87.54, - "MTOPDomainClassification (de)": 83.28, - "MTOPDomainClassification (en)": 90.73, - "MTOPDomainClassification (es)": 85.32, - "MTOPDomainClassification (fr)": 85.14, - "MTOPDomainClassification (hi)": 20.85, - "MTOPDomainClassification (th)": 15.62, - "MTOPIntentClassification (de)": 54.65, - "MTOPIntentClassification (en)": 68.15, - "MTOPIntentClassification (es)": 57.38, - "MTOPIntentClassification (fr)": 54.39, - "MTOPIntentClassification (hi)": 3.28, - "MTOPIntentClassification (th)": 5.08, - "MasakhaNEWSClassification (fra)": 80.09, - "MassiveIntentClassification (af)": 40.17, - "MassiveIntentClassification (am)": 2.18, - "MassiveIntentClassification (ar)": 4.18, - "MassiveIntentClassification (az)": 30.02, - "MassiveIntentClassification (bn)": 2.6, - "MassiveIntentClassification (cy)": 29.15, - "MassiveIntentClassification (da)": 47.69, - "MassiveIntentClassification (de)": 57.43, - "MassiveIntentClassification (el)": 9.96, - "MassiveIntentClassification (en)": 72.09, - "MassiveIntentClassification (es)": 57.97, - "MassiveIntentClassification (fa)": 3.6, - "MassiveIntentClassification (fi)": 34.02, - "MassiveIntentClassification (fr)": 60.99, - "MassiveIntentClassification (he)": 2.51, - "MassiveIntentClassification (hi)": 3.02, - "MassiveIntentClassification (hu)": 31.66, - "MassiveIntentClassification (hy)": 3.32, - "MassiveIntentClassification (id)": 41.53, - "MassiveIntentClassification (is)": 30.25, - "MassiveIntentClassification (it)": 56.57, - "MassiveIntentClassification (ja)": 3.5, - "MassiveIntentClassification (jv)": 31.67, - "MassiveIntentClassification (ka)": 2.79, - "MassiveIntentClassification (km)": 5.43, - "MassiveIntentClassification (kn)": 2.79, - "MassiveIntentClassification (ko)": 2.67, - "MassiveIntentClassification (lv)": 34.25, - "MassiveIntentClassification (ml)": 2.98, - "MassiveIntentClassification (mn)": 20.99, - "MassiveIntentClassification (ms)": 37.43, - "MassiveIntentClassification (my)": 4.02, - "MassiveIntentClassification (nb)": 45.91, - "MassiveIntentClassification (nl)": 50.51, - "MassiveIntentClassification (pl)": 43.95, - "MassiveIntentClassification (pt)": 57.95, - "MassiveIntentClassification (ro)": 49.37, - "MassiveIntentClassification (ru)": 33.46, - "MassiveIntentClassification (sl)": 36.33, - "MassiveIntentClassification (sq)": 37.65, - "MassiveIntentClassification (sv)": 46.35, - "MassiveIntentClassification (sw)": 30.6, - "MassiveIntentClassification (ta)": 1.79, - "MassiveIntentClassification (te)": 2.26, - "MassiveIntentClassification (th)": 4.02, - "MassiveIntentClassification (tl)": 38.92, - "MassiveIntentClassification (tr)": 32.05, - "MassiveIntentClassification (ur)": 2.7, - "MassiveIntentClassification (vi)": 21.47, - "MassiveIntentClassification (zh-CN)": 0.59, - "MassiveIntentClassification (zh-TW)": 3.24, - "MassiveScenarioClassification (af)": 50.81, - "MassiveScenarioClassification (am)": 6.95, - "MassiveScenarioClassification (ar)": 12.32, - "MassiveScenarioClassification (az)": 38.79, - "MassiveScenarioClassification (bn)": 8.0, - "MassiveScenarioClassification (cy)": 33.91, - "MassiveScenarioClassification (da)": 55.79, - "MassiveScenarioClassification (de)": 65.33, - "MassiveScenarioClassification (el)": 16.89, - "MassiveScenarioClassification (en)": 73.26, - "MassiveScenarioClassification (es)": 62.52, - "MassiveScenarioClassification (fa)": 6.08, - "MassiveScenarioClassification (fi)": 43.34, - "MassiveScenarioClassification (fr)": 66.42, - "MassiveScenarioClassification (he)": 7.55, - "MassiveScenarioClassification (hi)": 7.44, - "MassiveScenarioClassification (hu)": 40.85, - "MassiveScenarioClassification (hy)": 9.25, - "MassiveScenarioClassification (id)": 51.92, - "MassiveScenarioClassification (is)": 40.09, - "MassiveScenarioClassification (it)": 62.94, - "MassiveScenarioClassification (ja)": 7.9, - "MassiveScenarioClassification (jv)": 41.33, - "MassiveScenarioClassification (ka)": 7.76, - "MassiveScenarioClassification (km)": 9.19, - "MassiveScenarioClassification (kn)": 8.36, - "MassiveScenarioClassification (ko)": 6.13, - "MassiveScenarioClassification (lv)": 40.7, - "MassiveScenarioClassification (ml)": 6.98, - "MassiveScenarioClassification (mn)": 27.0, - "MassiveScenarioClassification (ms)": 46.9, - "MassiveScenarioClassification (my)": 9.55, - "MassiveScenarioClassification (nb)": 53.43, - "MassiveScenarioClassification (nl)": 59.65, - "MassiveScenarioClassification (pl)": 49.87, - "MassiveScenarioClassification (pt)": 62.18, - "MassiveScenarioClassification (ro)": 58.22, - "MassiveScenarioClassification (ru)": 40.73, - "MassiveScenarioClassification (sl)": 43.66, - "MassiveScenarioClassification (sq)": 49.25, - "MassiveScenarioClassification (sv)": 57.17, - "MassiveScenarioClassification (sw)": 40.55, - "MassiveScenarioClassification (ta)": 7.46, - "MassiveScenarioClassification (te)": 7.03, - "MassiveScenarioClassification (th)": 8.52, - "MassiveScenarioClassification (tl)": 51.74, - "MassiveScenarioClassification (tr)": 43.01, - "MassiveScenarioClassification (ur)": 9.61, - "MassiveScenarioClassification (vi)": 28.91, - "MassiveScenarioClassification (zh-CN)": 5.86, - "MassiveScenarioClassification (zh-TW)": 7.14, - "ToxicConversationsClassification": 70.95, - "TweetSentimentExtractionClassification": 61.21 + "Model": "bert-base-10lang-cased", + "AmazonReviewsClassification (fr)": 29.38, + "MTOPDomainClassification (fr)": 63.65, + "MTOPIntentClassification (fr)": 37.87, + "MasakhaNEWSClassification (fra)": 63.93, + "MassiveIntentClassification (fr)": 37.28, + "MassiveScenarioClassification (fr)": 44.5 + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "bert-base-10lang-cased", + "AlloProfClusteringP2P": 53.22, + "AlloProfClusteringS2S": 42.92, + "HALClusteringS2S": 19.94, + "MLSUMClusteringP2P": 40.96, + "MLSUMClusteringS2S": 31.87, + "MasakhaNEWSClusteringP2P (fra)": 24.23, + "MasakhaNEWSClusteringS2S (fra)": 24.46 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "bert-base-10lang-cased", + "OpusparcusPC (fr)": 86.79, + "PawsXPairClassification (fr)": 53.4 + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "bert-base-10lang-cased", + "AlloprofReranking": 36.21, + "SyntecReranking": 53.25 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "bert-base-10lang-cased", + "AlloprofRetrieval": 1.6, + "BSARDRetrieval": 0.0, + "MintakaRetrieval (fr)": 3.55, + "SyntecRetrieval": 18.95, + "XPQARetrieval (fr)": 18.39 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "bert-base-10lang-cased", + "SICKFr": 58.76, + "STS22 (fr)": 40.31, + "STSBenchmarkMultilingualSTS (fr)": 52.25 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "bert-base-10lang-cased", + "SummEvalFr": 29.06 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bert-base-10lang-cased" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "bert-base-10lang-cased" + } + ] + } + }, + "LLM2Vec-Mistral-unsupervised": { + "BitextMining": { + "f1": [ + { + "Model": "LLM2Vec-Mistral-unsupervised" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "LLM2Vec-Mistral-unsupervised", + "AmazonCounterfactualClassification (en)": 76.94, + "AmazonPolarityClassification": 85.29, + "AmazonReviewsClassification (en)": 47.09, + "Banking77Classification": 86.16, + "EmotionClassification": 48.88, + "ImdbClassification": 77.95, + "MTOPDomainClassification (en)": 95.48, + "MTOPIntentClassification (en)": 82.84, + "MassiveIntentClassification (en)": 76.65, + "MassiveScenarioClassification (en)": 79.99, + "ToxicConversationsClassification": 70.71, + "TweetSentimentExtractionClassification": 60.9 } ] }, "Clustering": { "v_measure": [ { - "Model": "sentence-t5-xl", - "AlloProfClusteringP2P": 60.37, - "AlloProfClusteringS2S": 40.76, - "ArxivClusteringP2P": 41.62, - "ArxivClusteringS2S": 31.17, - "BiorxivClusteringP2P": 36.43, - "BiorxivClusteringS2S": 26.47, - "HALClusteringS2S": 20.28, - "MLSUMClusteringP2P": 41.61, - "MLSUMClusteringS2S": 33.6, - "MasakhaNEWSClusteringP2P (fra)": 62.82, - "MasakhaNEWSClusteringS2S (fra)": 31.74, - "MedrxivClusteringP2P": 32.3, + "Model": "LLM2Vec-Mistral-unsupervised", + "ArxivClusteringP2P": 47.56, + "ArxivClusteringS2S": 39.92, + "BiorxivClusteringP2P": 36.14, + "BiorxivClusteringS2S": 30.26, + "MedrxivClusteringP2P": 30.11, "MedrxivClusteringS2S": 26.93, - "RedditClustering": 57.03, - "RedditClusteringP2P": 62.34, - "StackExchangeClustering": 67.13, - "StackExchangeClusteringP2P": 34.79, - "TwentyNewsgroupsClustering": 49.53 + "RedditClustering": 41.83, + "RedditClusteringP2P": 62.08, + "StackExchangeClustering": 67.34, + "StackExchangeClusteringP2P": 34.5, + "TwentyNewsgroupsClustering": 30.26 } ] }, "PairClassification": { "ap": [ { - "Model": "sentence-t5-xl", - "OpusparcusPC (fr)": 92.48, - "PawsXPairClassification (fr)": 62.52, - "SprintDuplicateQuestions": 91.44, - "TwitterSemEval2015": 80.89, - "TwitterURLCorpus": 85.86 + "Model": "LLM2Vec-Mistral-unsupervised", + "SprintDuplicateQuestions": 91.3, + "TwitterSemEval2015": 68.76, + "TwitterURLCorpus": 82.76 } ] }, "Reranking": { "map": [ { - "Model": "sentence-t5-xl", - "AlloprofReranking": 63.3, - "AskUbuntuDupQuestions": 62.86, - "MindSmallReranking": 29.77, - "SciDocsRR": 75.16, - "StackOverflowDupQuestions": 51.05, - "SyntecReranking": 83.07 + "Model": "LLM2Vec-Mistral-unsupervised", + "AskUbuntuDupQuestions": 58.6, + "MindSmallReranking": 29.73, + "SciDocsRR": 77.81, + "StackOverflowDupQuestions": 49.8 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "sentence-t5-xl", - "AlloprofRetrieval": 40.38, - "ArguAna": 39.4, - "BSARDRetrieval": 0.14, - "CQADupstackRetrieval": 40.78, - "ClimateFEVER": 10.61, - "DBPedia": 33.65, - "FEVER": 36.12, - "FiQA2018": 44.71, - "HotpotQA": 37.17, - "MSMARCO": 25.17, - "MintakaRetrieval (fr)": 31.54, - "NFCorpus": 33.18, - "NQ": 46.29, - "QuoraRetrieval": 85.85, - "SCIDOCS": 15.97, - "SciFact": 50.91, - "SyntecRetrieval": 74.24, - "TRECCOVID": 54.77, - "Touche2020": 22.51, - "XPQARetrieval (fr)": 52.14 + "Model": "LLM2Vec-Mistral-unsupervised", + "ArguAna": 51.0, + "CQADupstackRetrieval": 33.37, + "ClimateFEVER": 22.97, + "DBPedia": 25.48, + "FEVER": 45.11, + "FiQA2018": 27.24, + "HotpotQA": 54.54, + "MSMARCO": 19.13, + "NFCorpus": 27.16, + "NQ": 34.16, + "QuoraRetrieval": 84.4, + "SCIDOCS": 15.35, + "SciFact": 68.68, + "TRECCOVID": 55.67, + "Touche2020": 6.54 } ] }, "STS": { "spearman": [ { - "Model": "sentence-t5-xl", - "BIOSSES": 73.12, - "SICK-R": 79.98, - "SICKFr": 75.08, - "STS12": 79.02, - "STS13": 88.8, - "STS14": 84.33, - "STS15": 88.89, - "STS16": 85.31, - "STS17 (ar-ar)": 11.13, - "STS17 (en-ar)": -3.93, - "STS17 (en-de)": 79.04, - "STS17 (en-en)": 88.91, - "STS17 (en-tr)": 13.61, - "STS17 (es-en)": 71.72, - "STS17 (es-es)": 83.42, - "STS17 (fr-en)": 71.38, - "STS17 (it-en)": 69.5, - "STS17 (ko-ko)": 9.61, - "STS17 (nl-en)": 66.12, - "STS22 (ar)": 29.6, - "STS22 (de)": 47.72, - "STS22 (de-en)": 49.64, - "STS22 (de-fr)": 62.21, - "STS22 (de-pl)": 34.34, - "STS22 (en)": 64.32, - "STS22 (es)": 58.16, - "STS22 (es-en)": 69.15, - "STS22 (es-it)": 65.26, - "STS22 (fr)": 77.49, - "STS22 (fr-pl)": 50.71, - "STS22 (it)": 66.91, - "STS22 (pl)": 27.04, - "STS22 (pl-en)": 58.85, - "STS22 (ru)": 26.63, - "STS22 (tr)": 43.36, - "STS22 (zh)": 33.55, - "STS22 (zh-en)": 29.0, - "STSBenchmark": 83.93, - "STSBenchmarkMultilingualSTS (fr)": 79.42 + "Model": "LLM2Vec-Mistral-unsupervised", + "BIOSSES": 83.29, + "SICK-R": 75.55, + "STS12": 67.65, + "STS13": 83.9, + "STS14": 76.97, + "STS15": 83.8, + "STS16": 81.91, + "STS17 (en-en)": 85.58, + "STS22 (en)": 65.93, + "STSBenchmark": 80.42 + } + ] + }, + "Summarization": { + "spearman": [ + { + "Model": "LLM2Vec-Mistral-unsupervised", + "SummEval": 30.19 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LLM2Vec-Mistral-unsupervised" + } + ] + }, + "InstructionRetrieval": { + "p-MRR": [ + { + "Model": "LLM2Vec-Mistral-unsupervised" + } + ] + } + }, + "text-search-ada-doc-001": { + "BitextMining": { + "f1": [ + { + "Model": "text-search-ada-doc-001" + } + ] + }, + "Classification": { + "accuracy": [ + { + "Model": "text-search-ada-doc-001" + } + ] + }, + "Clustering": { + "v_measure": [ + { + "Model": "text-search-ada-doc-001", + "TwentyNewsgroupsClustering": 32.92 + } + ] + }, + "PairClassification": { + "ap": [ + { + "Model": "text-search-ada-doc-001" + } + ] + }, + "Reranking": { + "map": [ + { + "Model": "text-search-ada-doc-001" + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "text-search-ada-doc-001" + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "text-search-ada-doc-001" } ] }, "Summarization": { "spearman": [ { - "Model": "sentence-t5-xl", - "SummEval": 29.91, - "SummEvalFr": 31.59 + "Model": "text-search-ada-doc-001" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-search-ada-doc-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "sentence-t5-xl" + "Model": "text-search-ada-doc-001" } ] } }, - "Cohere-embed-english-v3.0": { + "all-MiniLM-L12-v2": { "BitextMining": { "f1": [ { - "Model": "Cohere-embed-english-v3.0" + "Model": "all-MiniLM-L12-v2", + "BornholmBitextMining (dan-Latn)": 35.25, + "Tatoeba (spa-Latn_eng-Latn)": 11.26, + "Tatoeba (bos-Latn_eng-Latn)": 7.05, + "Tatoeba (xho-Latn_eng-Latn)": 3.66, + "Tatoeba (fry-Latn_eng-Latn)": 14.53, + "Tatoeba (tur-Latn_eng-Latn)": 3.69, + "Tatoeba (fao-Latn_eng-Latn)": 5.92, + "Tatoeba (vie-Latn_eng-Latn)": 5.06, + "Tatoeba (ind-Latn_eng-Latn)": 5.3, + "Tatoeba (pol-Latn_eng-Latn)": 4.29, + "Tatoeba (swe-Latn_eng-Latn)": 7.31, + "Tatoeba (ita-Latn_eng-Latn)": 12.57, + "Tatoeba (dtp-Latn_eng-Latn)": 3.31, + "Tatoeba (ron-Latn_eng-Latn)": 8.77, + "Tatoeba (isl-Latn_eng-Latn)": 3.44, + "Tatoeba (hrv-Latn_eng-Latn)": 5.68, + "Tatoeba (cha-Latn_eng-Latn)": 13.07, + "Tatoeba (cor-Latn_eng-Latn)": 2.47, + "Tatoeba (cym-Latn_eng-Latn)": 5.13, + "Tatoeba (jpn-Jpan_eng-Latn)": 2.18, + "Tatoeba (lfn-Latn_eng-Latn)": 7.52, + "Tatoeba (hun-Latn_eng-Latn)": 3.93, + "Tatoeba (lat-Latn_eng-Latn)": 7.14, + "Tatoeba (tgl-Latn_eng-Latn)": 3.34, + "Tatoeba (kur-Latn_eng-Latn)": 7.3, + "Tatoeba (war-Latn_eng-Latn)": 6.18, + "Tatoeba (kab-Latn_eng-Latn)": 0.91, + "Tatoeba (kaz-Cyrl_eng-Latn)": 0.82, + "Tatoeba (slv-Latn_eng-Latn)": 4.52, + "Tatoeba (nds-Latn_eng-Latn)": 11.35, + "Tatoeba (pam-Latn_eng-Latn)": 4.73, + "Tatoeba (bul-Cyrl_eng-Latn)": 0.23, + "Tatoeba (ces-Latn_eng-Latn)": 4.2, + "Tatoeba (nno-Latn_eng-Latn)": 7.45, + "Tatoeba (ben-Beng_eng-Latn)": 0.02, + "Tatoeba (amh-Ethi_eng-Latn)": 0.01, + "Tatoeba (lit-Latn_eng-Latn)": 1.56, + "Tatoeba (pes-Arab_eng-Latn)": 0.3, + "Tatoeba (jav-Latn_eng-Latn)": 3.5, + "Tatoeba (mal-Mlym_eng-Latn)": 0.24, + "Tatoeba (lvs-Latn_eng-Latn)": 3.45, + "Tatoeba (gsw-Latn_eng-Latn)": 9.9, + "Tatoeba (fra-Latn_eng-Latn)": 17.53, + "Tatoeba (orv-Cyrl_eng-Latn)": 0.15, + "Tatoeba (kat-Geor_eng-Latn)": 0.45, + "Tatoeba (awa-Deva_eng-Latn)": 0.44, + "Tatoeba (epo-Latn_eng-Latn)": 8.5, + "Tatoeba (mhr-Cyrl_eng-Latn)": 0.0, + "Tatoeba (dan-Latn_eng-Latn)": 10.21, + "Tatoeba (bel-Cyrl_eng-Latn)": 0.85, + "Tatoeba (nld-Latn_eng-Latn)": 12.56, + "Tatoeba (mkd-Cyrl_eng-Latn)": 0.01, + "Tatoeba (mon-Cyrl_eng-Latn)": 0.06, + "Tatoeba (ast-Latn_eng-Latn)": 9.99, + "Tatoeba (cat-Latn_eng-Latn)": 11.79, + "Tatoeba (oci-Latn_eng-Latn)": 8.72, + "Tatoeba (khm-Khmr_eng-Latn)": 0.42, + "Tatoeba (urd-Arab_eng-Latn)": 0.0, + "Tatoeba (tzl-Latn_eng-Latn)": 6.87, + "Tatoeba (arq-Arab_eng-Latn)": 0.28, + "Tatoeba (uig-Arab_eng-Latn)": 0.4, + "Tatoeba (dsb-Latn_eng-Latn)": 3.06, + "Tatoeba (hsb-Latn_eng-Latn)": 2.89, + "Tatoeba (kzj-Latn_eng-Latn)": 3.64, + "Tatoeba (cbk-Latn_eng-Latn)": 9.76, + "Tatoeba (afr-Latn_eng-Latn)": 7.59, + "Tatoeba (gle-Latn_eng-Latn)": 3.08, + "Tatoeba (csb-Latn_eng-Latn)": 5.21, + "Tatoeba (mar-Deva_eng-Latn)": 0.04, + "Tatoeba (arz-Arab_eng-Latn)": 0.0, + "Tatoeba (tat-Cyrl_eng-Latn)": 0.75, + "Tatoeba (hin-Deva_eng-Latn)": 0.0, + "Tatoeba (ang-Latn_eng-Latn)": 14.63, + "Tatoeba (heb-Hebr_eng-Latn)": 0.3, + "Tatoeba (tuk-Latn_eng-Latn)": 2.66, + "Tatoeba (ile-Latn_eng-Latn)": 17.43, + "Tatoeba (zsm-Latn_eng-Latn)": 5.99, + "Tatoeba (kor-Hang_eng-Latn)": 0.9, + "Tatoeba (uzb-Latn_eng-Latn)": 2.2, + "Tatoeba (fin-Latn_eng-Latn)": 3.65, + "Tatoeba (hye-Armn_eng-Latn)": 0.5, + "Tatoeba (ukr-Cyrl_eng-Latn)": 0.57, + "Tatoeba (swh-Latn_eng-Latn)": 5.82, + "Tatoeba (gla-Latn_eng-Latn)": 2.58, + "Tatoeba (aze-Latn_eng-Latn)": 1.47, + "Tatoeba (ara-Arab_eng-Latn)": 0.43, + "Tatoeba (eus-Latn_eng-Latn)": 6.58, + "Tatoeba (deu-Latn_eng-Latn)": 13.89, + "Tatoeba (por-Latn_eng-Latn)": 11.36, + "Tatoeba (ber-Tfng_eng-Latn)": 4.72, + "Tatoeba (sqi-Latn_eng-Latn)": 5.86, + "Tatoeba (pms-Latn_eng-Latn)": 8.94, + "Tatoeba (ina-Latn_eng-Latn)": 25.36, + "Tatoeba (ido-Latn_eng-Latn)": 11.08, + "Tatoeba (slk-Latn_eng-Latn)": 4.2, + "Tatoeba (glg-Latn_eng-Latn)": 12.6, + "Tatoeba (nov-Latn_eng-Latn)": 19.45, + "Tatoeba (tel-Telu_eng-Latn)": 0.67, + "Tatoeba (tam-Taml_eng-Latn)": 0.33, + "Tatoeba (bre-Latn_eng-Latn)": 3.68, + "Tatoeba (tha-Thai_eng-Latn)": 0.67, + "Tatoeba (nob-Latn_eng-Latn)": 8.02, + "Tatoeba (est-Latn_eng-Latn)": 2.6, + "Tatoeba (wuu-Hans_eng-Latn)": 1.89, + "Tatoeba (swg-Latn_eng-Latn)": 11.9, + "Tatoeba (max-Deva_eng-Latn)": 8.4, + "Tatoeba (srp-Cyrl_eng-Latn)": 2.22, + "Tatoeba (yue-Hant_eng-Latn)": 1.89, + "Tatoeba (rus-Cyrl_eng-Latn)": 0.07, + "Tatoeba (ell-Grek_eng-Latn)": 0.2, + "Tatoeba (ceb-Latn_eng-Latn)": 3.95, + "Tatoeba (yid-Hebr_eng-Latn)": 0.19, + "Tatoeba (cmn-Hans_eng-Latn)": 2.45 } ] }, "Classification": { "accuracy": [ { - "Model": "Cohere-embed-english-v3.0" + "Model": "all-MiniLM-L12-v2", + "AllegroReviews (pol-Latn)": 23.85, + "AmazonCounterfactualClassification (en-ext)": 67.24, + "AmazonCounterfactualClassification (en)": 65.28, + "AmazonCounterfactualClassification (deu-Latn)": 57.13, + "AmazonCounterfactualClassification (jpn-Jpan)": 59.94, + "AmazonCounterfactualClassification (de)": 57.1, + "AmazonCounterfactualClassification (ja)": 59.91, + "AmazonPolarityClassification": 62.98, + "AmazonReviewsClassification (en)": 30.79, + "AmazonReviewsClassification (deu-Latn)": 25.92, + "AmazonReviewsClassification (spa-Latn)": 27.64, + "AmazonReviewsClassification (fra-Latn)": 27.53, + "AmazonReviewsClassification (jpn-Jpan)": 23.57, + "AmazonReviewsClassification (cmn-Hans)": 22.99, + "AmazonReviewsClassification (de)": 25.91, + "AmazonReviewsClassification (es)": 27.63, + "AmazonReviewsClassification (fr)": 27.54, + "AmazonReviewsClassification (ja)": 23.57, + "AmazonReviewsClassification (zh)": 22.99, + "AngryTweetsClassification (dan-Latn)": 42.87, + "Banking77Classification": 80.4, + "CBD (pol-Latn)": 48.46, + "DanishPoliticalCommentsClassification (dan-Latn)": 27.07, + "EmotionClassification": 41.17, + "GeoreviewClassification (rus-Cyrl)": 23.49, + "HeadlineClassification (rus-Cyrl)": 28.49, + "IFlyTek (cmn-Hans)": 15.31, + "ImdbClassification": 59.76, + "InappropriatenessClassification (rus-Cyrl)": 50.85, + "JDReview (cmn-Hans)": 59.57, + "KinopoiskClassification (rus-Cyrl)": 34.17, + "LccSentimentClassification (dan-Latn)": 41.93, + "MTOPDomainClassification (en)": 91.9, + "MTOPDomainClassification (deu-Latn)": 72.04, + "MTOPDomainClassification (spa-Latn)": 72.99, + "MTOPDomainClassification (fra-Latn)": 75.57, + "MTOPDomainClassification (hin-Deva)": 40.4, + "MTOPDomainClassification (tha-Thai)": 16.36, + "MTOPDomainClassification (de)": 72.04, + "MTOPDomainClassification (es)": 72.99, + "MTOPDomainClassification (fr)": 75.59, + "MTOPDomainClassification (hi)": 40.36, + "MTOPDomainClassification (th)": 17.1, + "MTOPIntentClassification (en)": 62.84, + "MTOPIntentClassification (deu-Latn)": 43.42, + "MTOPIntentClassification (spa-Latn)": 41.91, + "MTOPIntentClassification (fra-Latn)": 38.96, + "MTOPIntentClassification (hin-Deva)": 17.76, + "MTOPIntentClassification (tha-Thai)": 6.13, + "MTOPIntentClassification (de)": 43.41, + "MTOPIntentClassification (es)": 41.88, + "MTOPIntentClassification (fr)": 38.94, + "MTOPIntentClassification (hi)": 17.75, + "MTOPIntentClassification (th)": 5.63, + "MasakhaNEWSClassification (amh-Ethi)": 30.64, + "MasakhaNEWSClassification (eng)": 76.62, + "MasakhaNEWSClassification (fra-Latn)": 67.18, + "MasakhaNEWSClassification (hau-Latn)": 52.59, + "MasakhaNEWSClassification (ibo-Latn)": 54.26, + "MasakhaNEWSClassification (lin-Latn)": 62.23, + "MasakhaNEWSClassification (lug-Latn)": 47.62, + "MasakhaNEWSClassification (orm-Ethi)": 47.17, + "MasakhaNEWSClassification (pcm-Latn)": 91.77, + "MasakhaNEWSClassification (run-Latn)": 54.47, + "MasakhaNEWSClassification (sna-Latn)": 66.53, + "MasakhaNEWSClassification (som-Latn)": 40.27, + "MasakhaNEWSClassification (swa-Latn)": 47.77, + "MasakhaNEWSClassification (tir-Ethi)": 21.18, + "MasakhaNEWSClassification (xho-Latn)": 54.34, + "MasakhaNEWSClassification (yor-Latn)": 58.61, + "MasakhaNEWSClassification (fra)": 72.2, + "MassiveIntentClassification (jpn-Jpan)": 30.89, + "MassiveIntentClassification (khm-Khmr)": 4.99, + "MassiveIntentClassification (slv-Latn)": 38.48, + "MassiveIntentClassification (hye-Armn)": 8.69, + "MassiveIntentClassification (ita-Latn)": 43.16, + "MassiveIntentClassification (fin-Latn)": 39.19, + "MassiveIntentClassification (afr-Latn)": 38.84, + "MassiveIntentClassification (kor-Kore)": 19.97, + "MassiveIntentClassification (ben-Beng)": 13.7, + "MassiveIntentClassification (heb-Hebr)": 23.71, + "MassiveIntentClassification (dan-Latn)": 44.35, + "MassiveIntentClassification (fra-Latn)": 44.75, + "MassiveIntentClassification (pol-Latn)": 37.59, + "MassiveIntentClassification (por-Latn)": 45.08, + "MassiveIntentClassification (tha-Thai)": 10.46, + "MassiveIntentClassification (nob-Latn)": 41.79, + "MassiveIntentClassification (kat-Geor)": 9.17, + "MassiveIntentClassification (tgl-Latn)": 38.63, + "MassiveIntentClassification (swe-Latn)": 40.33, + "MassiveIntentClassification (hun-Latn)": 37.95, + "MassiveIntentClassification (cmo-Hant)": 22.38, + "MassiveIntentClassification (hin-Deva)": 18.0, + "MassiveIntentClassification (tur-Latn)": 35.93, + "MassiveIntentClassification (vie-Latn)": 37.35, + "MassiveIntentClassification (mal-Mlym)": 2.83, + "MassiveIntentClassification (aze-Latn)": 34.3, + "MassiveIntentClassification (amh-Ethi)": 2.45, + "MassiveIntentClassification (kan-Knda)": 3.07, + "MassiveIntentClassification (deu-Latn)": 44.12, + "MassiveIntentClassification (rus-Cyrl)": 26.29, + "MassiveIntentClassification (ara-Arab)": 21.02, + "MassiveIntentClassification (msa-Latn)": 36.16, + "MassiveIntentClassification (nld-Latn)": 41.77, + "MassiveIntentClassification (fas-Arab)": 23.56, + "MassiveIntentClassification (isl-Latn)": 35.17, + "MassiveIntentClassification (cym-Latn)": 35.65, + "MassiveIntentClassification (cmo-Hans)": 23.74, + "MassiveIntentClassification (ell-Grek)": 28.68, + "MassiveIntentClassification (spa-Latn)": 40.82, + "MassiveIntentClassification (ind-Latn)": 39.65, + "MassiveIntentClassification (jav-Latn)": 36.67, + "MassiveIntentClassification (mon-Cyrl)": 23.27, + "MassiveIntentClassification (mya-Mymr)": 4.36, + "MassiveIntentClassification (sqi-Latn)": 41.47, + "MassiveIntentClassification (tel-Telu)": 2.54, + "MassiveIntentClassification (en)": 67.15, + "MassiveIntentClassification (ron-Latn)": 41.64, + "MassiveIntentClassification (tam-Taml)": 13.12, + "MassiveIntentClassification (swa-Latn)": 35.26, + "MassiveIntentClassification (urd-Arab)": 16.26, + "MassiveIntentClassification (lav-Latn)": 38.54, + "MassiveIntentClassification (af)": 38.94, + "MassiveIntentClassification (am)": 2.45, + "MassiveIntentClassification (ar)": 20.94, + "MassiveIntentClassification (az)": 34.25, + "MassiveIntentClassification (bn)": 13.67, + "MassiveIntentClassification (cy)": 35.71, + "MassiveIntentClassification (da)": 44.43, + "MassiveIntentClassification (de)": 44.17, + "MassiveIntentClassification (el)": 28.7, + "MassiveIntentClassification (es)": 40.91, + "MassiveIntentClassification (fa)": 23.52, + "MassiveIntentClassification (fi)": 39.27, + "MassiveIntentClassification (fr)": 44.82, + "MassiveIntentClassification (he)": 23.65, + "MassiveIntentClassification (hi)": 17.98, + "MassiveIntentClassification (hu)": 38.0, + "MassiveIntentClassification (hy)": 8.69, + "MassiveIntentClassification (id)": 39.66, + "MassiveIntentClassification (is)": 35.14, + "MassiveIntentClassification (it)": 43.17, + "MassiveIntentClassification (ja)": 30.94, + "MassiveIntentClassification (jv)": 36.69, + "MassiveIntentClassification (ka)": 9.17, + "MassiveIntentClassification (km)": 4.99, + "MassiveIntentClassification (kn)": 3.08, + "MassiveIntentClassification (ko)": 19.97, + "MassiveIntentClassification (lv)": 38.61, + "MassiveIntentClassification (ml)": 2.85, + "MassiveIntentClassification (mn)": 23.25, + "MassiveIntentClassification (ms)": 36.21, + "MassiveIntentClassification (my)": 4.38, + "MassiveIntentClassification (nb)": 41.91, + "MassiveIntentClassification (nl)": 41.85, + "MassiveIntentClassification (pl)": 37.63, + "MassiveIntentClassification (pt)": 45.12, + "MassiveIntentClassification (ro)": 41.71, + "MassiveIntentClassification (ru)": 26.33, + "MassiveIntentClassification (sl)": 38.52, + "MassiveIntentClassification (sq)": 41.62, + "MassiveIntentClassification (sv)": 40.42, + "MassiveIntentClassification (sw)": 35.28, + "MassiveIntentClassification (ta)": 13.1, + "MassiveIntentClassification (te)": 2.56, + "MassiveIntentClassification (th)": 10.54, + "MassiveIntentClassification (tl)": 38.56, + "MassiveIntentClassification (tr)": 35.9, + "MassiveIntentClassification (ur)": 16.18, + "MassiveIntentClassification (vi)": 37.38, + "MassiveIntentClassification (zh-CN)": 23.74, + "MassiveIntentClassification (zh-TW)": 22.39, + "MassiveScenarioClassification (jav-Latn)": 44.54, + "MassiveScenarioClassification (aze-Latn)": 39.62, + "MassiveScenarioClassification (cmo-Hans)": 33.19, + "MassiveScenarioClassification (swa-Latn)": 43.18, + "MassiveScenarioClassification (fra-Latn)": 53.77, + "MassiveScenarioClassification (mon-Cyrl)": 29.01, + "MassiveScenarioClassification (kat-Geor)": 14.85, + "MassiveScenarioClassification (ben-Beng)": 18.98, + "MassiveScenarioClassification (ind-Latn)": 44.37, + "MassiveScenarioClassification (kor-Kore)": 25.72, + "MassiveScenarioClassification (lav-Latn)": 42.75, + "MassiveScenarioClassification (deu-Latn)": 52.08, + "MassiveScenarioClassification (hun-Latn)": 44.1, + "MassiveScenarioClassification (tam-Taml)": 19.4, + "MassiveScenarioClassification (afr-Latn)": 45.72, + "MassiveScenarioClassification (nob-Latn)": 47.35, + "MassiveScenarioClassification (urd-Arab)": 24.45, + "MassiveScenarioClassification (tha-Thai)": 18.32, + "MassiveScenarioClassification (ita-Latn)": 51.7, + "MassiveScenarioClassification (en)": 74.58, + "MassiveScenarioClassification (sqi-Latn)": 49.12, + "MassiveScenarioClassification (mya-Mymr)": 10.06, + "MassiveScenarioClassification (ara-Arab)": 27.66, + "MassiveScenarioClassification (tur-Latn)": 41.8, + "MassiveScenarioClassification (khm-Khmr)": 9.75, + "MassiveScenarioClassification (cym-Latn)": 41.43, + "MassiveScenarioClassification (cmo-Hant)": 31.14, + "MassiveScenarioClassification (hye-Armn)": 14.87, + "MassiveScenarioClassification (ell-Grek)": 35.55, + "MassiveScenarioClassification (ron-Latn)": 49.94, + "MassiveScenarioClassification (kan-Knda)": 8.32, + "MassiveScenarioClassification (jpn-Jpan)": 36.77, + "MassiveScenarioClassification (fin-Latn)": 45.8, + "MassiveScenarioClassification (swe-Latn)": 46.81, + "MassiveScenarioClassification (dan-Latn)": 49.5, + "MassiveScenarioClassification (msa-Latn)": 44.67, + "MassiveScenarioClassification (hin-Deva)": 23.03, + "MassiveScenarioClassification (tgl-Latn)": 48.29, + "MassiveScenarioClassification (pol-Latn)": 44.74, + "MassiveScenarioClassification (isl-Latn)": 43.11, + "MassiveScenarioClassification (por-Latn)": 53.0, + "MassiveScenarioClassification (slv-Latn)": 42.24, + "MassiveScenarioClassification (rus-Cyrl)": 28.77, + "MassiveScenarioClassification (tel-Telu)": 7.74, + "MassiveScenarioClassification (heb-Hebr)": 25.73, + "MassiveScenarioClassification (fas-Arab)": 29.0, + "MassiveScenarioClassification (vie-Latn)": 40.97, + "MassiveScenarioClassification (nld-Latn)": 49.14, + "MassiveScenarioClassification (spa-Latn)": 50.73, + "MassiveScenarioClassification (mal-Mlym)": 7.25, + "MassiveScenarioClassification (amh-Ethi)": 7.41, + "MassiveScenarioClassification (af)": 45.71, + "MassiveScenarioClassification (am)": 7.41, + "MassiveScenarioClassification (ar)": 27.62, + "MassiveScenarioClassification (az)": 39.58, + "MassiveScenarioClassification (bn)": 18.98, + "MassiveScenarioClassification (cy)": 41.4, + "MassiveScenarioClassification (da)": 49.47, + "MassiveScenarioClassification (de)": 52.07, + "MassiveScenarioClassification (el)": 35.51, + "MassiveScenarioClassification (es)": 50.74, + "MassiveScenarioClassification (fa)": 29.0, + "MassiveScenarioClassification (fi)": 45.8, + "MassiveScenarioClassification (fr)": 53.76, + "MassiveScenarioClassification (he)": 25.68, + "MassiveScenarioClassification (hi)": 23.02, + "MassiveScenarioClassification (hu)": 44.09, + "MassiveScenarioClassification (hy)": 14.83, + "MassiveScenarioClassification (id)": 44.35, + "MassiveScenarioClassification (is)": 43.08, + "MassiveScenarioClassification (it)": 51.71, + "MassiveScenarioClassification (ja)": 36.75, + "MassiveScenarioClassification (jv)": 44.57, + "MassiveScenarioClassification (ka)": 14.84, + "MassiveScenarioClassification (km)": 9.75, + "MassiveScenarioClassification (kn)": 8.32, + "MassiveScenarioClassification (ko)": 25.72, + "MassiveScenarioClassification (lv)": 42.75, + "MassiveScenarioClassification (ml)": 7.25, + "MassiveScenarioClassification (mn)": 29.03, + "MassiveScenarioClassification (ms)": 44.65, + "MassiveScenarioClassification (my)": 10.07, + "MassiveScenarioClassification (nb)": 47.36, + "MassiveScenarioClassification (nl)": 49.15, + "MassiveScenarioClassification (pl)": 44.72, + "MassiveScenarioClassification (pt)": 53.0, + "MassiveScenarioClassification (ro)": 49.97, + "MassiveScenarioClassification (ru)": 28.75, + "MassiveScenarioClassification (sl)": 42.26, + "MassiveScenarioClassification (sq)": 49.14, + "MassiveScenarioClassification (sv)": 46.83, + "MassiveScenarioClassification (sw)": 43.18, + "MassiveScenarioClassification (ta)": 19.38, + "MassiveScenarioClassification (te)": 7.74, + "MassiveScenarioClassification (th)": 18.32, + "MassiveScenarioClassification (tl)": 48.31, + "MassiveScenarioClassification (tr)": 41.79, + "MassiveScenarioClassification (ur)": 24.46, + "MassiveScenarioClassification (vi)": 40.94, + "MassiveScenarioClassification (zh-CN)": 33.18, + "MassiveScenarioClassification (zh-TW)": 31.16, + "MultilingualSentiment (cmn-Hans)": 40.52, + "NoRecClassification (nob-Latn)": 37.73, + "NordicLangClassification (nob-Latn_nno-Latn_dan-Latn_swe-Latn_isl-Latn_fao-Latn)": 54.17, + "OnlineShopping (cmn-Hans)": 58.65, + "PAC (pol-Latn)": 59.53, + "PolEmo2.0-IN (pol-Latn)": 38.32, + "PolEmo2.0-OUT (pol-Latn)": 22.98, + "RuReviewsClassification (rus-Cyrl)": 42.49, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 10.49, + "RuSciBenchOECDClassification (rus-Cyrl)": 8.31, + "TNews (cmn-Hans)": 20.37, + "ToxicConversationsClassification": 67.47, + "TweetSentimentExtractionClassification": 54.25, + "Waimai (cmn-Hans)": 63.48 } ] }, "Clustering": { "v_measure": [ { - "Model": "Cohere-embed-english-v3.0" + "Model": "all-MiniLM-L12-v2", + "AlloProfClusteringP2P": 46.03, + "AlloProfClusteringS2S": 31.83, + "ArxivClusteringP2P": 46.07, + "ArxivClusteringS2S": 37.5, + "BiorxivClusteringP2P": 36.99, + "BiorxivClusteringS2S": 33.21, + "GeoreviewClusteringP2P (rus-Cyrl)": 20.76, + "HALClusteringS2S": 19.58, + "MLSUMClusteringP2P": 34.35, + "MLSUMClusteringS2S": 29.3, + "MasakhaNEWSClusteringP2P (amh-Ethi)": 40.5, + "MasakhaNEWSClusteringP2P (eng)": 55.86, + "MasakhaNEWSClusteringP2P (fra-Latn)": 42.72, + "MasakhaNEWSClusteringP2P (hau-Latn)": 26.61, + "MasakhaNEWSClusteringP2P (ibo-Latn)": 44.26, + "MasakhaNEWSClusteringP2P (lin-Latn)": 54.52, + "MasakhaNEWSClusteringP2P (lug-Latn)": 43.87, + "MasakhaNEWSClusteringP2P (orm-Ethi)": 24.87, + "MasakhaNEWSClusteringP2P (pcm-Latn)": 74.42, + "MasakhaNEWSClusteringP2P (run-Latn)": 51.73, + "MasakhaNEWSClusteringP2P (sna-Latn)": 46.89, + "MasakhaNEWSClusteringP2P (som-Latn)": 31.17, + "MasakhaNEWSClusteringP2P (swa-Latn)": 23.72, + "MasakhaNEWSClusteringP2P (tir-Ethi)": 44.08, + "MasakhaNEWSClusteringP2P (xho-Latn)": 26.97, + "MasakhaNEWSClusteringP2P (yor-Latn)": 32.51, + "MasakhaNEWSClusteringP2P (fra)": 42.72, + "MasakhaNEWSClusteringS2S (amh-Ethi)": 44.11, + "MasakhaNEWSClusteringS2S (eng)": 40.71, + "MasakhaNEWSClusteringS2S (fra-Latn)": 32.47, + "MasakhaNEWSClusteringS2S (hau-Latn)": 20.63, + "MasakhaNEWSClusteringS2S (ibo-Latn)": 35.33, + "MasakhaNEWSClusteringS2S (lin-Latn)": 54.52, + "MasakhaNEWSClusteringS2S (lug-Latn)": 51.42, + "MasakhaNEWSClusteringS2S (orm-Ethi)": 24.84, + "MasakhaNEWSClusteringS2S (pcm-Latn)": 70.72, + "MasakhaNEWSClusteringS2S (run-Latn)": 50.88, + "MasakhaNEWSClusteringS2S (sna-Latn)": 46.6, + "MasakhaNEWSClusteringS2S (som-Latn)": 29.87, + "MasakhaNEWSClusteringS2S (swa-Latn)": 10.82, + "MasakhaNEWSClusteringS2S (tir-Ethi)": 43.63, + "MasakhaNEWSClusteringS2S (xho-Latn)": 24.55, + "MasakhaNEWSClusteringS2S (yor-Latn)": 32.85, + "MasakhaNEWSClusteringS2S (fra)": 32.47, + "MedrxivClusteringP2P": 34.25, + "MedrxivClusteringS2S": 32.24, + "RedditClustering": 51.18, + "RedditClusteringP2P": 54.8, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 10.65, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 10.19, + "StackExchangeClustering": 53.05, + "StackExchangeClusteringP2P": 33.13, + "TwentyNewsgroupsClustering": 47.47 } ] }, "PairClassification": { "ap": [ { - "Model": "Cohere-embed-english-v3.0" + "Model": "all-MiniLM-L12-v2", + "CDSC-E (pol-Latn)": 49.04, + "OpusparcusPC (deu-Latn)": 91.2, + "OpusparcusPC (en)": 97.41, + "OpusparcusPC (fin-Latn)": 85.99, + "OpusparcusPC (fra-Latn)": 87.35, + "OpusparcusPC (rus-Cyrl)": 79.23, + "OpusparcusPC (swe-Latn)": 84.87, + "PSC (pol-Latn)": 87.92, + "PawsXPairClassification (deu-Latn)": 50.83, + "PawsXPairClassification (en)": 58.62, + "PawsXPairClassification (spa-Latn)": 52.08, + "PawsXPairClassification (fra-Latn)": 55.54, + "PawsXPairClassification (jpn-Hira)": 47.75, + "PawsXPairClassification (kor-Hang)": 49.59, + "PawsXPairClassification (cmn-Hans)": 52.8, + "SICK-E-PL (pol-Latn)": 49.63, + "SprintDuplicateQuestions": 92.45, + "TERRa (rus-Cyrl)": 46.4, + "TwitterSemEval2015": 70.02, + "TwitterURLCorpus": 84.77 } ] }, "Reranking": { "map": [ { - "Model": "Cohere-embed-english-v3.0" + "Model": "all-MiniLM-L12-v2", + "AlloprofReranking (fra-Latn)": 67.01, + "AskUbuntuDupQuestions": 64.06, + "MMarcoReranking (cmn-Hans)": 5.27, + "MindSmallReranking": 31.02, + "RuBQReranking (rus-Cyrl)": 38.51, + "SciDocsRR": 87.2, + "StackOverflowDupQuestions": 51.47, + "SyntecReranking (fra-Latn)": 69.17, + "T2Reranking (cmn-Hans)": 60.32 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "Cohere-embed-english-v3.0", - "AILACasedocs": 31.54, - "AILAStatutes": 27.15, - "ARCChallenge": 9.89, - "AlphaNLI": 15.1, - "BrightRetrieval (psychology)": 21.82, - "BrightRetrieval (economics)": 20.18, - "BrightRetrieval (robotics)": 16.21, - "BrightRetrieval (biology)": 18.98, - "BrightRetrieval (stackoverflow)": 16.47, - "BrightRetrieval (theoremqa_theorems)": 6.04, - "BrightRetrieval (pony)": 1.77, - "BrightRetrieval (sustainable_living)": 17.69, - "BrightRetrieval (aops)": 6.46, - "BrightRetrieval (theoremqa_questions)": 15.07, - "BrightRetrieval (leetcode)": 26.78, - "BrightRetrieval (earth_science)": 27.45, - "GerDaLIRSmall": 6.05, - "HellaSwag": 26.35, - "LeCaRDv2": 21.02, - "LegalBenchConsumerContractsQA": 77.12, - "LegalBenchCorporateLobbying": 93.68, - "LegalQuAD": 26.08, - "LegalSummarization": 61.7, - "PIQA": 28.49, - "Quail": 4.1, - "RARbCode": 57.19, - "RARbMath": 72.26, - "SIQA": 4.26, - "SpartQA": 3.75, - "TempReasonL1": 1.5, - "TempReasonL2Fact": 35.91, - "TempReasonL2Pure": 1.89, - "TempReasonL3Fact": 27.51, - "TempReasonL3Pure": 8.53, - "WinoGrande": 58.01 + "Model": "all-MiniLM-L12-v2", + "AILACasedocs": 16.8, + "AILAStatutes": 20.71, + "ARCChallenge": 10.23, + "AlloprofRetrieval (fra-Latn)": 33.2, + "AlloprofRetrieval": 33.2, + "AlphaNLI": 25.35, + "ArguAna": 47.13, + "ArguAna-PL (pol-Latn)": 13.4, + "BSARDRetrieval (fra-Latn)": 6.24, + "CQADupstackRetrieval": 42.53, + "ClimateFEVER": 21.57, + "CmedqaRetrieval (cmn-Hans)": 2.58, + "CovidRetrieval (cmn-Hans)": 10.79, + "DBPedia": 33.35, + "DuRetrieval (cmn-Hans)": 6.62, + "EcomRetrieval (cmn-Hans)": 4.01, + "FEVER": 55.9, + "FiQA-PL (pol-Latn)": 5.82, + "FiQA2018": 37.27, + "GerDaLIRSmall (deu-Latn)": 1.35, + "HellaSwag": 24.08, + "HotpotQA": 44.59, + "LEMBNarrativeQARetrieval": 19.64, + "LEMBNeedleRetrieval": 12.25, + "LEMBPasskeyRetrieval": 14.75, + "LEMBQMSumRetrieval": 13.08, + "LEMBSummScreenFDRetrieval": 46.98, + "LEMBWikimQARetrieval": 44.88, + "LeCaRDv2 (zho-Hans)": 18.77, + "LegalBenchConsumerContractsQA": 60.21, + "LegalBenchCorporateLobbying": 88.69, + "LegalQuAD (deu-Latn)": 7.44, + "LegalSummarization": 57.43, + "MMarcoRetrieval (cmn-Hans)": 7.46, + "MSMARCO": 39.03, + "MedicalRetrieval (cmn-Hans)": 2.3, + "MintakaRetrieval (ara-Arab)": 2.74, + "MintakaRetrieval (deu-Latn)": 20.04, + "MintakaRetrieval (spa-Latn)": 11.76, + "MintakaRetrieval (fra-Latn)": 16.08, + "MintakaRetrieval (hin-Deva)": 3.04, + "MintakaRetrieval (ita-Latn)": 11.83, + "MintakaRetrieval (jpn-Hira)": 7.31, + "MintakaRetrieval (por-Latn)": 13.66, + "NFCorpus": 32.25, + "NFCorpus-PL (pol-Latn)": 15.43, + "NQ": 46.47, + "PIQA": 26.44, + "Quail": 3.08, + "QuoraRetrieval": 87.75, + "RARbCode": 42.44, + "RARbMath": 66.36, + "RuBQRetrieval (rus-Cyrl)": 8.84, + "SCIDOCS": 21.82, + "SCIDOCS-PL (pol-Latn)": 5.34, + "SIQA": 2.09, + "SciFact": 62.64, + "SciFact-PL (pol-Latn)": 22.48, + "SpartQA": 2.67, + "SyntecRetrieval (fra-Latn)": 60.8, + "T2Retrieval (cmn-Hans)": 4.82, + "TRECCOVID": 50.82, + "TRECCOVID-PL (pol-Latn)": 16.52, + "TempReasonL1": 1.66, + "TempReasonL2Fact": 10.31, + "TempReasonL2Pure": 0.63, + "TempReasonL3Fact": 11.11, + "TempReasonL3Pure": 6.63, + "Touche2020": 17.22, + "VideoRetrieval (cmn-Hans)": 9.38, + "WinoGrande": 27.2, + "XPQARetrieval (ara-Arab_ara-Arab)": 7.83, + "XPQARetrieval (eng-Latn_ara-Arab)": 2.52, + "XPQARetrieval (ara-Arab_eng-Latn)": 8.88, + "XPQARetrieval (deu-Latn_deu-Latn)": 56.77, + "XPQARetrieval (eng-Latn_deu-Latn)": 18.2, + "XPQARetrieval (deu-Latn_eng-Latn)": 30.06, + "XPQARetrieval (spa-Latn_spa-Latn)": 42.22, + "XPQARetrieval (eng-Latn_spa-Latn)": 7.53, + "XPQARetrieval (spa-Latn_eng-Latn)": 26.27, + "XPQARetrieval (fra-Latn_fra-Latn)": 55.9, + "XPQARetrieval (eng-Latn_fra-Latn)": 14.89, + "XPQARetrieval (fra-Latn_eng-Latn)": 34.2, + "XPQARetrieval (hin-Deva_hin-Deva)": 33.26, + "XPQARetrieval (eng-Latn_hin-Deva)": 6.44, + "XPQARetrieval (hin-Deva_eng-Latn)": 6.98, + "XPQARetrieval (ita-Latn_ita-Latn)": 58.68, + "XPQARetrieval (eng-Latn_ita-Latn)": 8.56, + "XPQARetrieval (ita-Latn_eng-Latn)": 28.71, + "XPQARetrieval (jpn-Hira_jpn-Hira)": 39.53, + "XPQARetrieval (eng-Latn_jpn-Hira)": 5.7, + "XPQARetrieval (jpn-Hira_eng-Latn)": 13.75, + "XPQARetrieval (kor-Hang_kor-Hang)": 13.48, + "XPQARetrieval (eng-Latn_kor-Hang)": 7.43, + "XPQARetrieval (kor-Hang_eng-Latn)": 7.34, + "XPQARetrieval (pol-Latn_pol-Latn)": 28.07, + "XPQARetrieval (eng-Latn_pol-Latn)": 10.03, + "XPQARetrieval (pol-Latn_eng-Latn)": 16.58, + "XPQARetrieval (por-Latn_por-Latn)": 34.09, + "XPQARetrieval (eng-Latn_por-Latn)": 7.38, + "XPQARetrieval (por-Latn_eng-Latn)": 22.59, + "XPQARetrieval (tam-Taml_tam-Taml)": 9.13, + "XPQARetrieval (eng-Latn_tam-Taml)": 4.15, + "XPQARetrieval (tam-Taml_eng-Latn)": 3.76, + "XPQARetrieval (cmn-Hans_cmn-Hans)": 21.09, + "XPQARetrieval (eng-Latn_cmn-Hans)": 6.58, + "XPQARetrieval (cmn-Hans_eng-Latn)": 9.39, + "XPQARetrieval (fr)": 55.9 + } + ] + }, + "STS": { + "spearman": [ + { + "Model": "all-MiniLM-L12-v2", + "AFQMC (cmn-Hans)": 7.94, + "ATEC (cmn-Hans)": 12.97, + "BIOSSES": 83.57, + "BQ (cmn-Hans)": 23.31, + "CDSC-R (pol-Latn)": 82.5, + "LCQMC (cmn-Hans)": 21.04, + "PAWSX (cmn-Hans)": 7.31, + "RUParaPhraserSTS (rus-Cyrl)": 45.47, + "RuSTSBenchmarkSTS (rus-Cyrl)": 56.33, + "SICK-R": 79.32, + "SICK-R-PL (pol-Latn)": 54.26, + "SICKFr (fra-Latn)": 63.16, + "STS12": 73.08, + "STS13": 82.13, + "STS14": 76.73, + "STS15": 85.58, + "STS16": 80.23, + "STS17 (nld-Latn_eng-Latn)": 24.51, + "STS17 (eng-Latn_ara-Arab)": 0.54, + "STS17 (ara-Arab)": 58.71, + "STS17 (kor-Hang)": 43.37, + "STS17 (eng-Latn_tur-Latn)": 0.43, + "STS17 (ita-Latn_eng-Latn)": 24.28, + "STS17 (eng-Latn_deu-Latn)": 27.54, + "STS17 (fra-Latn_eng-Latn)": 30.7, + "STS17 (spa-Latn)": 78.37, + "STS17 (en-en)": 88.63, + "STS17 (spa-Latn_eng-Latn)": 22.01, + "STS17 (ar-ar)": 58.71, + "STS17 (en-ar)": 0.54, + "STS17 (en-de)": 27.54, + "STS17 (en-tr)": 0.43, + "STS17 (es-en)": 22.01, + "STS17 (es-es)": 78.37, + "STS17 (fr-en)": 30.7, + "STS17 (it-en)": 24.28, + "STS17 (ko-ko)": 43.37, + "STS17 (nl-en)": 24.51, + "STS22 (deu-Latn_fra-Latn)": 43.52, + "STS22 (tur-Latn)": 21.6, + "STS22 (en)": 65.67, + "STS22 (ara-Arab)": 17.54, + "STS22 (pol-Latn_eng-Latn)": 42.67, + "STS22 (spa-Latn_ita-Latn)": 40.71, + "STS22 (pol-Latn)": 19.22, + "STS22 (fra-Latn_pol-Latn)": 16.9, + "STS22 (spa-Latn)": 43.98, + "STS22 (rus-Cyrl)": 11.19, + "STS22 (ita-Latn)": 47.48, + "STS22 (deu-Latn_eng-Latn)": 42.86, + "STS22 (deu-Latn)": 22.53, + "STS22 (cmn-Hans_eng-Latn)": 44.39, + "STS22 (deu-Latn_pol-Latn)": 1.63, + "STS22 (fra-Latn)": 69.51, + "STS22 (cmn-Hans)": 33.15, + "STS22 (spa-Latn_eng-Latn)": 53.99, + "STS22 (ar)": 17.54, + "STS22 (de)": 22.53, + "STS22 (de-en)": 42.86, + "STS22 (de-fr)": 43.52, + "STS22 (de-pl)": 1.63, + "STS22 (es)": 43.98, + "STS22 (es-en)": 53.99, + "STS22 (es-it)": 40.71, + "STS22 (fr)": 69.51, + "STS22 (fr-pl)": 16.9, + "STS22 (it)": 47.48, + "STS22 (pl)": 19.22, + "STS22 (pl-en)": 42.67, + "STS22 (ru)": 11.19, + "STS22 (tr)": 21.6, + "STS22 (zh)": 33.15, + "STS22 (zh-en)": 44.39, + "STSB (cmn-Hans)": 36.66, + "STSBenchmark": 83.09, + "STSBenchmarkMultilingualSTS (nld-Latn)": 60.03, + "STSBenchmarkMultilingualSTS (spa-Latn)": 65.33, + "STSBenchmarkMultilingualSTS (ita-Latn)": 60.71, + "STSBenchmarkMultilingualSTS (cmn-Hans)": 38.93, + "STSBenchmarkMultilingualSTS (en)": 83.09, + "STSBenchmarkMultilingualSTS (por-Latn)": 63.85, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 56.09, + "STSBenchmarkMultilingualSTS (fra-Latn)": 66.68, + "STSBenchmarkMultilingualSTS (pol-Latn)": 60.2, + "STSBenchmarkMultilingualSTS (deu-Latn)": 63.28 } ] }, - "STS": { + "Summarization": { "spearman": [ { - "Model": "Cohere-embed-english-v3.0" + "Model": "all-MiniLM-L12-v2", + "SummEval": 27.9, + "SummEvalFr (fra-Latn)": 26.63 } ] }, - "Summarization": { - "spearman": [ + "MultilabelClassification": { + "accuracy": [ { - "Model": "Cohere-embed-english-v3.0" + "Model": "all-MiniLM-L12-v2", + "CEDRClassification (rus-Cyrl)": 33.86, + "SensitiveTopicsClassification (rus-Cyrl)": 18.05 } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "Cohere-embed-english-v3.0", - "Core17InstructionRetrieval": 2.8, - "News21InstructionRetrieval": 0.2, - "Robust04InstructionRetrieval": -3.63 + "Model": "all-MiniLM-L12-v2" } ] } }, - "sentence-camembert-base": { + "LLM2Vec-Llama-2-supervised": { "BitextMining": { "f1": [ { - "Model": "sentence-camembert-base" + "Model": "LLM2Vec-Llama-2-supervised" } ] }, "Classification": { "accuracy": [ { - "Model": "sentence-camembert-base", - "AmazonReviewsClassification (fr)": 36.03, - "MTOPDomainClassification (fr)": 77.1, - "MTOPIntentClassification (fr)": 43.44, - "MasakhaNEWSClassification (fra)": 70.36, - "MassiveIntentClassification (fr)": 51.59, - "MassiveScenarioClassification (fr)": 61.28 + "Model": "LLM2Vec-Llama-2-supervised", + "AmazonCounterfactualClassification (en)": 82.22, + "AmazonPolarityClassification": 89.69, + "AmazonReviewsClassification (en)": 48.47, + "Banking77Classification": 88.17, + "EmotionClassification": 51.71, + "ImdbClassification": 85.78, + "MTOPDomainClassification (en)": 95.57, + "MTOPIntentClassification (en)": 82.81, + "MassiveIntentClassification (en)": 78.06, + "MassiveScenarioClassification (en)": 81.35, + "ToxicConversationsClassification": 71.01, + "TweetSentimentExtractionClassification": 61.11 } ] }, "Clustering": { "v_measure": [ { - "Model": "sentence-camembert-base", - "AlloProfClusteringP2P": 59.09, - "AlloProfClusteringS2S": 38.92, - "HALClusteringS2S": 20.22, - "MLSUMClusteringP2P": 35.98, - "MLSUMClusteringS2S": 27.05, - "MasakhaNEWSClusteringP2P (fra)": 36.03, - "MasakhaNEWSClusteringS2S (fra)": 30.77 + "Model": "LLM2Vec-Llama-2-supervised", + "ArxivClusteringP2P": 43.14, + "ArxivClusteringS2S": 42.38, + "BiorxivClusteringP2P": 35.88, + "BiorxivClusteringS2S": 34.81, + "MedrxivClusteringP2P": 32.23, + "MedrxivClusteringS2S": 31.37, + "RedditClustering": 61.1, + "RedditClusteringP2P": 64.52, + "StackExchangeClustering": 67.98, + "StackExchangeClusteringP2P": 33.2, + "TwentyNewsgroupsClustering": 51.04 } ] }, "PairClassification": { "ap": [ { - "Model": "sentence-camembert-base", - "OpusparcusPC (fr)": 92.05, - "PawsXPairClassification (fr)": 57.44 + "Model": "LLM2Vec-Llama-2-supervised", + "SprintDuplicateQuestions": 96.83, + "TwitterSemEval2015": 80.7, + "TwitterURLCorpus": 86.56 } ] }, "Reranking": { "map": [ { - "Model": "sentence-camembert-base", - "AlloprofReranking": 48.68, - "SyntecReranking": 79.75 + "Model": "LLM2Vec-Llama-2-supervised", + "AskUbuntuDupQuestions": 63.13, + "MindSmallReranking": 31.34, + "SciDocsRR": 84.03, + "StackOverflowDupQuestions": 51.02 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "sentence-camembert-base", - "AlloprofRetrieval": 21.94, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 13.36, - "SyntecRetrieval": 68.62, - "XPQARetrieval (fr)": 57.92 + "Model": "LLM2Vec-Llama-2-supervised", + "ArguAna": 56.53, + "CQADupstackRetrieval": 45.94, + "ClimateFEVER": 30.7, + "DBPedia": 48.42, + "FEVER": 89.93, + "FiQA2018": 51.28, + "HotpotQA": 72.99, + "MSMARCO": 41.46, + "NFCorpus": 40.33, + "NQ": 61.24, + "QuoraRetrieval": 85.59, + "SCIDOCS": 21.05, + "SciFact": 77.3, + "TRECCOVID": 79.25, + "Touche2020": 16.92 } ] }, "STS": { "spearman": [ { - "Model": "sentence-camembert-base", - "SICKFr": 74.18, - "STS22 (fr)": 77.54, - "STSBenchmarkMultilingualSTS (fr)": 81.64 + "Model": "LLM2Vec-Llama-2-supervised", + "BIOSSES": 82.13, + "SICK-R": 83.01, + "STS12": 78.85, + "STS13": 86.84, + "STS14": 84.04, + "STS15": 88.72, + "STS16": 86.79, + "STS17 (en-en)": 90.63, + "STS22 (en)": 67.55, + "STSBenchmark": 88.72 } ] }, "Summarization": { "spearman": [ { - "Model": "sentence-camembert-base", - "SummEvalFr": 28.77 + "Model": "LLM2Vec-Llama-2-supervised", + "SummEval": 28.49 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "LLM2Vec-Llama-2-supervised" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "sentence-camembert-base" + "Model": "LLM2Vec-Llama-2-supervised" } ] } }, - "Cohere-embed-multilingual-v3.0": { + "monot5-base-msmarco-10k": { "BitextMining": { "f1": [ { - "Model": "Cohere-embed-multilingual-v3.0" + "Model": "monot5-base-msmarco-10k" } ] }, "Classification": { "accuracy": [ { - "Model": "Cohere-embed-multilingual-v3.0", - "AmazonReviewsClassification (fr)": 41.89, - "MTOPDomainClassification (fr)": 86.23, - "MTOPIntentClassification (fr)": 61.07, - "MasakhaNEWSClassification (fra)": 83.06, - "MassiveIntentClassification (fr)": 62.94, - "MassiveScenarioClassification (fr)": 67.29 + "Model": "monot5-base-msmarco-10k" } ] }, "Clustering": { "v_measure": [ { - "Model": "Cohere-embed-multilingual-v3.0", - "AlloProfClusteringP2P": 63.53, - "AlloProfClusteringS2S": 36.18, - "HALClusteringS2S": 19.9, - "MLSUMClusteringP2P": 45.08, - "MLSUMClusteringS2S": 34.75, - "MasakhaNEWSClusteringP2P (fra)": 53.18, - "MasakhaNEWSClusteringS2S (fra)": 32.31 + "Model": "monot5-base-msmarco-10k" } ] }, "PairClassification": { "ap": [ { - "Model": "Cohere-embed-multilingual-v3.0", - "OpusparcusPC (fr)": 94.08, - "PawsXPairClassification (fr)": 61.26 + "Model": "monot5-base-msmarco-10k" } ] }, "Reranking": { "map": [ { - "Model": "Cohere-embed-multilingual-v3.0", - "AlloprofReranking": 51.01, - "SyntecReranking": 85.72 + "Model": "monot5-base-msmarco-10k" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "Cohere-embed-multilingual-v3.0", - "AlloprofRetrieval": 38.36, - "BSARDRetrieval": 0.14, - "MintakaRetrieval (fr)": 25.44, - "SyntecRetrieval": 79.27, - "XPQARetrieval (fr)": 58.87 + "Model": "monot5-base-msmarco-10k" } ] }, "STS": { "spearman": [ { - "Model": "Cohere-embed-multilingual-v3.0", - "SICKFr": 79.23, - "STS22 (fr)": 82.76, - "STSBenchmarkMultilingualSTS (fr)": 81.84 + "Model": "monot5-base-msmarco-10k" } ] }, "Summarization": { "spearman": [ { - "Model": "Cohere-embed-multilingual-v3.0", - "SummEvalFr": 31.26 + "Model": "monot5-base-msmarco-10k" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "monot5-base-msmarco-10k" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "Cohere-embed-multilingual-v3.0" + "Model": "monot5-base-msmarco-10k", + "Core17InstructionRetrieval": -4.06, + "News21InstructionRetrieval": 5.02, + "Robust04InstructionRetrieval": -6.2 } ] } }, - "text2vec-large-chinese": { + "nomic-embed-text-v1.5-256": { "BitextMining": { "f1": [ { - "Model": "text2vec-large-chinese" + "Model": "nomic-embed-text-v1.5-256" } ] }, "Classification": { "accuracy": [ { - "Model": "text2vec-large-chinese", - "AmazonReviewsClassification (zh)": 33.77, - "IFlyTek": 41.54, - "JDReview": 81.56, - "MassiveIntentClassification (zh-CN)": 63.23, - "MassiveScenarioClassification (zh-CN)": 68.45, - "MultilingualSentiment": 58.97, - "OnlineShopping": 83.51, - "TNews": 38.92, - "Waimai": 76.01 + "Model": "nomic-embed-text-v1.5-256", + "AmazonCounterfactualClassification (en)": 72.94, + "AmazonPolarityClassification": 91.35, + "AmazonReviewsClassification (en)": 45.73, + "Banking77Classification": 83.69, + "EmotionClassification": 45.88, + "ImdbClassification": 83.99, + "MTOPDomainClassification (en)": 91.68, + "MTOPIntentClassification (en)": 72.47, + "MassiveIntentClassification (en)": 71.76, + "MassiveScenarioClassification (en)": 75.67, + "ToxicConversationsClassification": 70.87, + "TweetSentimentExtractionClassification": 59.2 } ] }, "Clustering": { "v_measure": [ { - "Model": "text2vec-large-chinese", - "CLSClusteringP2P": 30.13, - "CLSClusteringS2S": 28.77, - "ThuNewsClusteringP2P": 35.05, - "ThuNewsClusteringS2S": 26.14 + "Model": "nomic-embed-text-v1.5-256", + "ArxivClusteringP2P": 44.82, + "ArxivClusteringS2S": 35.32, + "BiorxivClusteringP2P": 38.19, + "BiorxivClusteringS2S": 31.83, + "MedrxivClusteringP2P": 34.08, + "MedrxivClusteringS2S": 30.98, + "RedditClustering": 54.92, + "RedditClusteringP2P": 60.23, + "StackExchangeClustering": 61.81, + "StackExchangeClusteringP2P": 34.03, + "TwentyNewsgroupsClustering": 48.56 } ] }, "PairClassification": { "ap": [ { - "Model": "text2vec-large-chinese", - "Cmnli": 77.67, - "Ocnli": 64.04 + "Model": "nomic-embed-text-v1.5-256", + "SprintDuplicateQuestions": 92.31, + "TwitterSemEval2015": 73.61, + "TwitterURLCorpus": 86.34 } ] }, "Reranking": { "map": [ { - "Model": "text2vec-large-chinese", - "CMedQAv1": 58.92, - "CMedQAv2": 60.41, - "MMarcoReranking": 12.48, - "T2Reranking": 64.82 + "Model": "nomic-embed-text-v1.5-256", + "AskUbuntuDupQuestions": 61.34, + "MindSmallReranking": 30.04, + "SciDocsRR": 79.4, + "StackOverflowDupQuestions": 49.95 + } + ] + }, + "Retrieval": { + "ndcg_at_10": [ + { + "Model": "nomic-embed-text-v1.5-256", + "ArguAna": 45.44, + "CQADupstackRetrieval": 37.61, + "ClimateFEVER": 39.63, + "DBPedia": 39.42, + "FEVER": 84.4, + "FiQA2018": 35.0, + "HotpotQA": 67.78, + "MSMARCO": 41.38, + "NFCorpus": 32.54, + "NQ": 57.1, + "QuoraRetrieval": 87.65, + "SCIDOCS": 16.76, + "SciFact": 68.24, + "TRECCOVID": 80.65, + "Touche2020": 28.49 } ] }, - "Retrieval": { - "ndcg_at_10": [ + "STS": { + "spearman": [ { - "Model": "text2vec-large-chinese", - "CmedqaRetrieval": 15.53, - "CovidRetrieval": 60.48, - "DuRetrieval": 51.87, - "EcomRetrieval": 37.58, - "MMarcoRetrieval": 45.96, - "MedicalRetrieval": 30.93, - "T2Retrieval": 50.52, - "VideoRetrieval": 42.65 + "Model": "nomic-embed-text-v1.5-256", + "BIOSSES": 81.58, + "SICK-R": 79.24, + "STS12": 78.16, + "STS13": 86.01, + "STS14": 81.25, + "STS15": 86.51, + "STS16": 84.24, + "STS17 (en-en)": 86.44, + "STS22 (en)": 65.14, + "STSBenchmark": 84.8 } ] }, - "STS": { + "Summarization": { "spearman": [ { - "Model": "text2vec-large-chinese", - "AFQMC": 24.51, - "ATEC": 32.45, - "BQ": 44.22, - "LCQMC": 69.16, - "PAWSX": 14.55, - "QBQTC": 29.51, - "STS22 (zh)": 65.94, - "STSB": 79.45 + "Model": "nomic-embed-text-v1.5-256", + "SummEval": 30.05 } ] }, - "Summarization": { - "spearman": [ + "MultilabelClassification": { + "accuracy": [ { - "Model": "text2vec-large-chinese" + "Model": "nomic-embed-text-v1.5-256" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text2vec-large-chinese" + "Model": "nomic-embed-text-v1.5-256" } ] } }, - "dragon-plus": { + "e5-large-v2": { "BitextMining": { "f1": [ { - "Model": "dragon-plus" + "Model": "e5-large-v2" } ] }, "Classification": { "accuracy": [ { - "Model": "dragon-plus" + "Model": "e5-large-v2" } ] }, "Clustering": { "v_measure": [ { - "Model": "dragon-plus" + "Model": "e5-large-v2", + "BiorxivClusteringP2P": 36.72, + "BiorxivClusteringS2S": 35.47, + "MedrxivClusteringP2P": 31.45, + "MedrxivClusteringS2S": 29.91, + "RedditClustering": 55.5, + "RedditClusteringP2P": 63.71, + "StackExchangeClustering": 65.23, + "StackExchangeClusteringP2P": 33.62, + "TwentyNewsgroupsClustering": 48.73 } ] }, "PairClassification": { "ap": [ { - "Model": "dragon-plus" + "Model": "e5-large-v2" } ] }, "Reranking": { "map": [ { - "Model": "dragon-plus" + "Model": "e5-large-v2" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "dragon-plus", - "ARCChallenge": 8.91, - "AlphaNLI": 32.1, - "HellaSwag": 27.69, - "PIQA": 28.01, - "Quail": 4.09, - "RARbCode": 17.58, - "RARbMath": 45.09, - "SIQA": 2.0, - "SpartQA": 10.34, - "TempReasonL1": 1.82, - "TempReasonL2Fact": 17.45, - "TempReasonL2Pure": 0.55, - "TempReasonL3Fact": 15.71, - "TempReasonL3Pure": 7.97, - "WinoGrande": 67.18 + "Model": "e5-large-v2" } ] }, "STS": { "spearman": [ { - "Model": "dragon-plus" + "Model": "e5-large-v2" } ] }, "Summarization": { "spearman": [ { - "Model": "dragon-plus" + "Model": "e5-large-v2" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "e5-large-v2" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "dragon-plus" + "Model": "e5-large-v2", + "Core17InstructionRetrieval": 0.12, + "News21InstructionRetrieval": 0.87, + "Robust04InstructionRetrieval": -4.16 } ] } }, - "bge-small-zh-v1.5": { + "bert-base-uncased": { "BitextMining": { "f1": [ { - "Model": "bge-small-zh-v1.5" + "Model": "bert-base-uncased" } ] }, "Classification": { "accuracy": [ { - "Model": "bge-small-zh-v1.5", - "AmazonReviewsClassification (zh)": 35.91, - "IFlyTek": 45.49, - "JDReview": 80.04, - "MassiveIntentClassification (zh-CN)": 63.95, - "MassiveScenarioClassification (zh-CN)": 70.8, - "MultilingualSentiment": 63.06, - "OnlineShopping": 85.05, - "TNews": 48.15, - "Waimai": 83.18 + "Model": "bert-base-uncased", + "AmazonCounterfactualClassification (en)": 74.25, + "AmazonPolarityClassification": 71.33, + "AmazonReviewsClassification (en)": 33.56, + "Banking77Classification": 63.41, + "EmotionClassification": 35.28, + "ImdbClassification": 65.35, + "MTOPDomainClassification (en)": 82.63, + "MTOPIntentClassification (en)": 68.14, + "MassiveIntentClassification (en)": 59.88, + "MassiveScenarioClassification (en)": 64.28, + "ToxicConversationsClassification": 70.0, + "TweetSentimentExtractionClassification": 51.81 } ] }, "Clustering": { "v_measure": [ { - "Model": "bge-small-zh-v1.5", - "CLSClusteringP2P": 38.14, - "CLSClusteringS2S": 35.14, - "ThuNewsClusteringP2P": 54.22, - "ThuNewsClusteringS2S": 49.22 + "Model": "bert-base-uncased", + "ArxivClusteringP2P": 35.19, + "ArxivClusteringS2S": 27.51, + "BiorxivClusteringP2P": 30.12, + "BiorxivClusteringS2S": 24.77, + "MedrxivClusteringP2P": 26.09, + "MedrxivClusteringS2S": 23.6, + "RedditClustering": 27.24, + "RedditClusteringP2P": 43.32, + "StackExchangeClustering": 43.58, + "StackExchangeClusteringP2P": 26.55, + "TwentyNewsgroupsClustering": 23.35 } ] }, "PairClassification": { "ap": [ { - "Model": "bge-small-zh-v1.5", - "Cmnli": 76.24, - "Ocnli": 64.57 + "Model": "bert-base-uncased", + "SprintDuplicateQuestions": 36.81, + "TwitterSemEval2015": 55.9, + "TwitterURLCorpus": 76.29 } ] }, "Reranking": { "map": [ { - "Model": "bge-small-zh-v1.5", - "CMedQAv1": 77.4, - "CMedQAv2": 79.86, - "MMarcoReranking": 20.5, - "T2Reranking": 65.9 + "Model": "bert-base-uncased", + "AskUbuntuDupQuestions": 45.84, + "MindSmallReranking": 28.37, + "SciDocsRR": 64.94, + "StackOverflowDupQuestions": 34.62 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-small-zh-v1.5", - "CmedqaRetrieval": 35.11, - "CovidRetrieval": 70.14, - "DuRetrieval": 77.28, - "EcomRetrieval": 55.71, - "MMarcoRetrieval": 63.48, - "MedicalRetrieval": 49.8, - "T2Retrieval": 76.43, - "VideoRetrieval": 66.19 + "Model": "bert-base-uncased", + "ArguAna": 28.29, + "CQADupstackRetrieval": 5.51, + "ClimateFEVER": 5.41, + "DBPedia": 4.13, + "FEVER": 3.3, + "FiQA2018": 2.19, + "HotpotQA": 8.26, + "MSMARCO": 1.91, + "NFCorpus": 4.3, + "NQ": 2.62, + "QuoraRetrieval": 61.03, + "SCIDOCS": 2.82, + "SciFact": 13.34, + "TRECCOVID": 14.74, + "Touche2020": 0.97 } ] }, "STS": { "spearman": [ { - "Model": "bge-small-zh-v1.5", - "AFQMC": 33.42, - "ATEC": 43.01, - "BQ": 55.22, - "LCQMC": 72.19, - "PAWSX": 9.26, - "QBQTC": 35.29, - "STS22 (zh)": 67.72, - "STSB": 76.73 + "Model": "bert-base-uncased", + "BIOSSES": 54.7, + "SICK-R": 58.65, + "STS12": 30.87, + "STS13": 59.89, + "STS14": 47.73, + "STS15": 60.29, + "STS16": 63.73, + "STS17 (en-en)": 64.1, + "STS22 (en)": 56.37, + "STSBenchmark": 47.29 } ] }, "Summarization": { "spearman": [ { - "Model": "bge-small-zh-v1.5" + "Model": "bert-base-uncased", + "SummEval": 29.82 + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bert-base-uncased" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bge-small-zh-v1.5" + "Model": "bert-base-uncased" } ] } }, - "text-embedding-3-large": { + "bge-base-en-v1.5": { "BitextMining": { "f1": [ { - "Model": "text-embedding-3-large" + "Model": "bge-base-en-v1.5" } ] }, "Classification": { "accuracy": [ { - "Model": "text-embedding-3-large", - "AmazonCounterfactualClassification (en)": 78.93, - "AmazonPolarityClassification": 92.85, - "AmazonReviewsClassification (en)": 48.7, - "Banking77Classification": 85.69, - "EmotionClassification": 51.58, - "ImdbClassification": 87.67, - "MTOPDomainClassification (en)": 95.36, - "MTOPIntentClassification (en)": 75.07, - "MassiveIntentClassification (en)": 74.64, - "MassiveScenarioClassification (en)": 79.79, - "ToxicConversationsClassification": 72.92, - "TweetSentimentExtractionClassification": 62.22 + "Model": "bge-base-en-v1.5" } ] }, "Clustering": { "v_measure": [ { - "Model": "text-embedding-3-large", - "ArxivClusteringP2P": 49.01, - "ArxivClusteringS2S": 44.45, - "BiorxivClusteringP2P": 38.03, - "BiorxivClusteringS2S": 36.53, - "MedrxivClusteringP2P": 32.7, - "MedrxivClusteringS2S": 31.27, - "RedditClustering": 67.84, - "RedditClusteringP2P": 67.96, - "StackExchangeClustering": 76.26, - "StackExchangeClusteringP2P": 36.88, - "TwentyNewsgroupsClustering": 58.14 + "Model": "bge-base-en-v1.5", + "BiorxivClusteringP2P": 39.44, + "BiorxivClusteringS2S": 36.62, + "MedrxivClusteringP2P": 33.21, + "MedrxivClusteringS2S": 31.68, + "RedditClustering": 56.61, + "RedditClusteringP2P": 62.66, + "StackExchangeClustering": 66.11, + "StackExchangeClusteringP2P": 35.24, + "TwentyNewsgroupsClustering": 50.75 } ] }, "PairClassification": { "ap": [ { - "Model": "text-embedding-3-large", - "SprintDuplicateQuestions": 92.25, - "TwitterSemEval2015": 77.13, - "TwitterURLCorpus": 87.78 + "Model": "bge-base-en-v1.5" } ] }, "Reranking": { "map": [ { - "Model": "text-embedding-3-large", - "AskUbuntuDupQuestions": 65.03, - "MindSmallReranking": 29.86, - "SciDocsRR": 86.66, - "StackOverflowDupQuestions": 55.08 + "Model": "bge-base-en-v1.5" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "text-embedding-3-large", - "AILACasedocs": 39.0, - "AILAStatutes": 41.31, - "ARCChallenge": 23.98, - "AlphaNLI": 37.27, - "ArguAna": 58.05, - "BrightRetrieval (theoremqa_questions)": 22.22, - "BrightRetrieval (leetcode)": 23.65, - "BrightRetrieval (earth_science)": 26.27, - "BrightRetrieval (psychology)": 27.52, - "BrightRetrieval (robotics)": 12.93, - "BrightRetrieval (economics)": 19.98, - "BrightRetrieval (stackoverflow)": 12.49, - "BrightRetrieval (biology)": 23.67, - "BrightRetrieval (theoremqa_theorems)": 9.25, - "BrightRetrieval (pony)": 2.45, - "BrightRetrieval (sustainable_living)": 20.32, - "BrightRetrieval (aops)": 8.45, - "CQADupstackRetrieval": 47.54, - "ClimateFEVER": 30.27, - "DBPedia": 44.76, - "FEVER": 87.94, - "FiQA2018": 55.0, - "GerDaLIRSmall": 32.77, - "HellaSwag": 34.12, - "HotpotQA": 71.58, - "LEMBNarrativeQARetrieval": 44.09, - "LEMBNeedleRetrieval": 29.25, - "LEMBPasskeyRetrieval": 63.0, - "LEMBQMSumRetrieval": 32.49, - "LEMBSummScreenFDRetrieval": 84.8, - "LEMBWikimQARetrieval": 54.16, - "LeCaRDv2": 57.2, - "LegalBenchConsumerContractsQA": 79.39, - "LegalBenchCorporateLobbying": 95.09, - "LegalQuAD": 57.47, - "LegalSummarization": 71.55, - "MSMARCO": 40.24, - "NFCorpus": 42.07, - "NQ": 61.27, - "PIQA": 41.96, - "Quail": 10.15, - "QuoraRetrieval": 89.05, - "RARbCode": 89.64, - "RARbMath": 90.08, - "SCIDOCS": 23.11, - "SIQA": 3.44, - "SciFact": 77.77, - "SpartQA": 7.51, - "TRECCOVID": 79.56, - "TempReasonL1": 2.13, - "TempReasonL2Fact": 28.65, - "TempReasonL2Pure": 10.34, - "TempReasonL3Fact": 25.52, - "TempReasonL3Pure": 15.28, - "Touche2020": 23.35, - "WinoGrande": 29.11 + "Model": "bge-base-en-v1.5", + "ARCChallenge": 9.66, + "AlphaNLI": 10.99, + "HellaSwag": 26.64, + "PIQA": 25.69, + "Quail": 1.42, + "RARbCode": 46.47, + "RARbMath": 46.86, + "SIQA": 0.94, + "SpartQA": 3.37, + "TempReasonL1": 1.07, + "TempReasonL2Fact": 17.23, + "TempReasonL2Pure": 1.29, + "TempReasonL3Fact": 13.36, + "TempReasonL3Pure": 5.2, + "WinoGrande": 13.76 } ] }, "STS": { "spearman": [ { - "Model": "text-embedding-3-large", - "BIOSSES": 84.68, - "SICK-R": 79.0, - "STS12": 72.84, - "STS13": 86.1, - "STS14": 81.15, - "STS15": 88.49, - "STS16": 85.08, - "STS17 (en-en)": 90.22, - "STS22 (en)": 66.14, - "STSBenchmark": 83.56 + "Model": "bge-base-en-v1.5" } ] }, "Summarization": { "spearman": [ { - "Model": "text-embedding-3-large", - "SummEval": 29.92 + "Model": "bge-base-en-v1.5" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-base-en-v1.5" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "text-embedding-3-large", - "Core17InstructionRetrieval": -0.2, - "News21InstructionRetrieval": -2.03, - "Robust04InstructionRetrieval": -5.81 + "Model": "bge-base-en-v1.5" } ] } }, - "nb-bert-large": { + "contriever": { "BitextMining": { "f1": [ { - "Model": "nb-bert-large", - "BornholmBitextMining": 4.53 + "Model": "contriever" } ] }, "Classification": { "accuracy": [ { - "Model": "nb-bert-large", - "AngryTweetsClassification": 52.14, - "DKHateClassification": 62.13, - "DanishPoliticalCommentsClassification": 35.04, - "LccSentimentClassification": 56.27, - "MassiveIntentClassification (da)": 57.03, - "MassiveIntentClassification (nb)": 62.68, - "MassiveIntentClassification (sv)": 55.02, - "MassiveScenarioClassification (da)": 60.43, - "MassiveScenarioClassification (nb)": 67.44, - "MassiveScenarioClassification (sv)": 57.12, - "NoRecClassification": 55.46, - "NordicLangClassification": 85.27, - "NorwegianParliament": 62.58, - "ScalaDaClassification": 62.85, - "ScalaNbClassification": 66.97 + "Model": "contriever" } ] }, "Clustering": { "v_measure": [ { - "Model": "nb-bert-large" + "Model": "contriever" } ] }, "PairClassification": { "ap": [ { - "Model": "nb-bert-large" + "Model": "contriever" } ] }, "Reranking": { "map": [ { - "Model": "nb-bert-large" + "Model": "contriever" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "nb-bert-large" + "Model": "contriever", + "ARCChallenge": 8.62, + "AlphaNLI": 31.77, + "HellaSwag": 17.73, + "PIQA": 24.64, + "Quail": 4.97, + "RARbCode": 9.28, + "RARbMath": 30.76, + "SIQA": 1.27, + "SpartQA": 10.94, + "TempReasonL1": 1.93, + "TempReasonL2Fact": 22.68, + "TempReasonL2Pure": 1.12, + "TempReasonL3Fact": 20.62, + "TempReasonL3Pure": 7.8, + "WinoGrande": 47.15 } ] }, "STS": { "spearman": [ { - "Model": "nb-bert-large" + "Model": "contriever" } ] }, "Summarization": { "spearman": [ { - "Model": "nb-bert-large" + "Model": "contriever" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "contriever" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "nb-bert-large" + "Model": "contriever" } ] } }, - "e5-large-v2": { + "text-similarity-babbage-001": { "BitextMining": { "f1": [ { - "Model": "e5-large-v2" + "Model": "text-similarity-babbage-001" } ] }, "Classification": { "accuracy": [ { - "Model": "e5-large-v2" + "Model": "text-similarity-babbage-001" } ] }, "Clustering": { "v_measure": [ { - "Model": "e5-large-v2", - "BiorxivClusteringP2P": 36.72, - "BiorxivClusteringS2S": 35.47, - "MedrxivClusteringP2P": 31.45, - "MedrxivClusteringS2S": 29.91, - "RedditClustering": 55.5, - "RedditClusteringP2P": 63.71, - "StackExchangeClustering": 65.23, - "StackExchangeClusteringP2P": 33.62, - "TwentyNewsgroupsClustering": 48.73 + "Model": "text-similarity-babbage-001", + "RedditClustering": 45.64, + "StackExchangeClustering": 53.01, + "TwentyNewsgroupsClustering": 42.01 } ] }, "PairClassification": { "ap": [ { - "Model": "e5-large-v2" + "Model": "text-similarity-babbage-001", + "SprintDuplicateQuestions": 76.46, + "TwitterSemEval2015": 70.85, + "TwitterURLCorpus": 85.08 } ] }, "Reranking": { "map": [ { - "Model": "e5-large-v2" + "Model": "text-similarity-babbage-001", + "AskUbuntuDupQuestions": 54.68, + "SciDocsRR": 72.78, + "StackOverflowDupQuestions": 40.65 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "e5-large-v2" + "Model": "text-similarity-babbage-001" } ] }, "STS": { "spearman": [ { - "Model": "e5-large-v2" + "Model": "text-similarity-babbage-001", + "BIOSSES": 78.12, + "SICK-R": 77.02, + "STSBenchmark": 84.32 } ] }, "Summarization": { "spearman": [ { - "Model": "e5-large-v2" + "Model": "text-similarity-babbage-001" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "text-similarity-babbage-001" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "e5-large-v2", - "Core17InstructionRetrieval": 0.12, - "News21InstructionRetrieval": 0.87, - "Robust04InstructionRetrieval": -4.16 + "Model": "text-similarity-babbage-001" } ] } }, - "universal-sentence-encoder-multilingual-3": { + "gbert-base": { "BitextMining": { "f1": [ { - "Model": "universal-sentence-encoder-multilingual-3" + "Model": "gbert-base" } ] }, "Classification": { "accuracy": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "AmazonReviewsClassification (fr)": 33.51, - "MTOPDomainClassification (fr)": 85.5, - "MTOPIntentClassification (fr)": 53.98, - "MasakhaNEWSClassification (fra)": 82.06, - "MassiveIntentClassification (fr)": 61.19, - "MassiveScenarioClassification (fr)": 70.22 + "Model": "gbert-base" } ] }, "Clustering": { "v_measure": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "AlloProfClusteringP2P": 56.9, - "AlloProfClusteringS2S": 37.84, - "HALClusteringS2S": 18.95, - "MLSUMClusteringP2P": 43.9, - "MLSUMClusteringS2S": 35.5, - "MasakhaNEWSClusteringP2P (fra)": 60.57, - "MasakhaNEWSClusteringS2S (fra)": 40.31 + "Model": "gbert-base", + "BlurbsClusteringP2P": 35.36, + "BlurbsClusteringS2S": 11.27, + "TenKGnadClusteringP2P": 37.16, + "TenKGnadClusteringS2S": 24.23 } ] }, "PairClassification": { "ap": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "OpusparcusPC (fr)": 91.46, - "PawsXPairClassification (fr)": 52.39 + "Model": "gbert-base" } ] }, "Reranking": { "map": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "AlloprofReranking": 56.23, - "SyntecReranking": 73.85 + "Model": "gbert-base" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "AlloprofRetrieval": 35.27, - "BSARDRetrieval": 0.0, - "MintakaRetrieval (fr)": 26.12, - "SyntecRetrieval": 69.82, - "XPQARetrieval (fr)": 59.59 + "Model": "gbert-base" } ] }, "STS": { "spearman": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "SICKFr": 71.37, - "STS22 (fr)": 77.91, - "STSBenchmarkMultilingualSTS (fr)": 75.48 + "Model": "gbert-base" } ] }, "Summarization": { "spearman": [ { - "Model": "universal-sentence-encoder-multilingual-3", - "SummEvalFr": 28.21 + "Model": "gbert-base" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "gbert-base" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "universal-sentence-encoder-multilingual-3" + "Model": "gbert-base" } ] } }, - "LaBSE-ru-turbo": { + "mistral-7b-instruct-v0.2": { "BitextMining": { "f1": [ { - "Model": "LaBSE-ru-turbo", - "Tatoeba (rus-Cyrl_eng-Latn)": 93.22 + "Model": "mistral-7b-instruct-v0.2" } ] }, "Classification": { "accuracy": [ { - "Model": "LaBSE-ru-turbo", - "GeoreviewClassification (rus-Cyrl)": 46.04, - "HeadlineClassification (rus-Cyrl)": 69.98, - "InappropriatenessClassification (rus-Cyrl)": 61.39, - "KinopoiskClassification (rus-Cyrl)": 53.59, - "MassiveIntentClassification (rus-Cyrl)": 66.08, - "MassiveScenarioClassification (rus-Cyrl)": 71.13, - "RuReviewsClassification (rus-Cyrl)": 64.58, - "RuSciBenchGRNTIClassification (rus-Cyrl)": 56.67, - "RuSciBenchOECDClassification (rus-Cyrl)": 43.58 + "Model": "mistral-7b-instruct-v0.2" } ] }, "Clustering": { "v_measure": [ { - "Model": "LaBSE-ru-turbo", - "GeoreviewClusteringP2P (rus-Cyrl)": 64.55, - "MLSUMClusteringP2P (rus-Cyrl)": 45.7, - "MLSUMClusteringS2S (rus-Cyrl)": 42.93, - "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.64, - "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 44.48 + "Model": "mistral-7b-instruct-v0.2" } ] }, "PairClassification": { "ap": [ { - "Model": "LaBSE-ru-turbo", - "OpusparcusPC (rus-Cyrl)": 89.32, - "TERRa (rus-Cyrl)": 57.81 + "Model": "mistral-7b-instruct-v0.2" } ] }, "Reranking": { "map": [ { - "Model": "LaBSE-ru-turbo", - "RuBQReranking (rus-Cyrl)": 68.65 + "Model": "mistral-7b-instruct-v0.2" } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "LaBSE-ru-turbo", - "RiaNewsRetrieval (rus-Cyrl)": 69.36, - "RuBQRetrieval (rus-Cyrl)": 65.71 + "Model": "mistral-7b-instruct-v0.2" } ] }, "STS": { "spearman": [ { - "Model": "LaBSE-ru-turbo", - "RUParaPhraserSTS (rus-Cyrl)": 72.97, - "RuSTSBenchmarkSTS (rus-Cyrl)": 81.77, - "STS22 (rus-Cyrl)": 62.89, - "STSBenchmarkMultilingualSTS (rus-Cyrl)": 81.81 + "Model": "mistral-7b-instruct-v0.2" } ] }, "Summarization": { "spearman": [ { - "Model": "LaBSE-ru-turbo" + "Model": "mistral-7b-instruct-v0.2" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "mistral-7b-instruct-v0.2" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "LaBSE-ru-turbo" + "Model": "mistral-7b-instruct-v0.2", + "Core17InstructionRetrieval": 13.03, + "News21InstructionRetrieval": 4.81, + "Robust04InstructionRetrieval": 12.61 } ] } }, - "bge-large-zh-noinstruct": { + "bge-small-zh-v1.5": { "BitextMining": { "f1": [ { - "Model": "bge-large-zh-noinstruct" + "Model": "bge-small-zh-v1.5" } ] }, "Classification": { "accuracy": [ { - "Model": "bge-large-zh-noinstruct", - "AmazonReviewsClassification (zh)": 41.94, - "IFlyTek": 45.32, - "JDReview": 85.38, - "MassiveIntentClassification (zh-CN)": 66.96, - "MassiveScenarioClassification (zh-CN)": 73.39, - "MultilingualSentiment": 73.7, - "OnlineShopping": 91.66, - "TNews": 52.05, - "Waimai": 86.83 + "Model": "bge-small-zh-v1.5", + "AmazonReviewsClassification (zh)": 35.91, + "IFlyTek": 45.49, + "JDReview": 80.04, + "MassiveIntentClassification (zh-CN)": 63.95, + "MassiveScenarioClassification (zh-CN)": 70.8, + "MultilingualSentiment": 63.06, + "OnlineShopping": 85.05, + "TNews": 48.15, + "Waimai": 83.18 } ] }, "Clustering": { "v_measure": [ { - "Model": "bge-large-zh-noinstruct", - "CLSClusteringP2P": 41.23, - "CLSClusteringS2S": 40.04, - "ThuNewsClusteringP2P": 62.03, - "ThuNewsClusteringS2S": 56.75 + "Model": "bge-small-zh-v1.5", + "CLSClusteringP2P": 38.14, + "CLSClusteringS2S": 35.14, + "ThuNewsClusteringP2P": 54.22, + "ThuNewsClusteringS2S": 49.22 } ] }, "PairClassification": { "ap": [ { - "Model": "bge-large-zh-noinstruct", - "Cmnli": 82.17, - "Ocnli": 71.37 + "Model": "bge-small-zh-v1.5", + "Cmnli": 76.24, + "Ocnli": 64.57 } ] }, "Reranking": { "map": [ { - "Model": "bge-large-zh-noinstruct", - "CMedQAv1": 81.72, - "CMedQAv2": 84.64, - "MMarcoReranking": 27.1, - "T2Reranking": 66.16 + "Model": "bge-small-zh-v1.5", + "CMedQAv1": 77.4, + "CMedQAv2": 79.86, + "MMarcoReranking": 20.5, + "T2Reranking": 65.9 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bge-large-zh-noinstruct", - "CmedqaRetrieval": 41.03, - "CovidRetrieval": 75.07, - "DuRetrieval": 84.68, - "EcomRetrieval": 65.6, - "MMarcoRetrieval": 81.38, - "MedicalRetrieval": 58.28, - "T2Retrieval": 84.39, - "VideoRetrieval": 73.93 + "Model": "bge-small-zh-v1.5", + "CmedqaRetrieval": 35.11, + "CovidRetrieval": 70.14, + "DuRetrieval": 77.28, + "EcomRetrieval": 55.71, + "MMarcoRetrieval": 63.48, + "MedicalRetrieval": 49.8, + "T2Retrieval": 76.43, + "VideoRetrieval": 66.19 } ] }, "STS": { "spearman": [ { - "Model": "bge-large-zh-noinstruct", - "AFQMC": 43.06, - "ATEC": 48.29, - "BQ": 60.53, - "LCQMC": 74.71, - "PAWSX": 16.64, - "QBQTC": 35.2, - "STS22 (zh)": 67.19, - "STSB": 78.41 + "Model": "bge-small-zh-v1.5", + "AFQMC": 33.42, + "ATEC": 43.01, + "BQ": 55.22, + "LCQMC": 72.19, + "PAWSX": 9.26, + "QBQTC": 35.29, + "STS22 (zh)": 67.72, + "STSB": 76.73 } ] }, "Summarization": { "spearman": [ { - "Model": "bge-large-zh-noinstruct" + "Model": "bge-small-zh-v1.5" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-small-zh-v1.5" } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bge-large-zh-noinstruct" + "Model": "bge-small-zh-v1.5" } ] } }, - "bm25s": { + "bge-m3": { "BitextMining": { "f1": [ { - "Model": "bm25s" + "Model": "bge-m3", + "Tatoeba (rus-Cyrl_eng-Latn)": 93.42 } ] }, "Classification": { "accuracy": [ { - "Model": "bm25s" + "Model": "bge-m3", + "GeoreviewClassification (rus-Cyrl)": 48.27, + "HeadlineClassification (rus-Cyrl)": 70.32, + "InappropriatenessClassification (rus-Cyrl)": 59.87, + "KinopoiskClassification (rus-Cyrl)": 58.23, + "MassiveIntentClassification (rus-Cyrl)": 68.75, + "MassiveScenarioClassification (rus-Cyrl)": 73.42, + "RuReviewsClassification (rus-Cyrl)": 66.91, + "RuSciBenchGRNTIClassification (rus-Cyrl)": 55.81, + "RuSciBenchOECDClassification (rus-Cyrl)": 42.57 } ] }, "Clustering": { "v_measure": [ { - "Model": "bm25s" + "Model": "bge-m3", + "GeoreviewClusteringP2P (rus-Cyrl)": 63.75, + "RuSciBenchGRNTIClusteringP2P (rus-Cyrl)": 50.57, + "RuSciBenchOECDClusteringP2P (rus-Cyrl)": 43.21 } ] }, "PairClassification": { "ap": [ { - "Model": "bm25s" + "Model": "bge-m3", + "OpusparcusPC (rus-Cyrl)": 89.64, + "TERRa (rus-Cyrl)": 60.6 } ] }, "Reranking": { "map": [ { - "Model": "bm25s" + "Model": "bge-m3", + "MIRACLReranking (rus-Cyrl)": 65.38, + "RuBQReranking (rus-Cyrl)": 74.02 } ] }, "Retrieval": { "ndcg_at_10": [ { - "Model": "bm25s", - "ArguAna": 49.28, - "CQADupstackRetrieval": 31.86, - "ClimateFEVER": 13.62, - "DBPedia": 29.91, - "FEVER": 48.09, - "FiQA2018": 25.14, - "HotpotQA": 56.91, - "MSMARCO": 21.89, - "NFCorpus": 32.08, - "NQ": 28.5, - "QuoraRetrieval": 80.42, - "SCIDOCS": 15.78, - "SciFact": 68.7, - "TRECCOVID": 62.31, - "Touche2020": 33.05 + "Model": "bge-m3", + "ARCChallenge": 9.02, + "AlphaNLI": 24.73, + "HellaSwag": 25.67, + "LEMBNarrativeQARetrieval": 45.76, + "LEMBNeedleRetrieval": 40.25, + "LEMBPasskeyRetrieval": 46.0, + "LEMBQMSumRetrieval": 35.54, + "LEMBSummScreenFDRetrieval": 94.09, + "LEMBWikimQARetrieval": 77.73, + "MIRACLRetrieval (rus-Cyrl)": 70.11, + "PIQA": 22.93, + "Quail": 7.51, + "RARbCode": 38.8, + "RARbMath": 69.19, + "RiaNewsRetrieval (rus-Cyrl)": 82.98, + "RuBQRetrieval (rus-Cyrl)": 71.21, + "SIQA": 4.89, + "SpartQA": 7.49, + "TempReasonL1": 0.99, + "TempReasonL2Fact": 33.23, + "TempReasonL2Pure": 0.68, + "TempReasonL3Fact": 30.05, + "TempReasonL3Pure": 5.28, + "WinoGrande": 41.72 } ] }, "STS": { "spearman": [ { - "Model": "bm25s" + "Model": "bge-m3", + "RUParaPhraserSTS (rus-Cyrl)": 74.9, + "RuSTSBenchmarkSTS (rus-Cyrl)": 79.87, + "STS22 (rus-Cyrl)": 66.26, + "STSBenchmarkMultilingualSTS (rus-Cyrl)": 79.27 } ] }, "Summarization": { "spearman": [ { - "Model": "bm25s" + "Model": "bge-m3" + } + ] + }, + "MultilabelClassification": { + "accuracy": [ + { + "Model": "bge-m3", + "CEDRClassification (rus-Cyrl)": 43.47, + "SensitiveTopicsClassification (rus-Cyrl)": 25.03 } ] }, "InstructionRetrieval": { "p-MRR": [ { - "Model": "bm25s" + "Model": "bge-m3" } ] } diff --git a/all_data_tasks/0/default.jsonl b/all_data_tasks/0/default.jsonl index 76e7093fa08cbae86587f5c3ce9ad475cc060bd8..afc224fb9c48b6cd64517260dcaa0590d8262551 100644 --- a/all_data_tasks/0/default.jsonl +++ b/all_data_tasks/0/default.jsonl @@ -205,7 +205,7 @@ {"index":107,"Rank":238,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":84.82,"AmazonPolarityClassification":76.88,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":"","EmotionClassification":41.93,"ImdbClassification":"","MassiveIntentClassification (en)":65.91,"MassiveScenarioClassification (en)":67.62,"MTOPDomainClassification (en)":87.95,"MTOPIntentClassification (en)":78.43,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":56.28} {"index":108,"Rank":239,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":74.78,"AmazonPolarityClassification":71.89,"AmazonReviewsClassification (en)":36.7,"Banking77Classification":81.37,"EmotionClassification":42.6,"ImdbClassification":63.96,"MassiveIntentClassification (en)":68.56,"MassiveScenarioClassification (en)":74.15,"MTOPDomainClassification (en)":90.19,"MTOPIntentClassification (en)":69.5,"ToxicConversationsClassification":69.85,"TweetSentimentExtractionClassification":""} {"index":112,"Rank":240,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} -{"index":121,"Rank":243,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":62.97,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":48.48,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":72.55,"MTOPDomainClassification (en)":90.15,"MTOPIntentClassification (en)":57.92,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} +{"index":121,"Rank":243,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":67.79,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":48.48,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":72.55,"MTOPDomainClassification (en)":90.15,"MTOPIntentClassification (en)":57.92,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} {"index":140,"Rank":248,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonCounterfactualClassification (en)":61.46,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.3,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":67.94,"MassiveScenarioClassification (en)":73.91,"MTOPDomainClassification (en)":91.97,"MTOPIntentClassification (en)":63.3,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} {"index":142,"Rank":249,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":65.43,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} {"index":212,"Rank":272,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":29.13,"Banking77Classification":80.25,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} diff --git a/all_data_tasks/33/default.jsonl b/all_data_tasks/33/default.jsonl index 346574ffc075324f912aac6963c0502e7c699ab1..7dc310344150232bb0ea8382a118fb9520db31fe 100644 --- a/all_data_tasks/33/default.jsonl +++ b/all_data_tasks/33/default.jsonl @@ -1,25 +1,25 @@ -{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":64.57,"GeoreviewClassification (rus-Cyrl)":50.25,"HeadlineClassification (rus-Cyrl)":85.68,"InappropriatenessClassification (rus-Cyrl)":67.19,"KinopoiskClassification (rus-Cyrl)":65.49,"RuReviewsClassification (rus-Cyrl)":67.68,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.59,"RuSciBenchOECDClassification (rus-Cyrl)":51.13} -{"index":4,"Rank":2,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":60.84,"GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33} -{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2} -{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91} -{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28} -{"index":0,"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":57.43,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57} -{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":56.55,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58} -{"index":14,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.19,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69} -{"index":5,"Rank":9,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.44,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8} -{"index":6,"Rank":10,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.21,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04} -{"index":16,"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.09,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72} -{"index":12,"Rank":12,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":54.23,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34} -{"index":22,"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.11,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14} -{"index":24,"Rank":14,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":53.46,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79} -{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":52.73,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36} -{"index":17,"Rank":16,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":52.35,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48} -{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":52.16,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65} -{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.49,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11} -{"index":21,"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.38,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41} -{"index":9,"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.37,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48} -{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":50.66,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13} -{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":42.68,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51} -{"index":20,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.53,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62} -{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.67,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3} -{"index":18,"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.33,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31} +{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":67.52,"GeoreviewClassification (rus-Cyrl)":50.25,"HeadlineClassification (rus-Cyrl)":85.68,"InappropriatenessClassification (rus-Cyrl)":67.19,"KinopoiskClassification (rus-Cyrl)":65.49,"RuReviewsClassification (rus-Cyrl)":67.68,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.59,"RuSciBenchOECDClassification (rus-Cyrl)":51.13,"MassiveIntentClassification (rus-Cyrl)":76.08,"MassiveScenarioClassification (rus-Cyrl)":79.61} +{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":61.92,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2,"MassiveIntentClassification (rus-Cyrl)":68.85,"MassiveScenarioClassification (rus-Cyrl)":72.9} +{"index":15,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":61.01,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91,"MassiveIntentClassification (rus-Cyrl)":65.76,"MassiveScenarioClassification (rus-Cyrl)":70.85} +{"index":0,"Rank":4,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":60.46,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57,"MassiveIntentClassification (rus-Cyrl)":68.75,"MassiveScenarioClassification (rus-Cyrl)":73.42} +{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":59.88,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28,"MassiveIntentClassification (rus-Cyrl)":65.57,"MassiveScenarioClassification (rus-Cyrl)":68.33} +{"index":23,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":59.23,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58,"MassiveIntentClassification (rus-Cyrl)":66.08,"MassiveScenarioClassification (rus-Cyrl)":71.13} +{"index":14,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":58.26,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69,"MassiveIntentClassification (rus-Cyrl)":62.78,"MassiveScenarioClassification (rus-Cyrl)":68.21} +{"index":5,"Rank":8,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.52,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8,"MassiveIntentClassification (rus-Cyrl)":61.42,"MassiveScenarioClassification (rus-Cyrl)":68.13} +{"index":6,"Rank":9,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.24,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04,"MassiveIntentClassification (rus-Cyrl)":61.09,"MassiveScenarioClassification (rus-Cyrl)":67.6} +{"index":22,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.88,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14,"MassiveIntentClassification (rus-Cyrl)":63.23,"MassiveScenarioClassification (rus-Cyrl)":69.92} +{"index":16,"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.44,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72,"MassiveIntentClassification (rus-Cyrl)":58.43,"MassiveScenarioClassification (rus-Cyrl)":63.89} +{"index":12,"Rank":12,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.18,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34,"MassiveIntentClassification (rus-Cyrl)":61.32,"MassiveScenarioClassification (rus-Cyrl)":64.71} +{"index":1,"Rank":13,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":55.15,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65,"MassiveIntentClassification (rus-Cyrl)":63.12,"MassiveScenarioClassification (rus-Cyrl)":68.08} +{"index":24,"Rank":14,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":55.01,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79,"MassiveIntentClassification (rus-Cyrl)":57.98,"MassiveScenarioClassification (rus-Cyrl)":62.9} +{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":54.98,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36,"MassiveIntentClassification (rus-Cyrl)":60.53,"MassiveScenarioClassification (rus-Cyrl)":65.15} +{"index":17,"Rank":16,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":54.7,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48,"MassiveIntentClassification (rus-Cyrl)":60.64,"MassiveScenarioClassification (rus-Cyrl)":65.23} +{"index":21,"Rank":17,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.77,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41,"MassiveIntentClassification (rus-Cyrl)":59.06,"MassiveScenarioClassification (rus-Cyrl)":65.25} +{"index":9,"Rank":18,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":52.17,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48,"MassiveIntentClassification (rus-Cyrl)":50.83,"MassiveScenarioClassification (rus-Cyrl)":59.15} +{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.6,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13,"MassiveIntentClassification (rus-Cyrl)":53.02,"MassiveScenarioClassification (rus-Cyrl)":56.79} +{"index":3,"Rank":20,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.27,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11,"MassiveIntentClassification (rus-Cyrl)":49.1,"MassiveScenarioClassification (rus-Cyrl)":51.91} +{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":44.55,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51,"MassiveIntentClassification (rus-Cyrl)":50.1,"MassiveScenarioClassification (rus-Cyrl)":52.15} +{"index":20,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":28.82,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62,"MassiveIntentClassification (rus-Cyrl)":23.98,"MassiveScenarioClassification (rus-Cyrl)":28.71} +{"index":19,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.75,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3,"MassiveIntentClassification (rus-Cyrl)":27.58,"MassiveScenarioClassification (rus-Cyrl)":30.46} +{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.15,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31,"MassiveIntentClassification (rus-Cyrl)":26.29,"MassiveScenarioClassification (rus-Cyrl)":28.77} +{"index":4,"Rank":25,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33,"MassiveIntentClassification (rus-Cyrl)":"","MassiveScenarioClassification (rus-Cyrl)":""} diff --git a/all_data_tasks/34/default.jsonl b/all_data_tasks/34/default.jsonl index 639ccd83dc5ddfac5549c8f21a8d3b2614186cda..215b1424011c3b76cb70dcb565fae6d28a81c201 100644 --- a/all_data_tasks/34/default.jsonl +++ b/all_data_tasks/34/default.jsonl @@ -11,8 +11,8 @@ {"index":14,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.78} {"index":24,"Rank":12,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44} {"index":22,"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9} -{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97} -{"index":21,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68} +{"index":21,"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68} +{"index":17,"Rank":15,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97} {"index":7,"Rank":16,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16} {"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28} {"index":12,"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31} diff --git a/all_data_tasks/36/default.jsonl b/all_data_tasks/36/default.jsonl index 94b26645ae88603d8786540ad94907d69e1570f6..11bca3023892126f3f107fe108c1fa324f7d3ed2 100644 --- a/all_data_tasks/36/default.jsonl +++ b/all_data_tasks/36/default.jsonl @@ -1,25 +1,25 @@ -{"index":15,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.58} -{"index":13,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"RuBQReranking (rus-Cyrl)":74.61} -{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"RuBQReranking (rus-Cyrl)":74.02} -{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08} -{"index":14,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01} -{"index":16,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":71.46} -{"index":4,"Rank":7,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"RuBQReranking (rus-Cyrl)":70.87} -{"index":23,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65} -{"index":10,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42} -{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15} -{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":58.77} -{"index":5,"Rank":12,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":56.13} -{"index":17,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"RuBQReranking (rus-Cyrl)":55.13} -{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83} -{"index":21,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8} -{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81} -{"index":9,"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09} -{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58} -{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65} -{"index":3,"Rank":20,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89} -{"index":18,"Rank":21,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51} -{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44} -{"index":12,"Rank":23,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":34.01} -{"index":20,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"RuBQReranking (rus-Cyrl)":30.96} -{"index":19,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"RuBQReranking (rus-Cyrl)":27.05} +{"index":0,"Rank":1,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":69.7,"RuBQReranking (rus-Cyrl)":74.02,"MIRACLReranking (rus-Cyrl)":65.38} +{"index":15,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.64,"RuBQReranking (rus-Cyrl)":75.58,"MIRACLReranking (rus-Cyrl)":63.71} +{"index":14,"Rank":3,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.24,"RuBQReranking (rus-Cyrl)":72.01,"MIRACLReranking (rus-Cyrl)":60.47} +{"index":16,"Rank":4,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.29,"RuBQReranking (rus-Cyrl)":71.46,"MIRACLReranking (rus-Cyrl)":59.12} +{"index":5,"Rank":5,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":40.56,"RuBQReranking (rus-Cyrl)":56.13,"MIRACLReranking (rus-Cyrl)":24.99} +{"index":6,"Rank":6,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":32.8,"RuBQReranking (rus-Cyrl)":46.81,"MIRACLReranking (rus-Cyrl)":18.8} +{"index":9,"Rank":7,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":30.95,"RuBQReranking (rus-Cyrl)":46.09,"MIRACLReranking (rus-Cyrl)":15.81} +{"index":1,"Rank":8,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","RuBQReranking (rus-Cyrl)":42.58,"MIRACLReranking (rus-Cyrl)":""} +{"index":2,"Rank":9,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","RuBQReranking (rus-Cyrl)":41.65,"MIRACLReranking (rus-Cyrl)":""} +{"index":3,"Rank":10,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","RuBQReranking (rus-Cyrl)":39.89,"MIRACLReranking (rus-Cyrl)":""} +{"index":4,"Rank":11,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RuBQReranking (rus-Cyrl)":70.87,"MIRACLReranking (rus-Cyrl)":""} +{"index":7,"Rank":12,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","RuBQReranking (rus-Cyrl)":54.83,"MIRACLReranking (rus-Cyrl)":""} +{"index":8,"Rank":13,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","RuBQReranking (rus-Cyrl)":35.44,"MIRACLReranking (rus-Cyrl)":""} +{"index":10,"Rank":14,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RuBQReranking (rus-Cyrl)":64.42,"MIRACLReranking (rus-Cyrl)":""} +{"index":11,"Rank":15,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","RuBQReranking (rus-Cyrl)":73.08,"MIRACLReranking (rus-Cyrl)":""} +{"index":12,"Rank":16,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RuBQReranking (rus-Cyrl)":34.01,"MIRACLReranking (rus-Cyrl)":""} +{"index":13,"Rank":17,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","RuBQReranking (rus-Cyrl)":74.61,"MIRACLReranking (rus-Cyrl)":""} +{"index":17,"Rank":18,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","RuBQReranking (rus-Cyrl)":55.13,"MIRACLReranking (rus-Cyrl)":""} +{"index":18,"Rank":19,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RuBQReranking (rus-Cyrl)":38.51,"MIRACLReranking (rus-Cyrl)":""} +{"index":19,"Rank":20,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","RuBQReranking (rus-Cyrl)":27.05,"MIRACLReranking (rus-Cyrl)":""} +{"index":20,"Rank":21,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RuBQReranking (rus-Cyrl)":30.96,"MIRACLReranking (rus-Cyrl)":""} +{"index":21,"Rank":22,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","RuBQReranking (rus-Cyrl)":52.8,"MIRACLReranking (rus-Cyrl)":""} +{"index":22,"Rank":23,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","RuBQReranking (rus-Cyrl)":58.77,"MIRACLReranking (rus-Cyrl)":""} +{"index":23,"Rank":24,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","RuBQReranking (rus-Cyrl)":68.65,"MIRACLReranking (rus-Cyrl)":""} +{"index":24,"Rank":25,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","RuBQReranking (rus-Cyrl)":62.15,"MIRACLReranking (rus-Cyrl)":""} diff --git a/all_data_tasks/37/default.jsonl b/all_data_tasks/37/default.jsonl index d175d7f27f48e60cc35a62157c26d2d8e9c3a16a..f317b880eb804efe197d9065ce2f3655cd62ed9c 100644 --- a/all_data_tasks/37/default.jsonl +++ b/all_data_tasks/37/default.jsonl @@ -1,25 +1,25 @@ -{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.96,"RiaNewsRetrieval (rus-Cyrl)":81.94,"RuBQRetrieval (rus-Cyrl)":73.98} -{"index":15,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11} -{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21} -{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03} -{"index":4,"Rank":5,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":72.82,"RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77} -{"index":14,"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58} -{"index":16,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.27,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53} -{"index":23,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71} -{"index":10,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86} -{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73} -{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04} -{"index":21,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7} -{"index":17,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02} -{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03} -{"index":5,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8} -{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87} -{"index":6,"Rank":17,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45} -{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63} -{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52} -{"index":12,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15} -{"index":1,"Rank":21,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6} -{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":2.02,"RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24} -{"index":19,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64} -{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84} -{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75} +{"index":0,"Rank":1,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":74.77,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21,"MIRACLRetrieval (rus-Cyrl)":70.11} +{"index":15,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":74.04,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11,"MIRACLRetrieval (rus-Cyrl)":67.33} +{"index":14,"Rank":3,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.14,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58,"MIRACLRetrieval (rus-Cyrl)":61.6} +{"index":16,"Rank":4,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.85,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53,"MIRACLRetrieval (rus-Cyrl)":59.01} +{"index":5,"Rank":5,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":19.13,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8,"MIRACLRetrieval (rus-Cyrl)":6.2} +{"index":9,"Rank":6,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":8.89,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87,"MIRACLRetrieval (rus-Cyrl)":1.89} +{"index":6,"Rank":7,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":8.51,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45,"MIRACLRetrieval (rus-Cyrl)":1.98} +{"index":19,"Rank":8,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.23,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64,"MIRACLRetrieval (rus-Cyrl)":0.39} +{"index":1,"Rank":9,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":2,"Rank":10,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":3,"Rank":11,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":4,"Rank":12,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":8,"Rank":14,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":10,"Rank":15,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":11,"Rank":16,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":12,"Rank":17,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":13,"Rank":18,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","RiaNewsRetrieval (rus-Cyrl)":81.94,"RuBQRetrieval (rus-Cyrl)":73.98,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":17,"Rank":19,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":18,"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":20,"Rank":21,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":21,"Rank":22,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":22,"Rank":23,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":23,"Rank":24,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":24,"Rank":25,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73,"MIRACLRetrieval (rus-Cyrl)":""} diff --git a/all_data_tasks/38/default.jsonl b/all_data_tasks/38/default.jsonl index dcf6aaa1f46c1df70e63da7188351aef04f4bf31..2a7e044b28007213f0bb5bc5b0200bc087ba67cc 100644 --- a/all_data_tasks/38/default.jsonl +++ b/all_data_tasks/38/default.jsonl @@ -1,25 +1,25 @@ -{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.15,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13} -{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":79.85,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35} -{"index":10,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":77.91,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26} -{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.48,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15} -{"index":4,"Rank":5,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":77.42,"RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69} -{"index":0,"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.39,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87} -{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":77.37,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77} -{"index":24,"Rank":8,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":75.32,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48} -{"index":14,"Rank":9,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.9,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64} -{"index":16,"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.27,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08} -{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.1,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46} -{"index":21,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":70.71,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55} -{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":69.6,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32} -{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":69.54,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34} -{"index":5,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":68.19,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22} -{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":67.28,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43} -{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":66.13,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03} -{"index":6,"Rank":18,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":60.44,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82} -{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":58.36,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72} -{"index":12,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.25,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47} -{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":55.78,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16} -{"index":2,"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.84,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95} -{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.9,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33} -{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":49.74,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56} -{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.92,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68} +{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":75.38,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35,"STS22 (rus-Cyrl)":66.42} +{"index":0,"Rank":2,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":73.68,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87,"STS22 (rus-Cyrl)":66.26} +{"index":10,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":73.07,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26,"STS22 (rus-Cyrl)":63.39} +{"index":23,"Rank":4,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":72.54,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77,"STS22 (rus-Cyrl)":62.89} +{"index":15,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.62,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15,"STS22 (rus-Cyrl)":59.89} +{"index":24,"Rank":6,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":70.23,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48,"STS22 (rus-Cyrl)":60.06} +{"index":14,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":70.16,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64,"STS22 (rus-Cyrl)":60.67} +{"index":16,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.48,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08,"STS22 (rus-Cyrl)":59.9} +{"index":22,"Rank":9,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":68.98,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46,"STS22 (rus-Cyrl)":58.74} +{"index":21,"Rank":10,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":66.17,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55,"STS22 (rus-Cyrl)":57.08} +{"index":7,"Rank":11,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":65.91,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32,"STS22 (rus-Cyrl)":58.53} +{"index":17,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":65.52,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34,"STS22 (rus-Cyrl)":57.49} +{"index":5,"Rank":13,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":64.4,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22,"STS22 (rus-Cyrl)":56.82} +{"index":9,"Rank":14,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":61.6,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43,"STS22 (rus-Cyrl)":50.23} +{"index":3,"Rank":15,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":61.18,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03,"STS22 (rus-Cyrl)":51.27} +{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.21,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82,"STS22 (rus-Cyrl)":50.75} +{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":56.2,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72,"STS22 (rus-Cyrl)":51.87} +{"index":12,"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.39,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47,"STS22 (rus-Cyrl)":47.67} +{"index":8,"Rank":19,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":53.15,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16,"STS22 (rus-Cyrl)":47.88} +{"index":2,"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":46.22,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95,"STS22 (rus-Cyrl)":34.98} +{"index":19,"Rank":21,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":38.07,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56,"STS22 (rus-Cyrl)":14.72} +{"index":20,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":37.89,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68,"STS22 (rus-Cyrl)":15.83} +{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":37.66,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33,"STS22 (rus-Cyrl)":11.19} +{"index":4,"Rank":24,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69,"STS22 (rus-Cyrl)":""} +{"index":13,"Rank":25,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13,"STS22 (rus-Cyrl)":""} diff --git a/all_data_tasks/39/default.jsonl b/all_data_tasks/39/default.jsonl index 8cce9fa388b252e2822a8f84bba8321d20dfdbbc..1b9fdd8b44a1b6505710a548b5391a8770332ef9 100644 --- a/all_data_tasks/39/default.jsonl +++ b/all_data_tasks/39/default.jsonl @@ -1,52 +1,25 @@ -{"index":15,"Rank":1,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97} -{"index":14,"Rank":2,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25} -{"index":26,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44} -{"index":32,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19} -{"index":25,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32} -{"index":33,"Rank":6,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79} -{"index":28,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06} -{"index":19,"Rank":8,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95} -{"index":50,"Rank":9,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99} -{"index":20,"Rank":10,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18} -{"index":51,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33} -{"index":21,"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18} -{"index":22,"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13} -{"index":8,"Rank":14,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34} -{"index":24,"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03} -{"index":6,"Rank":16,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63} -{"index":36,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17} -{"index":31,"Rank":18,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28} -{"index":7,"Rank":19,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41} -{"index":0,"Rank":20,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":1,"Rank":21,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":2,"Rank":22,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.89,"MassiveScenarioClassification (nb)":44.27,"NoRecClassification":43.53,"NordicLangClassification":"","NorwegianParliament":54.9,"ScalaNbClassification":""} -{"index":3,"Rank":23,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":28.65,"MassiveScenarioClassification (nb)":35.24,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":4,"Rank":24,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":5,"Rank":25,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""} -{"index":9,"Rank":26,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":10,"Rank":27,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":11,"Rank":28,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":12,"Rank":29,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":13,"Rank":30,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.48,"MassiveScenarioClassification (nb)":40.47,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":16,"Rank":31,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":17,"Rank":32,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":18,"Rank":33,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","MassiveIntentClassification (nb)":38.18,"MassiveScenarioClassification (nb)":43.39,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":23,"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":27,"Rank":35,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":29,"Rank":36,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":30,"Rank":37,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":34,"Rank":38,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":35,"Rank":39,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":37,"Rank":40,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":38,"Rank":41,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":39,"Rank":42,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":40,"Rank":43,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":41,"Rank":44,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":42,"Rank":45,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":43,"Rank":46,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":44,"Rank":47,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":45,"Rank":48,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":46,"Rank":49,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":47,"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":48,"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} -{"index":49,"Rank":52,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":4,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":38.88,"CEDRClassification (rus-Cyrl)":44.69,"SensitiveTopicsClassification (rus-Cyrl)":33.07} +{"index":10,"Rank":2,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":36.98,"CEDRClassification (rus-Cyrl)":46.47,"SensitiveTopicsClassification (rus-Cyrl)":27.5} +{"index":23,"Rank":3,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":36.32,"CEDRClassification (rus-Cyrl)":45.11,"SensitiveTopicsClassification (rus-Cyrl)":27.52} +{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":36.01,"CEDRClassification (rus-Cyrl)":44.84,"SensitiveTopicsClassification (rus-Cyrl)":27.17} +{"index":11,"Rank":5,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":35.88,"CEDRClassification (rus-Cyrl)":45.48,"SensitiveTopicsClassification (rus-Cyrl)":26.29} +{"index":0,"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":34.25,"CEDRClassification (rus-Cyrl)":43.47,"SensitiveTopicsClassification (rus-Cyrl)":25.03} +{"index":14,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":33.65,"CEDRClassification (rus-Cyrl)":42.32,"SensitiveTopicsClassification (rus-Cyrl)":24.98} +{"index":13,"Rank":8,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":33.37,"CEDRClassification (rus-Cyrl)":40.8,"SensitiveTopicsClassification (rus-Cyrl)":25.94} +{"index":22,"Rank":9,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":32.9,"CEDRClassification (rus-Cyrl)":39.98,"SensitiveTopicsClassification (rus-Cyrl)":25.83} +{"index":5,"Rank":10,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":32.64,"CEDRClassification (rus-Cyrl)":36.81,"SensitiveTopicsClassification (rus-Cyrl)":28.47} +{"index":16,"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.99,"CEDRClassification (rus-Cyrl)":40.07,"SensitiveTopicsClassification (rus-Cyrl)":23.91} +{"index":6,"Rank":12,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":31.9,"CEDRClassification (rus-Cyrl)":35.84,"SensitiveTopicsClassification (rus-Cyrl)":27.97} +{"index":24,"Rank":13,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":31.7,"CEDRClassification (rus-Cyrl)":38.95,"SensitiveTopicsClassification (rus-Cyrl)":24.44} +{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":31.42,"CEDRClassification (rus-Cyrl)":40.61,"SensitiveTopicsClassification (rus-Cyrl)":22.23} +{"index":21,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.3,"CEDRClassification (rus-Cyrl)":37.76,"SensitiveTopicsClassification (rus-Cyrl)":24.84} +{"index":7,"Rank":16,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.27,"CEDRClassification (rus-Cyrl)":40.75,"SensitiveTopicsClassification (rus-Cyrl)":21.79} +{"index":9,"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":29.44,"CEDRClassification (rus-Cyrl)":36.87,"SensitiveTopicsClassification (rus-Cyrl)":22.02} +{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":29.32,"CEDRClassification (rus-Cyrl)":36.19,"SensitiveTopicsClassification (rus-Cyrl)":22.45} +{"index":12,"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":28.9,"CEDRClassification (rus-Cyrl)":34.14,"SensitiveTopicsClassification (rus-Cyrl)":23.67} +{"index":8,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":27.96,"CEDRClassification (rus-Cyrl)":37.39,"SensitiveTopicsClassification (rus-Cyrl)":18.54} +{"index":3,"Rank":21,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.8,"CEDRClassification (rus-Cyrl)":35.55,"SensitiveTopicsClassification (rus-Cyrl)":20.05} +{"index":20,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":26.9,"CEDRClassification (rus-Cyrl)":35.98,"SensitiveTopicsClassification (rus-Cyrl)":17.83} +{"index":2,"Rank":23,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":26.2,"CEDRClassification (rus-Cyrl)":33.59,"SensitiveTopicsClassification (rus-Cyrl)":18.8} +{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":25.96,"CEDRClassification (rus-Cyrl)":33.86,"SensitiveTopicsClassification (rus-Cyrl)":18.05} +{"index":19,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":25.27,"CEDRClassification (rus-Cyrl)":32.72,"SensitiveTopicsClassification (rus-Cyrl)":17.82} diff --git a/all_data_tasks/40/default.jsonl b/all_data_tasks/40/default.jsonl index 58eba42543543dd20857eb5b82bf7bcafac3b11c..8cce9fa388b252e2822a8f84bba8321d20dfdbbc 100644 --- a/all_data_tasks/40/default.jsonl +++ b/all_data_tasks/40/default.jsonl @@ -1,141 +1,52 @@ -{"index":38,"Rank":1,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46} -{"index":82,"Rank":2,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46} -{"index":127,"Rank":3,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81} -{"index":37,"Rank":4,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81} -{"index":81,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.48,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.91,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":86.41,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":59.43,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81} -{"index":79,"Rank":6,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":66.64,"AmazonCounterfactualClassification (de)":74.05,"AmazonCounterfactualClassification (ja)":77.22,"AmazonReviewsClassification (de)":53.26,"AmazonReviewsClassification (es)":50.33,"AmazonReviewsClassification (fr)":36.71,"AmazonReviewsClassification (ja)":48.69,"AmazonReviewsClassification (zh)":46.24,"MTOPDomainClassification (de)":92.98,"MTOPDomainClassification (es)":93.37,"MTOPDomainClassification (fr)":74.8,"MTOPDomainClassification (hi)":88.81,"MTOPDomainClassification (th)":85.52,"MTOPIntentClassification (de)":77.77,"MTOPIntentClassification (es)":79.94,"MTOPIntentClassification (fr)":53.97,"MTOPIntentClassification (hi)":72.91,"MTOPIntentClassification (th)":73.24,"MassiveIntentClassification (af)":66.48,"MassiveIntentClassification (am)":44.29,"MassiveIntentClassification (ar)":63.17,"MassiveIntentClassification (az)":64.23,"MassiveIntentClassification (bn)":64.94,"MassiveIntentClassification (cy)":55.48,"MassiveIntentClassification (de)":74.09,"MassiveIntentClassification (el)":68.31,"MassiveIntentClassification (es)":75.09,"MassiveIntentClassification (fa)":72.21,"MassiveIntentClassification (fi)":68.74,"MassiveIntentClassification (fr)":46.39,"MassiveIntentClassification (he)":66.22,"MassiveIntentClassification (hi)":69.45,"MassiveIntentClassification (hu)":69.41,"MassiveIntentClassification (hy)":56.92,"MassiveIntentClassification (id)":72.71,"MassiveIntentClassification (is)":59.91,"MassiveIntentClassification (it)":75.25,"MassiveIntentClassification (ja)":76.36,"MassiveIntentClassification (jv)":57.92,"MassiveIntentClassification (ka)":52.55,"MassiveIntentClassification (km)":46.45,"MassiveIntentClassification (kn)":53.96,"MassiveIntentClassification (ko)":74.21,"MassiveIntentClassification (lv)":59.23,"MassiveIntentClassification (ml)":51.45,"MassiveIntentClassification (mn)":51.38,"MassiveIntentClassification (ms)":69.85,"MassiveIntentClassification (my)":49.15,"MassiveIntentClassification (nl)":74.83,"MassiveIntentClassification (pt)":75.27,"MassiveIntentClassification (ro)":69.63,"MassiveIntentClassification (ru)":76.63,"MassiveIntentClassification (sl)":67.15,"MassiveIntentClassification (sq)":58.84,"MassiveIntentClassification (sw)":57.37,"MassiveIntentClassification (ta)":53.15,"MassiveIntentClassification (te)":51.51,"MassiveIntentClassification (th)":66.91,"MassiveIntentClassification (tl)":68.73,"MassiveIntentClassification (tr)":72.07,"MassiveIntentClassification (ur)":62.09,"MassiveIntentClassification (vi)":71.17,"MassiveIntentClassification (zh-TW)":71.14,"MassiveScenarioClassification (af)":73.37,"MassiveScenarioClassification (am)":47.21,"MassiveScenarioClassification (ar)":69.84,"MassiveScenarioClassification (az)":67.0,"MassiveScenarioClassification (bn)":68.05,"MassiveScenarioClassification (cy)":61.88,"MassiveScenarioClassification (de)":79.03,"MassiveScenarioClassification (el)":72.97,"MassiveScenarioClassification (es)":78.84,"MassiveScenarioClassification (fa)":76.74,"MassiveScenarioClassification (fi)":71.22,"MassiveScenarioClassification (fr)":53.86,"MassiveScenarioClassification (he)":69.64,"MassiveScenarioClassification (hi)":73.51,"MassiveScenarioClassification (hu)":74.06,"MassiveScenarioClassification (hy)":59.55,"MassiveScenarioClassification (id)":77.41,"MassiveScenarioClassification (is)":66.58,"MassiveScenarioClassification (it)":78.39,"MassiveScenarioClassification (ja)":79.62,"MassiveScenarioClassification (jv)":64.29,"MassiveScenarioClassification (ka)":57.52,"MassiveScenarioClassification (km)":52.42,"MassiveScenarioClassification (kn)":58.55,"MassiveScenarioClassification (ko)":78.89,"MassiveScenarioClassification (lv)":63.5,"MassiveScenarioClassification (ml)":54.03,"MassiveScenarioClassification (mn)":54.24,"MassiveScenarioClassification (ms)":75.53,"MassiveScenarioClassification (my)":52.19,"MassiveScenarioClassification (nl)":78.48,"MassiveScenarioClassification (pt)":77.96,"MassiveScenarioClassification (ro)":73.19,"MassiveScenarioClassification (ru)":80.52,"MassiveScenarioClassification (sl)":73.66,"MassiveScenarioClassification (sq)":64.03,"MassiveScenarioClassification (sw)":64.66,"MassiveScenarioClassification (ta)":57.76,"MassiveScenarioClassification (te)":57.27,"MassiveScenarioClassification (th)":72.46,"MassiveScenarioClassification (tl)":73.71,"MassiveScenarioClassification (tr)":75.04,"MassiveScenarioClassification (ur)":67.05,"MassiveScenarioClassification (vi)":75.52,"MassiveScenarioClassification (zh-TW)":76.87} -{"index":80,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":64.32,"AmazonCounterfactualClassification (de)":71.72,"AmazonCounterfactualClassification (ja)":73.33,"AmazonReviewsClassification (de)":41.83,"AmazonReviewsClassification (es)":40.53,"AmazonReviewsClassification (fr)":40.94,"AmazonReviewsClassification (ja)":37.44,"AmazonReviewsClassification (zh)":37.23,"MTOPDomainClassification (de)":89.63,"MTOPDomainClassification (es)":90.59,"MTOPDomainClassification (fr)":84.79,"MTOPDomainClassification (hi)":87.32,"MTOPDomainClassification (th)":86.24,"MTOPIntentClassification (de)":71.23,"MTOPIntentClassification (es)":71.27,"MTOPIntentClassification (fr)":55.51,"MTOPIntentClassification (hi)":69.24,"MTOPIntentClassification (th)":71.71,"MassiveIntentClassification (af)":59.98,"MassiveIntentClassification (am)":53.66,"MassiveIntentClassification (ar)":57.46,"MassiveIntentClassification (az)":62.59,"MassiveIntentClassification (bn)":61.13,"MassiveIntentClassification (cy)":50.06,"MassiveIntentClassification (de)":66.09,"MassiveIntentClassification (el)":64.68,"MassiveIntentClassification (es)":68.4,"MassiveIntentClassification (fa)":67.25,"MassiveIntentClassification (fi)":65.78,"MassiveIntentClassification (fr)":67.95,"MassiveIntentClassification (he)":62.05,"MassiveIntentClassification (hi)":64.95,"MassiveIntentClassification (hu)":64.97,"MassiveIntentClassification (hy)":60.08,"MassiveIntentClassification (id)":66.64,"MassiveIntentClassification (is)":56.39,"MassiveIntentClassification (it)":68.93,"MassiveIntentClassification (ja)":68.94,"MassiveIntentClassification (jv)":54.26,"MassiveIntentClassification (ka)":48.99,"MassiveIntentClassification (km)":44.69,"MassiveIntentClassification (kn)":59.19,"MassiveIntentClassification (ko)":66.34,"MassiveIntentClassification (lv)":60.34,"MassiveIntentClassification (ml)":63.09,"MassiveIntentClassification (mn)":58.76,"MassiveIntentClassification (ms)":62.48,"MassiveIntentClassification (my)":58.56,"MassiveIntentClassification (nl)":67.3,"MassiveIntentClassification (pt)":68.98,"MassiveIntentClassification (ro)":65.54,"MassiveIntentClassification (ru)":69.02,"MassiveIntentClassification (sl)":62.35,"MassiveIntentClassification (sq)":61.23,"MassiveIntentClassification (sw)":56.0,"MassiveIntentClassification (ta)":58.71,"MassiveIntentClassification (te)":59.72,"MassiveIntentClassification (th)":65.6,"MassiveIntentClassification (tl)":60.86,"MassiveIntentClassification (tr)":67.41,"MassiveIntentClassification (ur)":61.52,"MassiveIntentClassification (vi)":66.17,"MassiveIntentClassification (zh-TW)":64.65,"MassiveScenarioClassification (af)":65.09,"MassiveScenarioClassification (am)":58.52,"MassiveScenarioClassification (ar)":62.24,"MassiveScenarioClassification (az)":63.75,"MassiveScenarioClassification (bn)":65.0,"MassiveScenarioClassification (cy)":52.84,"MassiveScenarioClassification (de)":71.95,"MassiveScenarioClassification (el)":70.18,"MassiveScenarioClassification (es)":71.5,"MassiveScenarioClassification (fa)":70.25,"MassiveScenarioClassification (fi)":69.13,"MassiveScenarioClassification (fr)":71.89,"MassiveScenarioClassification (he)":67.44,"MassiveScenarioClassification (hi)":69.16,"MassiveScenarioClassification (hu)":70.75,"MassiveScenarioClassification (hy)":63.14,"MassiveScenarioClassification (id)":70.7,"MassiveScenarioClassification (is)":60.94,"MassiveScenarioClassification (it)":72.32,"MassiveScenarioClassification (ja)":74.65,"MassiveScenarioClassification (jv)":59.69,"MassiveScenarioClassification (ka)":54.37,"MassiveScenarioClassification (km)":48.31,"MassiveScenarioClassification (kn)":62.15,"MassiveScenarioClassification (ko)":72.45,"MassiveScenarioClassification (lv)":62.81,"MassiveScenarioClassification (ml)":68.04,"MassiveScenarioClassification (mn)":61.44,"MassiveScenarioClassification (ms)":66.9,"MassiveScenarioClassification (my)":61.64,"MassiveScenarioClassification (nl)":72.11,"MassiveScenarioClassification (pt)":70.83,"MassiveScenarioClassification (ro)":69.19,"MassiveScenarioClassification (ru)":72.99,"MassiveScenarioClassification (sl)":65.26,"MassiveScenarioClassification (sq)":66.49,"MassiveScenarioClassification (sw)":59.89,"MassiveScenarioClassification (ta)":62.38,"MassiveScenarioClassification (te)":62.59,"MassiveScenarioClassification (th)":71.61,"MassiveScenarioClassification (tl)":62.74,"MassiveScenarioClassification (tr)":71.67,"MassiveScenarioClassification (ur)":64.64,"MassiveScenarioClassification (vi)":70.01,"MassiveScenarioClassification (zh-TW)":70.69} -{"index":67,"Rank":8,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.11,"AmazonCounterfactualClassification (de)":72.02,"AmazonCounterfactualClassification (ja)":71.79,"AmazonReviewsClassification (de)":34.61,"AmazonReviewsClassification (es)":35.17,"AmazonReviewsClassification (fr)":34.91,"AmazonReviewsClassification (ja)":31.84,"AmazonReviewsClassification (zh)":31.91,"MTOPDomainClassification (de)":89.54,"MTOPDomainClassification (es)":90.62,"MTOPDomainClassification (fr)":86.19,"MTOPDomainClassification (hi)":89.42,"MTOPDomainClassification (th)":85.9,"MTOPIntentClassification (de)":73.43,"MTOPIntentClassification (es)":73.84,"MTOPIntentClassification (fr)":66.75,"MTOPIntentClassification (hi)":69.14,"MTOPIntentClassification (th)":68.47,"MassiveIntentClassification (af)":58.15,"MassiveIntentClassification (am)":57.91,"MassiveIntentClassification (ar)":57.23,"MassiveIntentClassification (az)":57.17,"MassiveIntentClassification (bn)":62.24,"MassiveIntentClassification (cy)":51.19,"MassiveIntentClassification (de)":61.31,"MassiveIntentClassification (el)":64.21,"MassiveIntentClassification (es)":63.97,"MassiveIntentClassification (fa)":66.67,"MassiveIntentClassification (fi)":62.86,"MassiveIntentClassification (fr)":58.55,"MassiveIntentClassification (he)":63.45,"MassiveIntentClassification (hi)":61.32,"MassiveIntentClassification (hu)":62.91,"MassiveIntentClassification (hy)":60.03,"MassiveIntentClassification (id)":63.29,"MassiveIntentClassification (is)":56.02,"MassiveIntentClassification (it)":64.44,"MassiveIntentClassification (ja)":63.7,"MassiveIntentClassification (jv)":52.0,"MassiveIntentClassification (ka)":54.09,"MassiveIntentClassification (km)":43.34,"MassiveIntentClassification (kn)":57.87,"MassiveIntentClassification (ko)":62.69,"MassiveIntentClassification (lv)":56.24,"MassiveIntentClassification (ml)":62.81,"MassiveIntentClassification (mn)":58.49,"MassiveIntentClassification (ms)":61.56,"MassiveIntentClassification (my)":59.4,"MassiveIntentClassification (nl)":64.56,"MassiveIntentClassification (pt)":63.49,"MassiveIntentClassification (ro)":62.53,"MassiveIntentClassification (ru)":62.63,"MassiveIntentClassification (sl)":63.43,"MassiveIntentClassification (sq)":61.45,"MassiveIntentClassification (sw)":56.25,"MassiveIntentClassification (ta)":59.75,"MassiveIntentClassification (te)":59.61,"MassiveIntentClassification (th)":59.42,"MassiveIntentClassification (tl)":58.12,"MassiveIntentClassification (tr)":60.91,"MassiveIntentClassification (ur)":59.49,"MassiveIntentClassification (vi)":60.48,"MassiveIntentClassification (zh-TW)":56.73,"MassiveScenarioClassification (af)":64.06,"MassiveScenarioClassification (am)":63.24,"MassiveScenarioClassification (ar)":63.69,"MassiveScenarioClassification (az)":60.86,"MassiveScenarioClassification (bn)":67.17,"MassiveScenarioClassification (cy)":56.52,"MassiveScenarioClassification (de)":67.48,"MassiveScenarioClassification (el)":70.23,"MassiveScenarioClassification (es)":69.08,"MassiveScenarioClassification (fa)":72.1,"MassiveScenarioClassification (fi)":67.16,"MassiveScenarioClassification (fr)":63.02,"MassiveScenarioClassification (he)":68.83,"MassiveScenarioClassification (hi)":66.9,"MassiveScenarioClassification (hu)":69.33,"MassiveScenarioClassification (hy)":65.82,"MassiveScenarioClassification (id)":68.98,"MassiveScenarioClassification (is)":63.14,"MassiveScenarioClassification (it)":70.04,"MassiveScenarioClassification (ja)":70.68,"MassiveScenarioClassification (jv)":59.79,"MassiveScenarioClassification (ka)":61.03,"MassiveScenarioClassification (km)":49.05,"MassiveScenarioClassification (kn)":63.78,"MassiveScenarioClassification (ko)":69.6,"MassiveScenarioClassification (lv)":59.97,"MassiveScenarioClassification (ml)":69.2,"MassiveScenarioClassification (mn)":62.72,"MassiveScenarioClassification (ms)":67.87,"MassiveScenarioClassification (my)":64.98,"MassiveScenarioClassification (nl)":69.8,"MassiveScenarioClassification (pt)":67.5,"MassiveScenarioClassification (ro)":67.53,"MassiveScenarioClassification (ru)":67.96,"MassiveScenarioClassification (sl)":69.57,"MassiveScenarioClassification (sq)":68.48,"MassiveScenarioClassification (sw)":63.18,"MassiveScenarioClassification (ta)":64.85,"MassiveScenarioClassification (te)":65.39,"MassiveScenarioClassification (th)":67.99,"MassiveScenarioClassification (tl)":63.4,"MassiveScenarioClassification (tr)":65.77,"MassiveScenarioClassification (ur)":65.81,"MassiveScenarioClassification (vi)":66.52,"MassiveScenarioClassification (zh-TW)":63.3} -{"index":83,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":61.51,"AmazonCounterfactualClassification (de)":71.65,"AmazonCounterfactualClassification (ja)":64.19,"AmazonReviewsClassification (de)":40.25,"AmazonReviewsClassification (es)":40.39,"AmazonReviewsClassification (fr)":39.68,"AmazonReviewsClassification (ja)":37.68,"AmazonReviewsClassification (zh)":37.5,"MTOPDomainClassification (de)":87.47,"MTOPDomainClassification (es)":89.27,"MTOPDomainClassification (fr)":81.2,"MTOPDomainClassification (hi)":86.02,"MTOPDomainClassification (th)":85.35,"MTOPIntentClassification (de)":65.86,"MTOPIntentClassification (es)":67.97,"MTOPIntentClassification (fr)":46.01,"MTOPIntentClassification (hi)":66.3,"MTOPIntentClassification (th)":67.52,"MassiveIntentClassification (af)":57.07,"MassiveIntentClassification (am)":51.96,"MassiveIntentClassification (ar)":54.43,"MassiveIntentClassification (az)":59.8,"MassiveIntentClassification (bn)":59.38,"MassiveIntentClassification (cy)":46.56,"MassiveIntentClassification (de)":62.73,"MassiveIntentClassification (el)":61.6,"MassiveIntentClassification (es)":66.31,"MassiveIntentClassification (fa)":65.54,"MassiveIntentClassification (fi)":61.46,"MassiveIntentClassification (fr)":65.47,"MassiveIntentClassification (he)":58.05,"MassiveIntentClassification (hi)":64.07,"MassiveIntentClassification (hu)":60.95,"MassiveIntentClassification (hy)":57.4,"MassiveIntentClassification (id)":64.17,"MassiveIntentClassification (is)":52.26,"MassiveIntentClassification (it)":65.54,"MassiveIntentClassification (ja)":68.23,"MassiveIntentClassification (jv)":50.85,"MassiveIntentClassification (ka)":48.45,"MassiveIntentClassification (km)":42.83,"MassiveIntentClassification (kn)":57.51,"MassiveIntentClassification (ko)":63.79,"MassiveIntentClassification (lv)":54.99,"MassiveIntentClassification (ml)":61.9,"MassiveIntentClassification (mn)":57.1,"MassiveIntentClassification (ms)":58.99,"MassiveIntentClassification (my)":55.9,"MassiveIntentClassification (nl)":65.64,"MassiveIntentClassification (pt)":66.85,"MassiveIntentClassification (ro)":60.81,"MassiveIntentClassification (ru)":58.65,"MassiveIntentClassification (sl)":56.52,"MassiveIntentClassification (sq)":57.99,"MassiveIntentClassification (sw)":53.57,"MassiveIntentClassification (ta)":57.26,"MassiveIntentClassification (te)":57.83,"MassiveIntentClassification (th)":64.07,"MassiveIntentClassification (tl)":58.91,"MassiveIntentClassification (tr)":63.54,"MassiveIntentClassification (ur)":59.28,"MassiveIntentClassification (vi)":64.07,"MassiveIntentClassification (zh-TW)":62.54,"MassiveScenarioClassification (af)":63.04,"MassiveScenarioClassification (am)":56.84,"MassiveScenarioClassification (ar)":59.62,"MassiveScenarioClassification (az)":60.85,"MassiveScenarioClassification (bn)":62.77,"MassiveScenarioClassification (cy)":50.18,"MassiveScenarioClassification (de)":69.19,"MassiveScenarioClassification (el)":67.07,"MassiveScenarioClassification (es)":69.83,"MassiveScenarioClassification (fa)":68.71,"MassiveScenarioClassification (fi)":65.95,"MassiveScenarioClassification (fr)":68.76,"MassiveScenarioClassification (he)":63.81,"MassiveScenarioClassification (hi)":67.69,"MassiveScenarioClassification (hu)":66.47,"MassiveScenarioClassification (hy)":59.5,"MassiveScenarioClassification (id)":67.92,"MassiveScenarioClassification (is)":56.49,"MassiveScenarioClassification (it)":69.04,"MassiveScenarioClassification (ja)":73.89,"MassiveScenarioClassification (jv)":56.63,"MassiveScenarioClassification (ka)":52.24,"MassiveScenarioClassification (km)":46.62,"MassiveScenarioClassification (kn)":59.16,"MassiveScenarioClassification (ko)":69.85,"MassiveScenarioClassification (lv)":56.66,"MassiveScenarioClassification (ml)":66.54,"MassiveScenarioClassification (mn)":59.31,"MassiveScenarioClassification (ms)":64.88,"MassiveScenarioClassification (my)":58.86,"MassiveScenarioClassification (nl)":70.87,"MassiveScenarioClassification (pt)":68.18,"MassiveScenarioClassification (ro)":64.65,"MassiveScenarioClassification (ru)":63.77,"MassiveScenarioClassification (sl)":60.18,"MassiveScenarioClassification (sq)":62.86,"MassiveScenarioClassification (sw)":58.15,"MassiveScenarioClassification (ta)":59.44,"MassiveScenarioClassification (te)":60.85,"MassiveScenarioClassification (th)":70.66,"MassiveScenarioClassification (tl)":60.88,"MassiveScenarioClassification (tr)":68.05,"MassiveScenarioClassification (ur)":62.11,"MassiveScenarioClassification (vi)":67.44,"MassiveScenarioClassification (zh-TW)":68.32} -{"index":107,"Rank":10,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":60.56,"AmazonCounterfactualClassification (de)":73.17,"AmazonCounterfactualClassification (ja)":76.42,"AmazonReviewsClassification (de)":39.92,"AmazonReviewsClassification (es)":39.39,"AmazonReviewsClassification (fr)":38.52,"AmazonReviewsClassification (ja)":36.44,"AmazonReviewsClassification (zh)":36.45,"MTOPDomainClassification (de)":86.95,"MTOPDomainClassification (es)":84.07,"MTOPDomainClassification (fr)":84.14,"MTOPDomainClassification (hi)":85.11,"MTOPDomainClassification (th)":81.24,"MTOPIntentClassification (de)":63.42,"MTOPIntentClassification (es)":64.44,"MTOPIntentClassification (fr)":62.01,"MTOPIntentClassification (hi)":62.58,"MTOPIntentClassification (th)":64.61,"MassiveIntentClassification (af)":56.12,"MassiveIntentClassification (am)":55.71,"MassiveIntentClassification (ar)":50.86,"MassiveIntentClassification (az)":58.97,"MassiveIntentClassification (bn)":58.22,"MassiveIntentClassification (cy)":50.16,"MassiveIntentClassification (de)":56.21,"MassiveIntentClassification (el)":57.03,"MassiveIntentClassification (es)":58.32,"MassiveIntentClassification (fa)":62.33,"MassiveIntentClassification (fi)":60.12,"MassiveIntentClassification (fr)":60.47,"MassiveIntentClassification (he)":56.55,"MassiveIntentClassification (hi)":59.4,"MassiveIntentClassification (hu)":59.52,"MassiveIntentClassification (hy)":56.2,"MassiveIntentClassification (id)":61.12,"MassiveIntentClassification (is)":54.9,"MassiveIntentClassification (it)":59.83,"MassiveIntentClassification (ja)":63.11,"MassiveIntentClassification (jv)":50.98,"MassiveIntentClassification (ka)":48.35,"MassiveIntentClassification (km)":48.55,"MassiveIntentClassification (kn)":56.24,"MassiveIntentClassification (ko)":60.99,"MassiveIntentClassification (lv)":57.1,"MassiveIntentClassification (ml)":57.91,"MassiveIntentClassification (mn)":58.5,"MassiveIntentClassification (ms)":58.6,"MassiveIntentClassification (my)":57.35,"MassiveIntentClassification (nl)":59.37,"MassiveIntentClassification (pt)":60.16,"MassiveIntentClassification (ro)":57.92,"MassiveIntentClassification (ru)":60.67,"MassiveIntentClassification (sl)":59.37,"MassiveIntentClassification (sq)":58.03,"MassiveIntentClassification (sw)":51.62,"MassiveIntentClassification (ta)":55.04,"MassiveIntentClassification (te)":58.32,"MassiveIntentClassification (th)":56.58,"MassiveIntentClassification (tl)":55.28,"MassiveIntentClassification (tr)":60.91,"MassiveIntentClassification (ur)":56.7,"MassiveIntentClassification (vi)":56.67,"MassiveIntentClassification (zh-TW)":59.51,"MassiveScenarioClassification (af)":63.39,"MassiveScenarioClassification (am)":62.02,"MassiveScenarioClassification (ar)":57.72,"MassiveScenarioClassification (az)":63.48,"MassiveScenarioClassification (bn)":61.84,"MassiveScenarioClassification (cy)":56.13,"MassiveScenarioClassification (de)":62.39,"MassiveScenarioClassification (el)":64.58,"MassiveScenarioClassification (es)":63.61,"MassiveScenarioClassification (fa)":67.46,"MassiveScenarioClassification (fi)":64.58,"MassiveScenarioClassification (fr)":65.1,"MassiveScenarioClassification (he)":63.53,"MassiveScenarioClassification (hi)":64.4,"MassiveScenarioClassification (hu)":65.82,"MassiveScenarioClassification (hy)":61.25,"MassiveScenarioClassification (id)":65.84,"MassiveScenarioClassification (is)":61.94,"MassiveScenarioClassification (it)":64.09,"MassiveScenarioClassification (ja)":67.72,"MassiveScenarioClassification (jv)":58.29,"MassiveScenarioClassification (ka)":53.38,"MassiveScenarioClassification (km)":56.18,"MassiveScenarioClassification (kn)":61.74,"MassiveScenarioClassification (ko)":67.26,"MassiveScenarioClassification (lv)":61.87,"MassiveScenarioClassification (ml)":62.26,"MassiveScenarioClassification (mn)":62.6,"MassiveScenarioClassification (ms)":65.63,"MassiveScenarioClassification (my)":62.94,"MassiveScenarioClassification (nl)":65.16,"MassiveScenarioClassification (pt)":63.28,"MassiveScenarioClassification (ro)":62.41,"MassiveScenarioClassification (ru)":65.25,"MassiveScenarioClassification (sl)":64.25,"MassiveScenarioClassification (sq)":64.54,"MassiveScenarioClassification (sw)":58.36,"MassiveScenarioClassification (ta)":59.08,"MassiveScenarioClassification (te)":64.13,"MassiveScenarioClassification (th)":64.34,"MassiveScenarioClassification (tl)":60.23,"MassiveScenarioClassification (tr)":65.43,"MassiveScenarioClassification (ur)":61.52,"MassiveScenarioClassification (vi)":61.05,"MassiveScenarioClassification (zh-TW)":67.08} -{"index":55,"Rank":11,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.73,"AmazonCounterfactualClassification (de)":70.94,"AmazonCounterfactualClassification (ja)":80.06,"AmazonReviewsClassification (de)":38.83,"AmazonReviewsClassification (es)":39.39,"AmazonReviewsClassification (fr)":39.47,"AmazonReviewsClassification (ja)":35.9,"AmazonReviewsClassification (zh)":36.07,"MTOPDomainClassification (de)":86.91,"MTOPDomainClassification (es)":87.74,"MTOPDomainClassification (fr)":86.22,"MTOPDomainClassification (hi)":82.92,"MTOPDomainClassification (th)":69.9,"MTOPIntentClassification (de)":63.26,"MTOPIntentClassification (es)":65.06,"MTOPIntentClassification (fr)":59.43,"MTOPIntentClassification (hi)":59.08,"MTOPIntentClassification (th)":43.75,"MassiveIntentClassification (af)":47.6,"MassiveIntentClassification (am)":31.57,"MassiveIntentClassification (ar)":52.63,"MassiveIntentClassification (az)":50.09,"MassiveIntentClassification (bn)":46.54,"MassiveIntentClassification (cy)":44.26,"MassiveIntentClassification (de)":61.87,"MassiveIntentClassification (el)":47.02,"MassiveIntentClassification (es)":62.54,"MassiveIntentClassification (fa)":55.19,"MassiveIntentClassification (fi)":48.43,"MassiveIntentClassification (fr)":64.27,"MassiveIntentClassification (he)":57.62,"MassiveIntentClassification (hi)":57.54,"MassiveIntentClassification (hu)":45.67,"MassiveIntentClassification (hy)":39.2,"MassiveIntentClassification (id)":55.0,"MassiveIntentClassification (is)":43.14,"MassiveIntentClassification (it)":61.0,"MassiveIntentClassification (ja)":64.29,"MassiveIntentClassification (jv)":43.69,"MassiveIntentClassification (ka)":38.35,"MassiveIntentClassification (km)":34.22,"MassiveIntentClassification (kn)":51.79,"MassiveIntentClassification (ko)":59.59,"MassiveIntentClassification (lv)":46.54,"MassiveIntentClassification (ml)":54.47,"MassiveIntentClassification (mn)":40.68,"MassiveIntentClassification (ms)":51.24,"MassiveIntentClassification (my)":31.76,"MassiveIntentClassification (nl)":60.82,"MassiveIntentClassification (pt)":62.74,"MassiveIntentClassification (ro)":49.68,"MassiveIntentClassification (ru)":60.85,"MassiveIntentClassification (sl)":48.59,"MassiveIntentClassification (sq)":47.17,"MassiveIntentClassification (sw)":45.97,"MassiveIntentClassification (ta)":53.6,"MassiveIntentClassification (te)":53.45,"MassiveIntentClassification (th)":46.17,"MassiveIntentClassification (tl)":49.48,"MassiveIntentClassification (tr)":58.03,"MassiveIntentClassification (ur)":39.26,"MassiveIntentClassification (vi)":52.16,"MassiveIntentClassification (zh-TW)":58.21,"MassiveScenarioClassification (af)":58.07,"MassiveScenarioClassification (am)":38.21,"MassiveScenarioClassification (ar)":57.47,"MassiveScenarioClassification (az)":54.37,"MassiveScenarioClassification (bn)":52.72,"MassiveScenarioClassification (cy)":49.5,"MassiveScenarioClassification (de)":71.28,"MassiveScenarioClassification (el)":52.42,"MassiveScenarioClassification (es)":67.04,"MassiveScenarioClassification (fa)":60.17,"MassiveScenarioClassification (fi)":54.05,"MassiveScenarioClassification (fr)":69.76,"MassiveScenarioClassification (he)":62.85,"MassiveScenarioClassification (hi)":62.18,"MassiveScenarioClassification (hu)":53.52,"MassiveScenarioClassification (hy)":45.95,"MassiveScenarioClassification (id)":60.33,"MassiveScenarioClassification (is)":50.1,"MassiveScenarioClassification (it)":66.49,"MassiveScenarioClassification (ja)":68.36,"MassiveScenarioClassification (jv)":50.59,"MassiveScenarioClassification (ka)":42.76,"MassiveScenarioClassification (km)":40.65,"MassiveScenarioClassification (kn)":57.25,"MassiveScenarioClassification (ko)":63.84,"MassiveScenarioClassification (lv)":53.14,"MassiveScenarioClassification (ml)":58.84,"MassiveScenarioClassification (mn)":44.82,"MassiveScenarioClassification (ms)":58.9,"MassiveScenarioClassification (my)":38.52,"MassiveScenarioClassification (nl)":67.54,"MassiveScenarioClassification (pt)":65.7,"MassiveScenarioClassification (ro)":57.2,"MassiveScenarioClassification (ru)":65.42,"MassiveScenarioClassification (sl)":55.15,"MassiveScenarioClassification (sq)":55.68,"MassiveScenarioClassification (sw)":52.3,"MassiveScenarioClassification (ta)":56.19,"MassiveScenarioClassification (te)":58.02,"MassiveScenarioClassification (th)":52.56,"MassiveScenarioClassification (tl)":57.43,"MassiveScenarioClassification (tr)":61.55,"MassiveScenarioClassification (ur)":47.11,"MassiveScenarioClassification (vi)":56.83,"MassiveScenarioClassification (zh-TW)":64.02} -{"index":58,"Rank":12,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":54.35,"AmazonCounterfactualClassification (de)":61.35,"AmazonCounterfactualClassification (ja)":58.23,"AmazonReviewsClassification (de)":29.7,"AmazonReviewsClassification (es)":35.97,"AmazonReviewsClassification (fr)":35.92,"AmazonReviewsClassification (ja)":27.64,"AmazonReviewsClassification (zh)":32.63,"MTOPDomainClassification (de)":82.05,"MTOPDomainClassification (es)":93.55,"MTOPDomainClassification (fr)":90.98,"MTOPDomainClassification (hi)":89.33,"MTOPDomainClassification (th)":60.49,"MTOPIntentClassification (de)":61.92,"MTOPIntentClassification (es)":74.49,"MTOPIntentClassification (fr)":69.12,"MTOPIntentClassification (hi)":64.85,"MTOPIntentClassification (th)":49.36,"MassiveIntentClassification (af)":47.85,"MassiveIntentClassification (am)":33.3,"MassiveIntentClassification (ar)":59.25,"MassiveIntentClassification (az)":45.24,"MassiveIntentClassification (bn)":61.59,"MassiveIntentClassification (cy)":44.92,"MassiveIntentClassification (de)":56.1,"MassiveIntentClassification (el)":46.13,"MassiveIntentClassification (es)":66.35,"MassiveIntentClassification (fa)":51.2,"MassiveIntentClassification (fi)":45.33,"MassiveIntentClassification (fr)":66.95,"MassiveIntentClassification (he)":43.18,"MassiveIntentClassification (hi)":63.54,"MassiveIntentClassification (hu)":44.73,"MassiveIntentClassification (hy)":38.13,"MassiveIntentClassification (id)":64.06,"MassiveIntentClassification (is)":44.35,"MassiveIntentClassification (it)":60.77,"MassiveIntentClassification (ja)":61.22,"MassiveIntentClassification (jv)":50.94,"MassiveIntentClassification (ka)":33.84,"MassiveIntentClassification (km)":37.34,"MassiveIntentClassification (kn)":53.54,"MassiveIntentClassification (ko)":53.36,"MassiveIntentClassification (lv)":46.5,"MassiveIntentClassification (ml)":58.27,"MassiveIntentClassification (mn)":40.28,"MassiveIntentClassification (ms)":59.65,"MassiveIntentClassification (my)":37.42,"MassiveIntentClassification (nl)":52.09,"MassiveIntentClassification (pt)":66.69,"MassiveIntentClassification (ro)":50.53,"MassiveIntentClassification (ru)":58.32,"MassiveIntentClassification (sl)":47.74,"MassiveIntentClassification (sq)":48.94,"MassiveIntentClassification (sw)":49.81,"MassiveIntentClassification (ta)":56.4,"MassiveIntentClassification (te)":54.71,"MassiveIntentClassification (th)":44.43,"MassiveIntentClassification (tl)":50.21,"MassiveIntentClassification (tr)":46.56,"MassiveIntentClassification (ur)":56.75,"MassiveIntentClassification (vi)":64.53,"MassiveIntentClassification (zh-TW)":62.89,"MassiveScenarioClassification (af)":51.47,"MassiveScenarioClassification (am)":34.87,"MassiveScenarioClassification (ar)":65.21,"MassiveScenarioClassification (az)":45.58,"MassiveScenarioClassification (bn)":67.3,"MassiveScenarioClassification (cy)":46.29,"MassiveScenarioClassification (de)":61.74,"MassiveScenarioClassification (el)":48.96,"MassiveScenarioClassification (es)":73.34,"MassiveScenarioClassification (fa)":53.17,"MassiveScenarioClassification (fi)":44.69,"MassiveScenarioClassification (fr)":72.91,"MassiveScenarioClassification (he)":43.1,"MassiveScenarioClassification (hi)":69.27,"MassiveScenarioClassification (hu)":45.16,"MassiveScenarioClassification (hy)":38.73,"MassiveScenarioClassification (id)":70.13,"MassiveScenarioClassification (is)":44.21,"MassiveScenarioClassification (it)":65.57,"MassiveScenarioClassification (ja)":65.76,"MassiveScenarioClassification (jv)":54.79,"MassiveScenarioClassification (ka)":32.99,"MassiveScenarioClassification (km)":39.34,"MassiveScenarioClassification (kn)":60.5,"MassiveScenarioClassification (ko)":55.69,"MassiveScenarioClassification (lv)":44.35,"MassiveScenarioClassification (ml)":65.53,"MassiveScenarioClassification (mn)":38.72,"MassiveScenarioClassification (ms)":64.99,"MassiveScenarioClassification (my)":36.84,"MassiveScenarioClassification (nl)":56.32,"MassiveScenarioClassification (pt)":71.46,"MassiveScenarioClassification (ro)":53.69,"MassiveScenarioClassification (ru)":61.6,"MassiveScenarioClassification (sl)":48.04,"MassiveScenarioClassification (sq)":50.06,"MassiveScenarioClassification (sw)":54.22,"MassiveScenarioClassification (ta)":62.77,"MassiveScenarioClassification (te)":62.59,"MassiveScenarioClassification (th)":45.18,"MassiveScenarioClassification (tl)":52.06,"MassiveScenarioClassification (tr)":47.21,"MassiveScenarioClassification (ur)":64.26,"MassiveScenarioClassification (vi)":70.61,"MassiveScenarioClassification (zh-TW)":70.3} -{"index":124,"Rank":13,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.59,"AmazonCounterfactualClassification (de)":68.69,"AmazonCounterfactualClassification (ja)":61.61,"AmazonReviewsClassification (de)":33.39,"AmazonReviewsClassification (es)":34.82,"AmazonReviewsClassification (fr)":33.45,"AmazonReviewsClassification (ja)":30.05,"AmazonReviewsClassification (zh)":32.52,"MTOPDomainClassification (de)":78.59,"MTOPDomainClassification (es)":79.24,"MTOPDomainClassification (fr)":76.17,"MTOPDomainClassification (hi)":78.75,"MTOPDomainClassification (th)":77.67,"MTOPIntentClassification (de)":55.29,"MTOPIntentClassification (es)":58.68,"MTOPIntentClassification (fr)":53.26,"MTOPIntentClassification (hi)":59.62,"MTOPIntentClassification (th)":58.8,"MassiveIntentClassification (af)":45.42,"MassiveIntentClassification (am)":37.68,"MassiveIntentClassification (ar)":45.02,"MassiveIntentClassification (az)":48.71,"MassiveIntentClassification (bn)":43.79,"MassiveIntentClassification (cy)":28.76,"MassiveIntentClassification (de)":51.56,"MassiveIntentClassification (el)":56.47,"MassiveIntentClassification (es)":58.28,"MassiveIntentClassification (fa)":59.05,"MassiveIntentClassification (fi)":57.36,"MassiveIntentClassification (fr)":58.8,"MassiveIntentClassification (he)":51.18,"MassiveIntentClassification (hi)":57.06,"MassiveIntentClassification (hu)":58.36,"MassiveIntentClassification (hy)":52.11,"MassiveIntentClassification (id)":58.27,"MassiveIntentClassification (is)":35.81,"MassiveIntentClassification (it)":58.28,"MassiveIntentClassification (ja)":60.78,"MassiveIntentClassification (jv)":31.15,"MassiveIntentClassification (ka)":44.5,"MassiveIntentClassification (km)":40.99,"MassiveIntentClassification (kn)":46.96,"MassiveIntentClassification (ko)":54.73,"MassiveIntentClassification (lv)":54.87,"MassiveIntentClassification (ml)":47.89,"MassiveIntentClassification (mn)":52.23,"MassiveIntentClassification (ms)":54.28,"MassiveIntentClassification (my)":51.96,"MassiveIntentClassification (nl)":59.45,"MassiveIntentClassification (pt)":59.84,"MassiveIntentClassification (ro)":57.04,"MassiveIntentClassification (ru)":58.02,"MassiveIntentClassification (sl)":56.36,"MassiveIntentClassification (sq)":56.48,"MassiveIntentClassification (sw)":33.96,"MassiveIntentClassification (ta)":44.29,"MassiveIntentClassification (te)":47.14,"MassiveIntentClassification (th)":56.86,"MassiveIntentClassification (tl)":35.36,"MassiveIntentClassification (tr)":59.63,"MassiveIntentClassification (ur)":52.79,"MassiveIntentClassification (vi)":54.65,"MassiveIntentClassification (zh-TW)":57.47,"MassiveScenarioClassification (af)":50.86,"MassiveScenarioClassification (am)":41.18,"MassiveScenarioClassification (ar)":50.08,"MassiveScenarioClassification (az)":51.29,"MassiveScenarioClassification (bn)":46.53,"MassiveScenarioClassification (cy)":34.35,"MassiveScenarioClassification (de)":56.4,"MassiveScenarioClassification (el)":61.8,"MassiveScenarioClassification (es)":62.21,"MassiveScenarioClassification (fa)":62.44,"MassiveScenarioClassification (fi)":61.1,"MassiveScenarioClassification (fr)":63.39,"MassiveScenarioClassification (he)":56.29,"MassiveScenarioClassification (hi)":60.63,"MassiveScenarioClassification (hu)":63.29,"MassiveScenarioClassification (hy)":54.88,"MassiveScenarioClassification (id)":61.99,"MassiveScenarioClassification (is)":38.58,"MassiveScenarioClassification (it)":62.35,"MassiveScenarioClassification (ja)":65.17,"MassiveScenarioClassification (jv)":36.13,"MassiveScenarioClassification (ka)":50.27,"MassiveScenarioClassification (km)":44.24,"MassiveScenarioClassification (kn)":47.37,"MassiveScenarioClassification (ko)":58.89,"MassiveScenarioClassification (lv)":56.51,"MassiveScenarioClassification (ml)":50.06,"MassiveScenarioClassification (mn)":55.05,"MassiveScenarioClassification (ms)":59.77,"MassiveScenarioClassification (my)":55.72,"MassiveScenarioClassification (nl)":63.38,"MassiveScenarioClassification (pt)":62.41,"MassiveScenarioClassification (ro)":60.68,"MassiveScenarioClassification (ru)":62.31,"MassiveScenarioClassification (sl)":61.43,"MassiveScenarioClassification (sq)":62.23,"MassiveScenarioClassification (sw)":38.52,"MassiveScenarioClassification (ta)":47.0,"MassiveScenarioClassification (te)":51.02,"MassiveScenarioClassification (th)":63.23,"MassiveScenarioClassification (tl)":38.72,"MassiveScenarioClassification (tr)":64.49,"MassiveScenarioClassification (ur)":56.8,"MassiveScenarioClassification (vi)":57.06,"MassiveScenarioClassification (zh-TW)":63.37} -{"index":84,"Rank":14,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.6,"AmazonCounterfactualClassification (de)":66.03,"AmazonCounterfactualClassification (ja)":58.77,"AmazonReviewsClassification (de)":30.45,"AmazonReviewsClassification (es)":40.8,"AmazonReviewsClassification (fr)":35.12,"AmazonReviewsClassification (ja)":32.07,"AmazonReviewsClassification (zh)":38.12,"MTOPDomainClassification (de)":74.64,"MTOPDomainClassification (es)":92.07,"MTOPDomainClassification (fr)":69.24,"MTOPDomainClassification (hi)":88.54,"MTOPDomainClassification (th)":55.63,"MTOPIntentClassification (de)":53.4,"MTOPIntentClassification (es)":71.33,"MTOPIntentClassification (fr)":51.25,"MTOPIntentClassification (hi)":66.73,"MTOPIntentClassification (th)":42.13,"MassiveIntentClassification (af)":44.98,"MassiveIntentClassification (am)":25.35,"MassiveIntentClassification (ar)":57.08,"MassiveIntentClassification (az)":39.11,"MassiveIntentClassification (bn)":61.37,"MassiveIntentClassification (cy)":42.97,"MassiveIntentClassification (de)":50.93,"MassiveIntentClassification (el)":40.09,"MassiveIntentClassification (es)":63.81,"MassiveIntentClassification (fa)":49.06,"MassiveIntentClassification (fi)":42.58,"MassiveIntentClassification (fr)":43.21,"MassiveIntentClassification (he)":37.15,"MassiveIntentClassification (hi)":62.89,"MassiveIntentClassification (hu)":41.62,"MassiveIntentClassification (hy)":32.98,"MassiveIntentClassification (id)":62.11,"MassiveIntentClassification (is)":41.04,"MassiveIntentClassification (it)":55.83,"MassiveIntentClassification (ja)":58.83,"MassiveIntentClassification (jv)":49.31,"MassiveIntentClassification (ka)":26.43,"MassiveIntentClassification (km)":28.77,"MassiveIntentClassification (kn)":52.33,"MassiveIntentClassification (ko)":46.93,"MassiveIntentClassification (lv)":44.26,"MassiveIntentClassification (ml)":57.75,"MassiveIntentClassification (mn)":33.31,"MassiveIntentClassification (ms)":55.7,"MassiveIntentClassification (my)":27.39,"MassiveIntentClassification (nl)":48.34,"MassiveIntentClassification (pt)":64.74,"MassiveIntentClassification (ro)":48.41,"MassiveIntentClassification (ru)":52.99,"MassiveIntentClassification (sl)":44.77,"MassiveIntentClassification (sq)":45.45,"MassiveIntentClassification (sw)":46.46,"MassiveIntentClassification (ta)":55.46,"MassiveIntentClassification (te)":51.41,"MassiveIntentClassification (th)":39.2,"MassiveIntentClassification (tl)":48.53,"MassiveIntentClassification (tr)":39.51,"MassiveIntentClassification (ur)":54.72,"MassiveIntentClassification (vi)":62.01,"MassiveIntentClassification (zh-TW)":62.56,"MassiveScenarioClassification (af)":50.47,"MassiveScenarioClassification (am)":27.22,"MassiveScenarioClassification (ar)":65.43,"MassiveScenarioClassification (az)":40.74,"MassiveScenarioClassification (bn)":67.65,"MassiveScenarioClassification (cy)":43.94,"MassiveScenarioClassification (de)":56.67,"MassiveScenarioClassification (el)":41.81,"MassiveScenarioClassification (es)":71.78,"MassiveScenarioClassification (fa)":49.96,"MassiveScenarioClassification (fi)":41.01,"MassiveScenarioClassification (fr)":49.78,"MassiveScenarioClassification (he)":36.69,"MassiveScenarioClassification (hi)":69.28,"MassiveScenarioClassification (hu)":44.31,"MassiveScenarioClassification (hy)":33.64,"MassiveScenarioClassification (id)":68.98,"MassiveScenarioClassification (is)":42.1,"MassiveScenarioClassification (it)":60.27,"MassiveScenarioClassification (ja)":62.48,"MassiveScenarioClassification (jv)":54.68,"MassiveScenarioClassification (ka)":27.22,"MassiveScenarioClassification (km)":32.14,"MassiveScenarioClassification (kn)":57.95,"MassiveScenarioClassification (ko)":47.95,"MassiveScenarioClassification (lv)":42.76,"MassiveScenarioClassification (ml)":62.84,"MassiveScenarioClassification (mn)":33.21,"MassiveScenarioClassification (ms)":62.57,"MassiveScenarioClassification (my)":28.84,"MassiveScenarioClassification (nl)":52.85,"MassiveScenarioClassification (pt)":70.24,"MassiveScenarioClassification (ro)":52.73,"MassiveScenarioClassification (ru)":54.26,"MassiveScenarioClassification (sl)":46.89,"MassiveScenarioClassification (sq)":47.16,"MassiveScenarioClassification (sw)":51.2,"MassiveScenarioClassification (ta)":61.84,"MassiveScenarioClassification (te)":59.79,"MassiveScenarioClassification (th)":41.62,"MassiveScenarioClassification (tl)":50.47,"MassiveScenarioClassification (tr)":43.41,"MassiveScenarioClassification (ur)":60.15,"MassiveScenarioClassification (vi)":68.99,"MassiveScenarioClassification (zh-TW)":71.7} -{"index":85,"Rank":15,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.37,"AmazonCounterfactualClassification (de)":66.42,"AmazonCounterfactualClassification (ja)":56.86,"AmazonReviewsClassification (de)":26.85,"AmazonReviewsClassification (es)":38.97,"AmazonReviewsClassification (fr)":26.85,"AmazonReviewsClassification (ja)":28.31,"AmazonReviewsClassification (zh)":35.7,"MTOPDomainClassification (de)":68.42,"MTOPDomainClassification (es)":88.21,"MTOPDomainClassification (fr)":34.99,"MTOPDomainClassification (hi)":84.23,"MTOPDomainClassification (th)":53.17,"MTOPIntentClassification (de)":49.17,"MTOPIntentClassification (es)":65.72,"MTOPIntentClassification (fr)":15.76,"MTOPIntentClassification (hi)":61.88,"MTOPIntentClassification (th)":41.67,"MassiveIntentClassification (af)":43.29,"MassiveIntentClassification (am)":23.21,"MassiveIntentClassification (ar)":53.38,"MassiveIntentClassification (az)":39.56,"MassiveIntentClassification (bn)":56.74,"MassiveIntentClassification (cy)":40.0,"MassiveIntentClassification (de)":45.82,"MassiveIntentClassification (el)":37.87,"MassiveIntentClassification (es)":61.17,"MassiveIntentClassification (fa)":45.65,"MassiveIntentClassification (fi)":40.28,"MassiveIntentClassification (fr)":15.09,"MassiveIntentClassification (he)":32.23,"MassiveIntentClassification (hi)":59.46,"MassiveIntentClassification (hu)":40.91,"MassiveIntentClassification (hy)":29.94,"MassiveIntentClassification (id)":59.14,"MassiveIntentClassification (is)":39.62,"MassiveIntentClassification (it)":51.77,"MassiveIntentClassification (ja)":53.75,"MassiveIntentClassification (jv)":46.29,"MassiveIntentClassification (ka)":25.11,"MassiveIntentClassification (km)":27.22,"MassiveIntentClassification (kn)":47.97,"MassiveIntentClassification (ko)":40.54,"MassiveIntentClassification (lv)":43.14,"MassiveIntentClassification (ml)":53.69,"MassiveIntentClassification (mn)":33.37,"MassiveIntentClassification (ms)":51.94,"MassiveIntentClassification (my)":25.32,"MassiveIntentClassification (nl)":44.03,"MassiveIntentClassification (pt)":61.74,"MassiveIntentClassification (ro)":45.73,"MassiveIntentClassification (ru)":47.61,"MassiveIntentClassification (sl)":42.83,"MassiveIntentClassification (sq)":43.61,"MassiveIntentClassification (sw)":45.55,"MassiveIntentClassification (ta)":51.24,"MassiveIntentClassification (te)":47.43,"MassiveIntentClassification (th)":36.88,"MassiveIntentClassification (tl)":45.93,"MassiveIntentClassification (tr)":38.59,"MassiveIntentClassification (ur)":51.85,"MassiveIntentClassification (vi)":58.72,"MassiveIntentClassification (zh-TW)":59.95,"MassiveScenarioClassification (af)":47.42,"MassiveScenarioClassification (am)":24.71,"MassiveScenarioClassification (ar)":62.09,"MassiveScenarioClassification (az)":39.25,"MassiveScenarioClassification (bn)":63.37,"MassiveScenarioClassification (cy)":39.17,"MassiveScenarioClassification (de)":50.71,"MassiveScenarioClassification (el)":39.47,"MassiveScenarioClassification (es)":68.31,"MassiveScenarioClassification (fa)":45.65,"MassiveScenarioClassification (fi)":38.95,"MassiveScenarioClassification (fr)":21.67,"MassiveScenarioClassification (he)":32.13,"MassiveScenarioClassification (hi)":65.57,"MassiveScenarioClassification (hu)":42.97,"MassiveScenarioClassification (hy)":32.13,"MassiveScenarioClassification (id)":65.11,"MassiveScenarioClassification (is)":40.84,"MassiveScenarioClassification (it)":54.55,"MassiveScenarioClassification (ja)":57.15,"MassiveScenarioClassification (jv)":49.3,"MassiveScenarioClassification (ka)":25.86,"MassiveScenarioClassification (km)":31.18,"MassiveScenarioClassification (kn)":53.01,"MassiveScenarioClassification (ko)":40.25,"MassiveScenarioClassification (lv)":41.88,"MassiveScenarioClassification (ml)":59.08,"MassiveScenarioClassification (mn)":33.34,"MassiveScenarioClassification (ms)":57.45,"MassiveScenarioClassification (my)":27.2,"MassiveScenarioClassification (nl)":48.42,"MassiveScenarioClassification (pt)":66.41,"MassiveScenarioClassification (ro)":50.08,"MassiveScenarioClassification (ru)":49.94,"MassiveScenarioClassification (sl)":43.43,"MassiveScenarioClassification (sq)":44.08,"MassiveScenarioClassification (sw)":49.53,"MassiveScenarioClassification (ta)":56.79,"MassiveScenarioClassification (te)":54.01,"MassiveScenarioClassification (th)":38.58,"MassiveScenarioClassification (tl)":48.07,"MassiveScenarioClassification (tr)":40.65,"MassiveScenarioClassification (ur)":57.75,"MassiveScenarioClassification (vi)":65.83,"MassiveScenarioClassification (zh-TW)":69.64} -{"index":110,"Rank":16,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":44.78,"AmazonCounterfactualClassification (de)":68.14,"AmazonCounterfactualClassification (ja)":65.39,"AmazonReviewsClassification (de)":35.03,"AmazonReviewsClassification (es)":36.24,"AmazonReviewsClassification (fr)":35.7,"AmazonReviewsClassification (ja)":31.08,"AmazonReviewsClassification (zh)":33.89,"MTOPDomainClassification (de)":86.19,"MTOPDomainClassification (es)":87.75,"MTOPDomainClassification (fr)":84.61,"MTOPDomainClassification (hi)":76.41,"MTOPDomainClassification (th)":73.62,"MTOPIntentClassification (de)":59.21,"MTOPIntentClassification (es)":57.21,"MTOPIntentClassification (fr)":53.41,"MTOPIntentClassification (hi)":45.54,"MTOPIntentClassification (th)":47.73,"MassiveIntentClassification (af)":40.02,"MassiveIntentClassification (am)":2.35,"MassiveIntentClassification (ar)":43.14,"MassiveIntentClassification (az)":25.6,"MassiveIntentClassification (bn)":4.84,"MassiveIntentClassification (cy)":15.43,"MassiveIntentClassification (de)":51.57,"MassiveIntentClassification (el)":49.65,"MassiveIntentClassification (es)":56.57,"MassiveIntentClassification (fa)":55.36,"MassiveIntentClassification (fi)":45.72,"MassiveIntentClassification (fr)":57.02,"MassiveIntentClassification (he)":46.74,"MassiveIntentClassification (hi)":48.55,"MassiveIntentClassification (hu)":50.65,"MassiveIntentClassification (hy)":40.79,"MassiveIntentClassification (id)":56.0,"MassiveIntentClassification (is)":16.08,"MassiveIntentClassification (it)":57.65,"MassiveIntentClassification (ja)":55.33,"MassiveIntentClassification (jv)":28.16,"MassiveIntentClassification (ka)":29.41,"MassiveIntentClassification (km)":4.79,"MassiveIntentClassification (kn)":3.37,"MassiveIntentClassification (ko)":49.97,"MassiveIntentClassification (lv)":44.31,"MassiveIntentClassification (ml)":3.24,"MassiveIntentClassification (mn)":40.37,"MassiveIntentClassification (ms)":47.97,"MassiveIntentClassification (my)":38.48,"MassiveIntentClassification (nl)":58.29,"MassiveIntentClassification (pt)":58.63,"MassiveIntentClassification (ro)":50.63,"MassiveIntentClassification (ru)":57.96,"MassiveIntentClassification (sl)":50.66,"MassiveIntentClassification (sq)":50.25,"MassiveIntentClassification (sw)":19.29,"MassiveIntentClassification (ta)":3.79,"MassiveIntentClassification (te)":3.36,"MassiveIntentClassification (th)":45.28,"MassiveIntentClassification (tl)":28.44,"MassiveIntentClassification (tr)":50.47,"MassiveIntentClassification (ur)":46.03,"MassiveIntentClassification (vi)":45.25,"MassiveIntentClassification (zh-TW)":54.96,"MassiveScenarioClassification (af)":53.67,"MassiveScenarioClassification (am)":7.72,"MassiveScenarioClassification (ar)":52.19,"MassiveScenarioClassification (az)":34.75,"MassiveScenarioClassification (bn)":10.65,"MassiveScenarioClassification (cy)":21.24,"MassiveScenarioClassification (de)":61.4,"MassiveScenarioClassification (el)":60.68,"MassiveScenarioClassification (es)":64.61,"MassiveScenarioClassification (fa)":59.24,"MassiveScenarioClassification (fi)":54.66,"MassiveScenarioClassification (fr)":65.2,"MassiveScenarioClassification (he)":54.74,"MassiveScenarioClassification (hi)":55.99,"MassiveScenarioClassification (hu)":61.2,"MassiveScenarioClassification (hy)":49.63,"MassiveScenarioClassification (id)":65.25,"MassiveScenarioClassification (is)":22.6,"MassiveScenarioClassification (it)":64.63,"MassiveScenarioClassification (ja)":62.32,"MassiveScenarioClassification (jv)":35.77,"MassiveScenarioClassification (ka)":39.08,"MassiveScenarioClassification (km)":9.24,"MassiveScenarioClassification (kn)":8.28,"MassiveScenarioClassification (ko)":57.6,"MassiveScenarioClassification (lv)":51.72,"MassiveScenarioClassification (ml)":8.25,"MassiveScenarioClassification (mn)":47.21,"MassiveScenarioClassification (ms)":55.65,"MassiveScenarioClassification (my)":43.31,"MassiveScenarioClassification (nl)":67.49,"MassiveScenarioClassification (pt)":64.26,"MassiveScenarioClassification (ro)":58.03,"MassiveScenarioClassification (ru)":65.41,"MassiveScenarioClassification (sl)":59.36,"MassiveScenarioClassification (sq)":62.69,"MassiveScenarioClassification (sw)":25.12,"MassiveScenarioClassification (ta)":8.67,"MassiveScenarioClassification (te)":7.82,"MassiveScenarioClassification (th)":54.65,"MassiveScenarioClassification (tl)":36.09,"MassiveScenarioClassification (tr)":60.89,"MassiveScenarioClassification (ur)":54.71,"MassiveScenarioClassification (vi)":55.15,"MassiveScenarioClassification (zh-TW)":62.89} -{"index":5,"Rank":17,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":42.45,"AmazonCounterfactualClassification (de)":67.82,"AmazonCounterfactualClassification (ja)":68.76,"AmazonReviewsClassification (de)":31.07,"AmazonReviewsClassification (es)":32.72,"AmazonReviewsClassification (fr)":31.12,"AmazonReviewsClassification (ja)":28.94,"AmazonReviewsClassification (zh)":30.89,"MTOPDomainClassification (de)":74.08,"MTOPDomainClassification (es)":73.47,"MTOPDomainClassification (fr)":72.26,"MTOPDomainClassification (hi)":72.95,"MTOPDomainClassification (th)":72.68,"MTOPIntentClassification (de)":51.62,"MTOPIntentClassification (es)":52.75,"MTOPIntentClassification (fr)":50.12,"MTOPIntentClassification (hi)":45.55,"MTOPIntentClassification (th)":50.07,"MassiveIntentClassification (af)":38.01,"MassiveIntentClassification (am)":12.7,"MassiveIntentClassification (ar)":37.16,"MassiveIntentClassification (az)":19.98,"MassiveIntentClassification (bn)":42.51,"MassiveIntentClassification (cy)":17.33,"MassiveIntentClassification (de)":44.79,"MassiveIntentClassification (el)":46.71,"MassiveIntentClassification (es)":45.44,"MassiveIntentClassification (fa)":45.01,"MassiveIntentClassification (fi)":45.94,"MassiveIntentClassification (fr)":46.13,"MassiveIntentClassification (he)":42.55,"MassiveIntentClassification (hi)":40.2,"MassiveIntentClassification (hu)":42.77,"MassiveIntentClassification (hy)":28.07,"MassiveIntentClassification (id)":45.81,"MassiveIntentClassification (is)":39.86,"MassiveIntentClassification (it)":48.25,"MassiveIntentClassification (ja)":45.3,"MassiveIntentClassification (jv)":24.3,"MassiveIntentClassification (ka)":22.7,"MassiveIntentClassification (km)":22.48,"MassiveIntentClassification (kn)":4.32,"MassiveIntentClassification (ko)":44.26,"MassiveIntentClassification (lv)":39.75,"MassiveIntentClassification (ml)":41.33,"MassiveIntentClassification (mn)":16.2,"MassiveIntentClassification (ms)":43.23,"MassiveIntentClassification (my)":25.37,"MassiveIntentClassification (nl)":45.0,"MassiveIntentClassification (pt)":48.55,"MassiveIntentClassification (ro)":44.3,"MassiveIntentClassification (ru)":44.29,"MassiveIntentClassification (sl)":44.72,"MassiveIntentClassification (sq)":46.12,"MassiveIntentClassification (sw)":31.89,"MassiveIntentClassification (ta)":29.63,"MassiveIntentClassification (te)":36.03,"MassiveIntentClassification (th)":43.39,"MassiveIntentClassification (tl)":29.73,"MassiveIntentClassification (tr)":43.93,"MassiveIntentClassification (ur)":26.11,"MassiveIntentClassification (vi)":44.33,"MassiveIntentClassification (zh-TW)":32.93,"MassiveScenarioClassification (af)":47.1,"MassiveScenarioClassification (am)":17.7,"MassiveScenarioClassification (ar)":45.21,"MassiveScenarioClassification (az)":28.21,"MassiveScenarioClassification (bn)":50.52,"MassiveScenarioClassification (cy)":22.58,"MassiveScenarioClassification (de)":54.34,"MassiveScenarioClassification (el)":55.47,"MassiveScenarioClassification (es)":52.77,"MassiveScenarioClassification (fa)":52.5,"MassiveScenarioClassification (fi)":52.63,"MassiveScenarioClassification (fr)":54.32,"MassiveScenarioClassification (he)":52.41,"MassiveScenarioClassification (hi)":47.37,"MassiveScenarioClassification (hu)":53.43,"MassiveScenarioClassification (hy)":33.57,"MassiveScenarioClassification (id)":54.38,"MassiveScenarioClassification (is)":49.78,"MassiveScenarioClassification (it)":54.84,"MassiveScenarioClassification (ja)":54.12,"MassiveScenarioClassification (jv)":32.71,"MassiveScenarioClassification (ka)":26.92,"MassiveScenarioClassification (km)":27.23,"MassiveScenarioClassification (kn)":10.06,"MassiveScenarioClassification (ko)":52.01,"MassiveScenarioClassification (lv)":44.82,"MassiveScenarioClassification (ml)":49.1,"MassiveScenarioClassification (mn)":21.51,"MassiveScenarioClassification (ms)":53.6,"MassiveScenarioClassification (my)":29.72,"MassiveScenarioClassification (nl)":53.33,"MassiveScenarioClassification (pt)":53.41,"MassiveScenarioClassification (ro)":50.48,"MassiveScenarioClassification (ru)":51.84,"MassiveScenarioClassification (sl)":51.29,"MassiveScenarioClassification (sq)":55.65,"MassiveScenarioClassification (sw)":42.04,"MassiveScenarioClassification (ta)":36.72,"MassiveScenarioClassification (te)":42.08,"MassiveScenarioClassification (th)":52.15,"MassiveScenarioClassification (tl)":37.34,"MassiveScenarioClassification (tr)":52.56,"MassiveScenarioClassification (ur)":32.6,"MassiveScenarioClassification (vi)":50.97,"MassiveScenarioClassification (zh-TW)":42.32} -{"index":45,"Rank":18,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":37.64,"AmazonCounterfactualClassification (de)":56.88,"AmazonCounterfactualClassification (ja)":54.65,"AmazonReviewsClassification (de)":24.79,"AmazonReviewsClassification (es)":26.64,"AmazonReviewsClassification (fr)":26.39,"AmazonReviewsClassification (ja)":22.08,"AmazonReviewsClassification (zh)":24.27,"MTOPDomainClassification (de)":62.73,"MTOPDomainClassification (es)":67.55,"MTOPDomainClassification (fr)":65.35,"MTOPDomainClassification (hi)":45.37,"MTOPDomainClassification (th)":55.28,"MTOPIntentClassification (de)":49.56,"MTOPIntentClassification (es)":49.94,"MTOPIntentClassification (fr)":46.33,"MTOPIntentClassification (hi)":32.21,"MTOPIntentClassification (th)":43.63,"MassiveIntentClassification (af)":40.55,"MassiveIntentClassification (am)":24.18,"MassiveIntentClassification (ar)":30.13,"MassiveIntentClassification (az)":35.88,"MassiveIntentClassification (bn)":29.17,"MassiveIntentClassification (cy)":41.79,"MassiveIntentClassification (de)":42.07,"MassiveIntentClassification (el)":36.25,"MassiveIntentClassification (es)":42.68,"MassiveIntentClassification (fa)":35.59,"MassiveIntentClassification (fi)":40.04,"MassiveIntentClassification (fr)":43.44,"MassiveIntentClassification (he)":31.59,"MassiveIntentClassification (hi)":27.04,"MassiveIntentClassification (hu)":38.45,"MassiveIntentClassification (hy)":27.98,"MassiveIntentClassification (id)":43.97,"MassiveIntentClassification (is)":40.3,"MassiveIntentClassification (it)":45.47,"MassiveIntentClassification (ja)":45.61,"MassiveIntentClassification (jv)":38.67,"MassiveIntentClassification (ka)":25.65,"MassiveIntentClassification (km)":28.3,"MassiveIntentClassification (kn)":23.48,"MassiveIntentClassification (ko)":36.56,"MassiveIntentClassification (lv)":41.85,"MassiveIntentClassification (ml)":24.91,"MassiveIntentClassification (mn)":29.86,"MassiveIntentClassification (ms)":42.42,"MassiveIntentClassification (my)":25.13,"MassiveIntentClassification (nl)":43.62,"MassiveIntentClassification (pt)":45.21,"MassiveIntentClassification (ro)":41.81,"MassiveIntentClassification (ru)":35.97,"MassiveIntentClassification (sl)":40.61,"MassiveIntentClassification (sq)":42.76,"MassiveIntentClassification (sw)":41.12,"MassiveIntentClassification (ta)":24.6,"MassiveIntentClassification (te)":25.04,"MassiveIntentClassification (th)":35.4,"MassiveIntentClassification (tl)":41.19,"MassiveIntentClassification (tr)":36.41,"MassiveIntentClassification (ur)":25.93,"MassiveIntentClassification (vi)":38.8,"MassiveIntentClassification (zh-TW)":42.31,"MassiveScenarioClassification (af)":43.25,"MassiveScenarioClassification (am)":25.3,"MassiveScenarioClassification (ar)":32.07,"MassiveScenarioClassification (az)":36.68,"MassiveScenarioClassification (bn)":29.57,"MassiveScenarioClassification (cy)":42.1,"MassiveScenarioClassification (de)":43.21,"MassiveScenarioClassification (el)":36.5,"MassiveScenarioClassification (es)":44.08,"MassiveScenarioClassification (fa)":32.61,"MassiveScenarioClassification (fi)":40.36,"MassiveScenarioClassification (fr)":45.07,"MassiveScenarioClassification (he)":32.18,"MassiveScenarioClassification (hi)":26.9,"MassiveScenarioClassification (hu)":40.38,"MassiveScenarioClassification (hy)":28.38,"MassiveScenarioClassification (id)":44.36,"MassiveScenarioClassification (is)":39.29,"MassiveScenarioClassification (it)":46.47,"MassiveScenarioClassification (ja)":46.26,"MassiveScenarioClassification (jv)":41.13,"MassiveScenarioClassification (ka)":24.73,"MassiveScenarioClassification (km)":29.74,"MassiveScenarioClassification (kn)":23.85,"MassiveScenarioClassification (ko)":36.57,"MassiveScenarioClassification (lv)":40.93,"MassiveScenarioClassification (ml)":25.53,"MassiveScenarioClassification (mn)":29.11,"MassiveScenarioClassification (ms)":43.79,"MassiveScenarioClassification (my)":27.27,"MassiveScenarioClassification (nl)":45.36,"MassiveScenarioClassification (pt)":45.9,"MassiveScenarioClassification (ro)":44.12,"MassiveScenarioClassification (ru)":32.76,"MassiveScenarioClassification (sl)":40.5,"MassiveScenarioClassification (sq)":42.52,"MassiveScenarioClassification (sw)":43.0,"MassiveScenarioClassification (ta)":28.33,"MassiveScenarioClassification (te)":26.59,"MassiveScenarioClassification (th)":36.79,"MassiveScenarioClassification (tl)":42.57,"MassiveScenarioClassification (tr)":37.09,"MassiveScenarioClassification (ur)":28.84,"MassiveScenarioClassification (vi)":37.36,"MassiveScenarioClassification (zh-TW)":44.42} -{"index":46,"Rank":19,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":36.66,"AmazonCounterfactualClassification (de)":59.08,"AmazonCounterfactualClassification (ja)":56.42,"AmazonReviewsClassification (de)":24.52,"AmazonReviewsClassification (es)":29.1,"AmazonReviewsClassification (fr)":27.4,"AmazonReviewsClassification (ja)":21.72,"AmazonReviewsClassification (zh)":23.98,"MTOPDomainClassification (de)":60.37,"MTOPDomainClassification (es)":67.37,"MTOPDomainClassification (fr)":63.13,"MTOPDomainClassification (hi)":47.05,"MTOPDomainClassification (th)":52.28,"MTOPIntentClassification (de)":45.07,"MTOPIntentClassification (es)":48.81,"MTOPIntentClassification (fr)":44.34,"MTOPIntentClassification (hi)":34.2,"MTOPIntentClassification (th)":43.11,"MassiveIntentClassification (af)":37.79,"MassiveIntentClassification (am)":23.72,"MassiveIntentClassification (ar)":29.64,"MassiveIntentClassification (az)":39.48,"MassiveIntentClassification (bn)":26.55,"MassiveIntentClassification (cy)":38.78,"MassiveIntentClassification (de)":40.39,"MassiveIntentClassification (el)":37.29,"MassiveIntentClassification (es)":41.18,"MassiveIntentClassification (fa)":36.42,"MassiveIntentClassification (fi)":38.76,"MassiveIntentClassification (fr)":43.67,"MassiveIntentClassification (he)":31.98,"MassiveIntentClassification (hi)":28.04,"MassiveIntentClassification (hu)":38.14,"MassiveIntentClassification (hy)":26.05,"MassiveIntentClassification (id)":41.16,"MassiveIntentClassification (is)":38.63,"MassiveIntentClassification (it)":44.04,"MassiveIntentClassification (ja)":46.21,"MassiveIntentClassification (jv)":37.61,"MassiveIntentClassification (ka)":24.47,"MassiveIntentClassification (km)":26.24,"MassiveIntentClassification (kn)":17.83,"MassiveIntentClassification (ko)":37.27,"MassiveIntentClassification (lv)":40.93,"MassiveIntentClassification (ml)":17.89,"MassiveIntentClassification (mn)":32.98,"MassiveIntentClassification (ms)":40.91,"MassiveIntentClassification (my)":17.83,"MassiveIntentClassification (nl)":41.76,"MassiveIntentClassification (pt)":44.54,"MassiveIntentClassification (ro)":39.97,"MassiveIntentClassification (ru)":37.46,"MassiveIntentClassification (sl)":38.29,"MassiveIntentClassification (sq)":40.95,"MassiveIntentClassification (sw)":38.33,"MassiveIntentClassification (ta)":19.03,"MassiveIntentClassification (te)":19.38,"MassiveIntentClassification (th)":34.09,"MassiveIntentClassification (tl)":40.29,"MassiveIntentClassification (tr)":38.86,"MassiveIntentClassification (ur)":27.83,"MassiveIntentClassification (vi)":38.71,"MassiveIntentClassification (zh-TW)":42.32,"MassiveScenarioClassification (af)":40.25,"MassiveScenarioClassification (am)":25.69,"MassiveScenarioClassification (ar)":32.4,"MassiveScenarioClassification (az)":40.53,"MassiveScenarioClassification (bn)":27.23,"MassiveScenarioClassification (cy)":38.7,"MassiveScenarioClassification (de)":41.36,"MassiveScenarioClassification (el)":38.44,"MassiveScenarioClassification (es)":44.18,"MassiveScenarioClassification (fa)":34.83,"MassiveScenarioClassification (fi)":40.56,"MassiveScenarioClassification (fr)":45.92,"MassiveScenarioClassification (he)":32.08,"MassiveScenarioClassification (hi)":28.37,"MassiveScenarioClassification (hu)":39.49,"MassiveScenarioClassification (hy)":25.9,"MassiveScenarioClassification (id)":40.96,"MassiveScenarioClassification (is)":38.56,"MassiveScenarioClassification (it)":46.59,"MassiveScenarioClassification (ja)":46.25,"MassiveScenarioClassification (jv)":39.66,"MassiveScenarioClassification (ka)":25.28,"MassiveScenarioClassification (km)":28.97,"MassiveScenarioClassification (kn)":19.27,"MassiveScenarioClassification (ko)":35.73,"MassiveScenarioClassification (lv)":39.57,"MassiveScenarioClassification (ml)":19.9,"MassiveScenarioClassification (mn)":32.43,"MassiveScenarioClassification (ms)":42.32,"MassiveScenarioClassification (my)":20.86,"MassiveScenarioClassification (nl)":43.59,"MassiveScenarioClassification (pt)":46.31,"MassiveScenarioClassification (ro)":42.53,"MassiveScenarioClassification (ru)":35.95,"MassiveScenarioClassification (sl)":38.69,"MassiveScenarioClassification (sq)":40.47,"MassiveScenarioClassification (sw)":39.55,"MassiveScenarioClassification (ta)":22.88,"MassiveScenarioClassification (te)":20.51,"MassiveScenarioClassification (th)":34.93,"MassiveScenarioClassification (tl)":40.75,"MassiveScenarioClassification (tr)":39.07,"MassiveScenarioClassification (ur)":29.75,"MassiveScenarioClassification (vi)":38.02,"MassiveScenarioClassification (zh-TW)":45.18} -{"index":108,"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":31.93,"AmazonCounterfactualClassification (de)":57.1,"AmazonCounterfactualClassification (ja)":59.91,"AmazonReviewsClassification (de)":25.91,"AmazonReviewsClassification (es)":27.63,"AmazonReviewsClassification (fr)":27.54,"AmazonReviewsClassification (ja)":23.57,"AmazonReviewsClassification (zh)":22.99,"MTOPDomainClassification (de)":72.04,"MTOPDomainClassification (es)":72.99,"MTOPDomainClassification (fr)":75.59,"MTOPDomainClassification (hi)":40.36,"MTOPDomainClassification (th)":17.1,"MTOPIntentClassification (de)":43.41,"MTOPIntentClassification (es)":41.88,"MTOPIntentClassification (fr)":38.94,"MTOPIntentClassification (hi)":17.75,"MTOPIntentClassification (th)":5.63,"MassiveIntentClassification (af)":38.94,"MassiveIntentClassification (am)":2.45,"MassiveIntentClassification (ar)":20.94,"MassiveIntentClassification (az)":34.25,"MassiveIntentClassification (bn)":13.67,"MassiveIntentClassification (cy)":35.71,"MassiveIntentClassification (de)":44.17,"MassiveIntentClassification (el)":28.7,"MassiveIntentClassification (es)":40.91,"MassiveIntentClassification (fa)":23.52,"MassiveIntentClassification (fi)":39.27,"MassiveIntentClassification (fr)":44.82,"MassiveIntentClassification (he)":23.65,"MassiveIntentClassification (hi)":17.98,"MassiveIntentClassification (hu)":38.0,"MassiveIntentClassification (hy)":8.69,"MassiveIntentClassification (id)":39.66,"MassiveIntentClassification (is)":35.14,"MassiveIntentClassification (it)":43.17,"MassiveIntentClassification (ja)":30.94,"MassiveIntentClassification (jv)":36.69,"MassiveIntentClassification (ka)":9.17,"MassiveIntentClassification (km)":4.99,"MassiveIntentClassification (kn)":3.08,"MassiveIntentClassification (ko)":19.97,"MassiveIntentClassification (lv)":38.61,"MassiveIntentClassification (ml)":2.85,"MassiveIntentClassification (mn)":23.25,"MassiveIntentClassification (ms)":36.21,"MassiveIntentClassification (my)":4.38,"MassiveIntentClassification (nl)":41.85,"MassiveIntentClassification (pt)":45.12,"MassiveIntentClassification (ro)":41.71,"MassiveIntentClassification (ru)":26.33,"MassiveIntentClassification (sl)":38.52,"MassiveIntentClassification (sq)":41.62,"MassiveIntentClassification (sw)":35.28,"MassiveIntentClassification (ta)":13.1,"MassiveIntentClassification (te)":2.56,"MassiveIntentClassification (th)":10.54,"MassiveIntentClassification (tl)":38.56,"MassiveIntentClassification (tr)":35.9,"MassiveIntentClassification (ur)":16.18,"MassiveIntentClassification (vi)":37.38,"MassiveIntentClassification (zh-TW)":22.39,"MassiveScenarioClassification (af)":45.71,"MassiveScenarioClassification (am)":7.41,"MassiveScenarioClassification (ar)":27.62,"MassiveScenarioClassification (az)":39.58,"MassiveScenarioClassification (bn)":18.98,"MassiveScenarioClassification (cy)":41.4,"MassiveScenarioClassification (de)":52.07,"MassiveScenarioClassification (el)":35.51,"MassiveScenarioClassification (es)":50.74,"MassiveScenarioClassification (fa)":29.0,"MassiveScenarioClassification (fi)":45.8,"MassiveScenarioClassification (fr)":53.76,"MassiveScenarioClassification (he)":25.68,"MassiveScenarioClassification (hi)":23.02,"MassiveScenarioClassification (hu)":44.09,"MassiveScenarioClassification (hy)":14.83,"MassiveScenarioClassification (id)":44.35,"MassiveScenarioClassification (is)":43.08,"MassiveScenarioClassification (it)":51.71,"MassiveScenarioClassification (ja)":36.75,"MassiveScenarioClassification (jv)":44.57,"MassiveScenarioClassification (ka)":14.84,"MassiveScenarioClassification (km)":9.75,"MassiveScenarioClassification (kn)":8.32,"MassiveScenarioClassification (ko)":25.72,"MassiveScenarioClassification (lv)":42.75,"MassiveScenarioClassification (ml)":7.25,"MassiveScenarioClassification (mn)":29.03,"MassiveScenarioClassification (ms)":44.65,"MassiveScenarioClassification (my)":10.07,"MassiveScenarioClassification (nl)":49.15,"MassiveScenarioClassification (pt)":53.0,"MassiveScenarioClassification (ro)":49.97,"MassiveScenarioClassification (ru)":28.75,"MassiveScenarioClassification (sl)":42.26,"MassiveScenarioClassification (sq)":49.14,"MassiveScenarioClassification (sw)":43.18,"MassiveScenarioClassification (ta)":19.38,"MassiveScenarioClassification (te)":7.74,"MassiveScenarioClassification (th)":18.32,"MassiveScenarioClassification (tl)":48.31,"MassiveScenarioClassification (tr)":41.79,"MassiveScenarioClassification (ur)":24.46,"MassiveScenarioClassification (vi)":40.94,"MassiveScenarioClassification (zh-TW)":31.16} -{"index":39,"Rank":21,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":31.78,"AmazonCounterfactualClassification (de)":54.33,"AmazonCounterfactualClassification (ja)":56.34,"AmazonReviewsClassification (de)":27.2,"AmazonReviewsClassification (es)":34.88,"AmazonReviewsClassification (fr)":31.56,"AmazonReviewsClassification (ja)":22.71,"AmazonReviewsClassification (zh)":22.35,"MTOPDomainClassification (de)":74.86,"MTOPDomainClassification (es)":77.09,"MTOPDomainClassification (fr)":79.8,"MTOPDomainClassification (hi)":32.79,"MTOPDomainClassification (th)":16.65,"MTOPIntentClassification (de)":42.36,"MTOPIntentClassification (es)":44.73,"MTOPIntentClassification (fr)":38.96,"MTOPIntentClassification (hi)":13.58,"MTOPIntentClassification (th)":5.4,"MassiveIntentClassification (af)":37.22,"MassiveIntentClassification (am)":3.19,"MassiveIntentClassification (ar)":14.26,"MassiveIntentClassification (az)":37.22,"MassiveIntentClassification (bn)":10.76,"MassiveIntentClassification (cy)":32.5,"MassiveIntentClassification (de)":42.78,"MassiveIntentClassification (el)":33.49,"MassiveIntentClassification (es)":44.45,"MassiveIntentClassification (fa)":26.74,"MassiveIntentClassification (fi)":38.1,"MassiveIntentClassification (fr)":46.89,"MassiveIntentClassification (he)":25.2,"MassiveIntentClassification (hi)":13.94,"MassiveIntentClassification (hu)":34.71,"MassiveIntentClassification (hy)":6.71,"MassiveIntentClassification (id)":38.57,"MassiveIntentClassification (is)":32.23,"MassiveIntentClassification (it)":45.8,"MassiveIntentClassification (ja)":29.19,"MassiveIntentClassification (jv)":34.22,"MassiveIntentClassification (ka)":8.89,"MassiveIntentClassification (km)":4.62,"MassiveIntentClassification (kn)":3.17,"MassiveIntentClassification (ko)":15.03,"MassiveIntentClassification (lv)":36.1,"MassiveIntentClassification (ml)":3.0,"MassiveIntentClassification (mn)":23.3,"MassiveIntentClassification (ms)":36.13,"MassiveIntentClassification (my)":3.81,"MassiveIntentClassification (nl)":41.08,"MassiveIntentClassification (pt)":45.2,"MassiveIntentClassification (ro)":39.49,"MassiveIntentClassification (ru)":31.82,"MassiveIntentClassification (sl)":35.45,"MassiveIntentClassification (sq)":36.89,"MassiveIntentClassification (sw)":37.54,"MassiveIntentClassification (ta)":7.91,"MassiveIntentClassification (te)":2.85,"MassiveIntentClassification (th)":10.5,"MassiveIntentClassification (tl)":39.47,"MassiveIntentClassification (tr)":37.5,"MassiveIntentClassification (ur)":16.11,"MassiveIntentClassification (vi)":36.11,"MassiveIntentClassification (zh-TW)":17.22,"MassiveScenarioClassification (af)":47.8,"MassiveScenarioClassification (am)":7.08,"MassiveScenarioClassification (ar)":22.83,"MassiveScenarioClassification (az)":44.95,"MassiveScenarioClassification (bn)":16.59,"MassiveScenarioClassification (cy)":37.92,"MassiveScenarioClassification (de)":58.74,"MassiveScenarioClassification (el)":43.0,"MassiveScenarioClassification (es)":54.47,"MassiveScenarioClassification (fa)":30.58,"MassiveScenarioClassification (fi)":43.57,"MassiveScenarioClassification (fr)":56.99,"MassiveScenarioClassification (he)":28.08,"MassiveScenarioClassification (hi)":18.1,"MassiveScenarioClassification (hu)":41.74,"MassiveScenarioClassification (hy)":11.54,"MassiveScenarioClassification (id)":46.95,"MassiveScenarioClassification (is)":42.78,"MassiveScenarioClassification (it)":54.65,"MassiveScenarioClassification (ja)":35.9,"MassiveScenarioClassification (jv)":42.51,"MassiveScenarioClassification (ka)":13.8,"MassiveScenarioClassification (km)":9.45,"MassiveScenarioClassification (kn)":8.16,"MassiveScenarioClassification (ko)":19.91,"MassiveScenarioClassification (lv)":40.48,"MassiveScenarioClassification (ml)":6.7,"MassiveScenarioClassification (mn)":28.55,"MassiveScenarioClassification (ms)":46.62,"MassiveScenarioClassification (my)":9.98,"MassiveScenarioClassification (nl)":51.76,"MassiveScenarioClassification (pt)":55.6,"MassiveScenarioClassification (ro)":50.54,"MassiveScenarioClassification (ru)":37.73,"MassiveScenarioClassification (sl)":41.67,"MassiveScenarioClassification (sq)":47.38,"MassiveScenarioClassification (sw)":44.18,"MassiveScenarioClassification (ta)":12.6,"MassiveScenarioClassification (te)":7.02,"MassiveScenarioClassification (th)":19.79,"MassiveScenarioClassification (tl)":50.36,"MassiveScenarioClassification (tr)":45.48,"MassiveScenarioClassification (ur)":23.68,"MassiveScenarioClassification (vi)":41.63,"MassiveScenarioClassification (zh-TW)":27.52} -{"index":112,"Rank":22,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":30.51,"AmazonCounterfactualClassification (de)":59.79,"AmazonCounterfactualClassification (ja)":50.59,"AmazonReviewsClassification (de)":35.06,"AmazonReviewsClassification (es)":37.18,"AmazonReviewsClassification (fr)":35.48,"AmazonReviewsClassification (ja)":22.24,"AmazonReviewsClassification (zh)":21.89,"MTOPDomainClassification (de)":85.42,"MTOPDomainClassification (es)":88.2,"MTOPDomainClassification (fr)":85.05,"MTOPDomainClassification (hi)":21.74,"MTOPDomainClassification (th)":15.87,"MTOPIntentClassification (de)":55.75,"MTOPIntentClassification (es)":57.73,"MTOPIntentClassification (fr)":51.07,"MTOPIntentClassification (hi)":3.19,"MTOPIntentClassification (th)":5.55,"MassiveIntentClassification (af)":42.6,"MassiveIntentClassification (am)":2.12,"MassiveIntentClassification (ar)":4.64,"MassiveIntentClassification (az)":35.05,"MassiveIntentClassification (bn)":2.84,"MassiveIntentClassification (cy)":36.19,"MassiveIntentClassification (de)":55.49,"MassiveIntentClassification (el)":10.14,"MassiveIntentClassification (es)":56.72,"MassiveIntentClassification (fa)":3.54,"MassiveIntentClassification (fi)":37.13,"MassiveIntentClassification (fr)":57.67,"MassiveIntentClassification (he)":2.56,"MassiveIntentClassification (hi)":3.24,"MassiveIntentClassification (hu)":34.22,"MassiveIntentClassification (hy)":3.01,"MassiveIntentClassification (id)":46.54,"MassiveIntentClassification (is)":34.77,"MassiveIntentClassification (it)":54.13,"MassiveIntentClassification (ja)":4.27,"MassiveIntentClassification (jv)":36.97,"MassiveIntentClassification (ka)":2.72,"MassiveIntentClassification (km)":5.35,"MassiveIntentClassification (kn)":3.17,"MassiveIntentClassification (ko)":2.64,"MassiveIntentClassification (lv)":36.32,"MassiveIntentClassification (ml)":3.18,"MassiveIntentClassification (mn)":22.85,"MassiveIntentClassification (ms)":42.87,"MassiveIntentClassification (my)":4.04,"MassiveIntentClassification (nl)":49.53,"MassiveIntentClassification (pt)":57.03,"MassiveIntentClassification (ro)":49.95,"MassiveIntentClassification (ru)":36.58,"MassiveIntentClassification (sl)":39.44,"MassiveIntentClassification (sq)":41.78,"MassiveIntentClassification (sw)":35.85,"MassiveIntentClassification (ta)":2.32,"MassiveIntentClassification (te)":2.2,"MassiveIntentClassification (th)":3.74,"MassiveIntentClassification (tl)":43.12,"MassiveIntentClassification (tr)":35.24,"MassiveIntentClassification (ur)":3.0,"MassiveIntentClassification (vi)":30.01,"MassiveIntentClassification (zh-TW)":3.35,"MassiveScenarioClassification (af)":52.54,"MassiveScenarioClassification (am)":6.3,"MassiveScenarioClassification (ar)":11.96,"MassiveScenarioClassification (az)":40.17,"MassiveScenarioClassification (bn)":8.29,"MassiveScenarioClassification (cy)":42.24,"MassiveScenarioClassification (de)":68.09,"MassiveScenarioClassification (el)":16.66,"MassiveScenarioClassification (es)":64.32,"MassiveScenarioClassification (fa)":6.9,"MassiveScenarioClassification (fi)":43.96,"MassiveScenarioClassification (fr)":66.72,"MassiveScenarioClassification (he)":7.51,"MassiveScenarioClassification (hi)":7.82,"MassiveScenarioClassification (hu)":42.16,"MassiveScenarioClassification (hy)":9.33,"MassiveScenarioClassification (id)":53.54,"MassiveScenarioClassification (is)":42.84,"MassiveScenarioClassification (it)":62.44,"MassiveScenarioClassification (ja)":7.29,"MassiveScenarioClassification (jv)":43.13,"MassiveScenarioClassification (ka)":7.63,"MassiveScenarioClassification (km)":9.08,"MassiveScenarioClassification (kn)":8.1,"MassiveScenarioClassification (ko)":6.35,"MassiveScenarioClassification (lv)":40.24,"MassiveScenarioClassification (ml)":7.65,"MassiveScenarioClassification (mn)":27.98,"MassiveScenarioClassification (ms)":52.41,"MassiveScenarioClassification (my)":9.21,"MassiveScenarioClassification (nl)":60.35,"MassiveScenarioClassification (pt)":62.78,"MassiveScenarioClassification (ro)":59.62,"MassiveScenarioClassification (ru)":43.44,"MassiveScenarioClassification (sl)":44.79,"MassiveScenarioClassification (sq)":50.84,"MassiveScenarioClassification (sw)":44.63,"MassiveScenarioClassification (ta)":7.95,"MassiveScenarioClassification (te)":7.5,"MassiveScenarioClassification (th)":8.79,"MassiveScenarioClassification (tl)":53.54,"MassiveScenarioClassification (tr)":42.47,"MassiveScenarioClassification (ur)":9.58,"MassiveScenarioClassification (vi)":34.68,"MassiveScenarioClassification (zh-TW)":8.77} -{"index":59,"Rank":23,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":30.35,"AmazonCounterfactualClassification (de)":57.98,"AmazonCounterfactualClassification (ja)":59.38,"AmazonReviewsClassification (de)":26.73,"AmazonReviewsClassification (es)":27.23,"AmazonReviewsClassification (fr)":27.0,"AmazonReviewsClassification (ja)":23.75,"AmazonReviewsClassification (zh)":23.13,"MTOPDomainClassification (de)":70.39,"MTOPDomainClassification (es)":73.35,"MTOPDomainClassification (fr)":75.57,"MTOPDomainClassification (hi)":39.06,"MTOPDomainClassification (th)":17.09,"MTOPIntentClassification (de)":45.26,"MTOPIntentClassification (es)":44.9,"MTOPIntentClassification (fr)":41.12,"MTOPIntentClassification (hi)":18.3,"MTOPIntentClassification (th)":4.68,"MassiveIntentClassification (af)":36.53,"MassiveIntentClassification (am)":2.44,"MassiveIntentClassification (ar)":18.02,"MassiveIntentClassification (az)":28.74,"MassiveIntentClassification (bn)":12.1,"MassiveIntentClassification (cy)":33.68,"MassiveIntentClassification (de)":42.21,"MassiveIntentClassification (el)":22.5,"MassiveIntentClassification (es)":40.63,"MassiveIntentClassification (fa)":19.65,"MassiveIntentClassification (fi)":36.97,"MassiveIntentClassification (fr)":41.95,"MassiveIntentClassification (he)":20.56,"MassiveIntentClassification (hi)":17.6,"MassiveIntentClassification (hu)":33.79,"MassiveIntentClassification (hy)":7.13,"MassiveIntentClassification (id)":38.6,"MassiveIntentClassification (is)":29.51,"MassiveIntentClassification (it)":40.84,"MassiveIntentClassification (ja)":30.52,"MassiveIntentClassification (jv)":35.6,"MassiveIntentClassification (ka)":8.55,"MassiveIntentClassification (km)":4.51,"MassiveIntentClassification (kn)":3.39,"MassiveIntentClassification (ko)":16.09,"MassiveIntentClassification (lv)":36.23,"MassiveIntentClassification (ml)":2.54,"MassiveIntentClassification (mn)":18.88,"MassiveIntentClassification (ms)":34.14,"MassiveIntentClassification (my)":4.49,"MassiveIntentClassification (nl)":38.17,"MassiveIntentClassification (pt)":42.6,"MassiveIntentClassification (ro)":39.3,"MassiveIntentClassification (ru)":27.14,"MassiveIntentClassification (sl)":36.45,"MassiveIntentClassification (sq)":40.24,"MassiveIntentClassification (sw)":33.87,"MassiveIntentClassification (ta)":11.43,"MassiveIntentClassification (te)":2.25,"MassiveIntentClassification (th)":10.3,"MassiveIntentClassification (tl)":38.09,"MassiveIntentClassification (tr)":33.09,"MassiveIntentClassification (ur)":15.12,"MassiveIntentClassification (vi)":37.36,"MassiveIntentClassification (zh-TW)":24.11,"MassiveScenarioClassification (af)":43.56,"MassiveScenarioClassification (am)":7.37,"MassiveScenarioClassification (ar)":24.37,"MassiveScenarioClassification (az)":35.12,"MassiveScenarioClassification (bn)":19.76,"MassiveScenarioClassification (cy)":38.78,"MassiveScenarioClassification (de)":50.05,"MassiveScenarioClassification (el)":29.29,"MassiveScenarioClassification (es)":49.3,"MassiveScenarioClassification (fa)":22.91,"MassiveScenarioClassification (fi)":40.72,"MassiveScenarioClassification (fr)":50.59,"MassiveScenarioClassification (he)":23.92,"MassiveScenarioClassification (hi)":23.15,"MassiveScenarioClassification (hu)":39.28,"MassiveScenarioClassification (hy)":12.36,"MassiveScenarioClassification (id)":43.03,"MassiveScenarioClassification (is)":35.19,"MassiveScenarioClassification (it)":49.37,"MassiveScenarioClassification (ja)":37.64,"MassiveScenarioClassification (jv)":42.82,"MassiveScenarioClassification (ka)":14.13,"MassiveScenarioClassification (km)":8.84,"MassiveScenarioClassification (kn)":8.35,"MassiveScenarioClassification (ko)":20.59,"MassiveScenarioClassification (lv)":40.16,"MassiveScenarioClassification (ml)":7.48,"MassiveScenarioClassification (mn)":24.15,"MassiveScenarioClassification (ms)":42.39,"MassiveScenarioClassification (my)":11.19,"MassiveScenarioClassification (nl)":46.52,"MassiveScenarioClassification (pt)":49.51,"MassiveScenarioClassification (ro)":47.62,"MassiveScenarioClassification (ru)":29.95,"MassiveScenarioClassification (sl)":41.42,"MassiveScenarioClassification (sq)":45.49,"MassiveScenarioClassification (sw)":41.83,"MassiveScenarioClassification (ta)":17.58,"MassiveScenarioClassification (te)":7.58,"MassiveScenarioClassification (th)":18.84,"MassiveScenarioClassification (tl)":46.35,"MassiveScenarioClassification (tr)":38.19,"MassiveScenarioClassification (ur)":23.33,"MassiveScenarioClassification (vi)":40.89,"MassiveScenarioClassification (zh-TW)":33.27} -{"index":118,"Rank":24,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":29.6,"AmazonCounterfactualClassification (de)":67.01,"AmazonCounterfactualClassification (ja)":45.61,"AmazonReviewsClassification (de)":44.05,"AmazonReviewsClassification (es)":45.01,"AmazonReviewsClassification (fr)":43.52,"AmazonReviewsClassification (ja)":22.23,"AmazonReviewsClassification (zh)":21.88,"MTOPDomainClassification (de)":83.28,"MTOPDomainClassification (es)":85.32,"MTOPDomainClassification (fr)":85.14,"MTOPDomainClassification (hi)":20.85,"MTOPDomainClassification (th)":15.62,"MTOPIntentClassification (de)":54.65,"MTOPIntentClassification (es)":57.38,"MTOPIntentClassification (fr)":54.39,"MTOPIntentClassification (hi)":3.28,"MTOPIntentClassification (th)":5.08,"MassiveIntentClassification (af)":40.17,"MassiveIntentClassification (am)":2.18,"MassiveIntentClassification (ar)":4.18,"MassiveIntentClassification (az)":30.02,"MassiveIntentClassification (bn)":2.6,"MassiveIntentClassification (cy)":29.15,"MassiveIntentClassification (de)":57.43,"MassiveIntentClassification (el)":9.96,"MassiveIntentClassification (es)":57.97,"MassiveIntentClassification (fa)":3.6,"MassiveIntentClassification (fi)":34.02,"MassiveIntentClassification (fr)":60.99,"MassiveIntentClassification (he)":2.51,"MassiveIntentClassification (hi)":3.02,"MassiveIntentClassification (hu)":31.66,"MassiveIntentClassification (hy)":3.32,"MassiveIntentClassification (id)":41.53,"MassiveIntentClassification (is)":30.25,"MassiveIntentClassification (it)":56.57,"MassiveIntentClassification (ja)":3.5,"MassiveIntentClassification (jv)":31.67,"MassiveIntentClassification (ka)":2.79,"MassiveIntentClassification (km)":5.43,"MassiveIntentClassification (kn)":2.79,"MassiveIntentClassification (ko)":2.67,"MassiveIntentClassification (lv)":34.25,"MassiveIntentClassification (ml)":2.98,"MassiveIntentClassification (mn)":20.99,"MassiveIntentClassification (ms)":37.43,"MassiveIntentClassification (my)":4.02,"MassiveIntentClassification (nl)":50.51,"MassiveIntentClassification (pt)":57.95,"MassiveIntentClassification (ro)":49.37,"MassiveIntentClassification (ru)":33.46,"MassiveIntentClassification (sl)":36.33,"MassiveIntentClassification (sq)":37.65,"MassiveIntentClassification (sw)":30.6,"MassiveIntentClassification (ta)":1.79,"MassiveIntentClassification (te)":2.26,"MassiveIntentClassification (th)":4.02,"MassiveIntentClassification (tl)":38.92,"MassiveIntentClassification (tr)":32.05,"MassiveIntentClassification (ur)":2.7,"MassiveIntentClassification (vi)":21.47,"MassiveIntentClassification (zh-TW)":3.24,"MassiveScenarioClassification (af)":50.81,"MassiveScenarioClassification (am)":6.95,"MassiveScenarioClassification (ar)":12.32,"MassiveScenarioClassification (az)":38.79,"MassiveScenarioClassification (bn)":8.0,"MassiveScenarioClassification (cy)":33.91,"MassiveScenarioClassification (de)":65.33,"MassiveScenarioClassification (el)":16.89,"MassiveScenarioClassification (es)":62.52,"MassiveScenarioClassification (fa)":6.08,"MassiveScenarioClassification (fi)":43.34,"MassiveScenarioClassification (fr)":66.42,"MassiveScenarioClassification (he)":7.55,"MassiveScenarioClassification (hi)":7.44,"MassiveScenarioClassification (hu)":40.85,"MassiveScenarioClassification (hy)":9.25,"MassiveScenarioClassification (id)":51.92,"MassiveScenarioClassification (is)":40.09,"MassiveScenarioClassification (it)":62.94,"MassiveScenarioClassification (ja)":7.9,"MassiveScenarioClassification (jv)":41.33,"MassiveScenarioClassification (ka)":7.76,"MassiveScenarioClassification (km)":9.19,"MassiveScenarioClassification (kn)":8.36,"MassiveScenarioClassification (ko)":6.13,"MassiveScenarioClassification (lv)":40.7,"MassiveScenarioClassification (ml)":6.98,"MassiveScenarioClassification (mn)":27.0,"MassiveScenarioClassification (ms)":46.9,"MassiveScenarioClassification (my)":9.55,"MassiveScenarioClassification (nl)":59.65,"MassiveScenarioClassification (pt)":62.18,"MassiveScenarioClassification (ro)":58.22,"MassiveScenarioClassification (ru)":40.73,"MassiveScenarioClassification (sl)":43.66,"MassiveScenarioClassification (sq)":49.25,"MassiveScenarioClassification (sw)":40.55,"MassiveScenarioClassification (ta)":7.46,"MassiveScenarioClassification (te)":7.03,"MassiveScenarioClassification (th)":8.52,"MassiveScenarioClassification (tl)":51.74,"MassiveScenarioClassification (tr)":43.01,"MassiveScenarioClassification (ur)":9.61,"MassiveScenarioClassification (vi)":28.91,"MassiveScenarioClassification (zh-TW)":7.14} -{"index":111,"Rank":25,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":28.9,"AmazonCounterfactualClassification (de)":59.38,"AmazonCounterfactualClassification (ja)":45.87,"AmazonReviewsClassification (de)":33.06,"AmazonReviewsClassification (es)":34.0,"AmazonReviewsClassification (fr)":33.48,"AmazonReviewsClassification (ja)":21.78,"AmazonReviewsClassification (zh)":21.83,"MTOPDomainClassification (de)":81.91,"MTOPDomainClassification (es)":84.7,"MTOPDomainClassification (fr)":82.48,"MTOPDomainClassification (hi)":22.11,"MTOPDomainClassification (th)":16.36,"MTOPIntentClassification (de)":52.13,"MTOPIntentClassification (es)":52.62,"MTOPIntentClassification (fr)":46.39,"MTOPIntentClassification (hi)":3.9,"MTOPIntentClassification (th)":5.38,"MassiveIntentClassification (af)":41.02,"MassiveIntentClassification (am)":2.34,"MassiveIntentClassification (ar)":4.87,"MassiveIntentClassification (az)":34.92,"MassiveIntentClassification (bn)":2.52,"MassiveIntentClassification (cy)":35.87,"MassiveIntentClassification (de)":51.48,"MassiveIntentClassification (el)":10.0,"MassiveIntentClassification (es)":53.3,"MassiveIntentClassification (fa)":3.59,"MassiveIntentClassification (fi)":37.35,"MassiveIntentClassification (fr)":54.83,"MassiveIntentClassification (he)":2.52,"MassiveIntentClassification (hi)":2.88,"MassiveIntentClassification (hu)":33.52,"MassiveIntentClassification (hy)":3.13,"MassiveIntentClassification (id)":40.11,"MassiveIntentClassification (is)":34.77,"MassiveIntentClassification (it)":51.21,"MassiveIntentClassification (ja)":4.75,"MassiveIntentClassification (jv)":35.6,"MassiveIntentClassification (ka)":2.71,"MassiveIntentClassification (km)":5.48,"MassiveIntentClassification (kn)":2.44,"MassiveIntentClassification (ko)":2.59,"MassiveIntentClassification (lv)":38.15,"MassiveIntentClassification (ml)":2.67,"MassiveIntentClassification (mn)":18.47,"MassiveIntentClassification (ms)":35.58,"MassiveIntentClassification (my)":4.35,"MassiveIntentClassification (nl)":45.96,"MassiveIntentClassification (pt)":52.27,"MassiveIntentClassification (ro)":46.39,"MassiveIntentClassification (ru)":16.82,"MassiveIntentClassification (sl)":37.3,"MassiveIntentClassification (sq)":41.73,"MassiveIntentClassification (sw)":35.97,"MassiveIntentClassification (ta)":1.52,"MassiveIntentClassification (te)":2.57,"MassiveIntentClassification (th)":3.94,"MassiveIntentClassification (tl)":41.03,"MassiveIntentClassification (tr)":33.75,"MassiveIntentClassification (ur)":2.57,"MassiveIntentClassification (vi)":25.23,"MassiveIntentClassification (zh-TW)":4.64,"MassiveScenarioClassification (af)":51.48,"MassiveScenarioClassification (am)":7.74,"MassiveScenarioClassification (ar)":12.03,"MassiveScenarioClassification (az)":41.77,"MassiveScenarioClassification (bn)":8.07,"MassiveScenarioClassification (cy)":43.67,"MassiveScenarioClassification (de)":63.63,"MassiveScenarioClassification (el)":16.83,"MassiveScenarioClassification (es)":61.48,"MassiveScenarioClassification (fa)":6.48,"MassiveScenarioClassification (fi)":43.54,"MassiveScenarioClassification (fr)":64.06,"MassiveScenarioClassification (he)":8.03,"MassiveScenarioClassification (hi)":7.5,"MassiveScenarioClassification (hu)":42.59,"MassiveScenarioClassification (hy)":9.22,"MassiveScenarioClassification (id)":48.67,"MassiveScenarioClassification (is)":43.87,"MassiveScenarioClassification (it)":59.83,"MassiveScenarioClassification (ja)":5.62,"MassiveScenarioClassification (jv)":42.18,"MassiveScenarioClassification (ka)":7.52,"MassiveScenarioClassification (km)":9.55,"MassiveScenarioClassification (kn)":8.34,"MassiveScenarioClassification (ko)":6.11,"MassiveScenarioClassification (lv)":43.35,"MassiveScenarioClassification (ml)":7.28,"MassiveScenarioClassification (mn)":23.94,"MassiveScenarioClassification (ms)":45.18,"MassiveScenarioClassification (my)":9.33,"MassiveScenarioClassification (nl)":57.02,"MassiveScenarioClassification (pt)":59.45,"MassiveScenarioClassification (ro)":56.8,"MassiveScenarioClassification (ru)":25.85,"MassiveScenarioClassification (sl)":42.51,"MassiveScenarioClassification (sq)":50.41,"MassiveScenarioClassification (sw)":43.02,"MassiveScenarioClassification (ta)":7.21,"MassiveScenarioClassification (te)":6.9,"MassiveScenarioClassification (th)":8.7,"MassiveScenarioClassification (tl)":51.76,"MassiveScenarioClassification (tr)":42.54,"MassiveScenarioClassification (ur)":9.32,"MassiveScenarioClassification (vi)":31.51,"MassiveScenarioClassification (zh-TW)":8.16} -{"index":117,"Rank":26,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":28.26,"AmazonCounterfactualClassification (de)":67.97,"AmazonCounterfactualClassification (ja)":45.72,"AmazonReviewsClassification (de)":43.16,"AmazonReviewsClassification (es)":42.89,"AmazonReviewsClassification (fr)":41.48,"AmazonReviewsClassification (ja)":22.49,"AmazonReviewsClassification (zh)":22.12,"MTOPDomainClassification (de)":80.56,"MTOPDomainClassification (es)":80.78,"MTOPDomainClassification (fr)":79.6,"MTOPDomainClassification (hi)":21.22,"MTOPDomainClassification (th)":15.82,"MTOPIntentClassification (de)":52.5,"MTOPIntentClassification (es)":52.07,"MTOPIntentClassification (fr)":47.73,"MTOPIntentClassification (hi)":3.74,"MTOPIntentClassification (th)":4.96,"MassiveIntentClassification (af)":38.41,"MassiveIntentClassification (am)":2.49,"MassiveIntentClassification (ar)":4.7,"MassiveIntentClassification (az)":31.77,"MassiveIntentClassification (bn)":2.77,"MassiveIntentClassification (cy)":31.69,"MassiveIntentClassification (de)":52.01,"MassiveIntentClassification (el)":9.74,"MassiveIntentClassification (es)":54.1,"MassiveIntentClassification (fa)":3.86,"MassiveIntentClassification (fi)":34.07,"MassiveIntentClassification (fr)":57.01,"MassiveIntentClassification (he)":2.14,"MassiveIntentClassification (hi)":2.97,"MassiveIntentClassification (hu)":32.01,"MassiveIntentClassification (hy)":3.17,"MassiveIntentClassification (id)":34.55,"MassiveIntentClassification (is)":32.0,"MassiveIntentClassification (it)":52.94,"MassiveIntentClassification (ja)":2.9,"MassiveIntentClassification (jv)":32.42,"MassiveIntentClassification (ka)":2.71,"MassiveIntentClassification (km)":5.5,"MassiveIntentClassification (kn)":2.41,"MassiveIntentClassification (ko)":2.57,"MassiveIntentClassification (lv)":35.09,"MassiveIntentClassification (ml)":2.95,"MassiveIntentClassification (mn)":18.33,"MassiveIntentClassification (ms)":29.69,"MassiveIntentClassification (my)":3.99,"MassiveIntentClassification (nl)":44.95,"MassiveIntentClassification (pt)":51.96,"MassiveIntentClassification (ro)":43.83,"MassiveIntentClassification (ru)":17.32,"MassiveIntentClassification (sl)":33.71,"MassiveIntentClassification (sq)":37.62,"MassiveIntentClassification (sw)":31.9,"MassiveIntentClassification (ta)":1.91,"MassiveIntentClassification (te)":2.54,"MassiveIntentClassification (th)":3.85,"MassiveIntentClassification (tl)":36.83,"MassiveIntentClassification (tr)":33.0,"MassiveIntentClassification (ur)":2.62,"MassiveIntentClassification (vi)":22.81,"MassiveIntentClassification (zh-TW)":3.49,"MassiveScenarioClassification (af)":50.28,"MassiveScenarioClassification (am)":7.15,"MassiveScenarioClassification (ar)":12.12,"MassiveScenarioClassification (az)":39.68,"MassiveScenarioClassification (bn)":8.06,"MassiveScenarioClassification (cy)":38.01,"MassiveScenarioClassification (de)":62.71,"MassiveScenarioClassification (el)":17.19,"MassiveScenarioClassification (es)":59.56,"MassiveScenarioClassification (fa)":6.5,"MassiveScenarioClassification (fi)":41.72,"MassiveScenarioClassification (fr)":63.6,"MassiveScenarioClassification (he)":7.93,"MassiveScenarioClassification (hi)":7.85,"MassiveScenarioClassification (hu)":41.37,"MassiveScenarioClassification (hy)":9.42,"MassiveScenarioClassification (id)":44.88,"MassiveScenarioClassification (is)":40.86,"MassiveScenarioClassification (it)":60.09,"MassiveScenarioClassification (ja)":6.56,"MassiveScenarioClassification (jv)":40.18,"MassiveScenarioClassification (ka)":7.37,"MassiveScenarioClassification (km)":9.56,"MassiveScenarioClassification (kn)":8.4,"MassiveScenarioClassification (ko)":5.96,"MassiveScenarioClassification (lv)":41.44,"MassiveScenarioClassification (ml)":7.47,"MassiveScenarioClassification (mn)":25.36,"MassiveScenarioClassification (ms)":39.69,"MassiveScenarioClassification (my)":9.68,"MassiveScenarioClassification (nl)":56.09,"MassiveScenarioClassification (pt)":57.99,"MassiveScenarioClassification (ro)":56.0,"MassiveScenarioClassification (ru)":27.47,"MassiveScenarioClassification (sl)":41.04,"MassiveScenarioClassification (sq)":49.38,"MassiveScenarioClassification (sw)":40.62,"MassiveScenarioClassification (ta)":7.59,"MassiveScenarioClassification (te)":7.07,"MassiveScenarioClassification (th)":8.52,"MassiveScenarioClassification (tl)":49.89,"MassiveScenarioClassification (tr)":43.08,"MassiveScenarioClassification (ur)":9.31,"MassiveScenarioClassification (vi)":27.46,"MassiveScenarioClassification (zh-TW)":7.24} -{"index":116,"Rank":27,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":26.73,"AmazonCounterfactualClassification (de)":69.98,"AmazonCounterfactualClassification (ja)":46.05,"AmazonReviewsClassification (de)":37.9,"AmazonReviewsClassification (es)":37.33,"AmazonReviewsClassification (fr)":37.35,"AmazonReviewsClassification (ja)":22.29,"AmazonReviewsClassification (zh)":21.53,"MTOPDomainClassification (de)":76.98,"MTOPDomainClassification (es)":73.61,"MTOPDomainClassification (fr)":75.03,"MTOPDomainClassification (hi)":21.4,"MTOPDomainClassification (th)":16.21,"MTOPIntentClassification (de)":44.43,"MTOPIntentClassification (es)":42.03,"MTOPIntentClassification (fr)":43.85,"MTOPIntentClassification (hi)":3.8,"MTOPIntentClassification (th)":5.21,"MassiveIntentClassification (af)":34.32,"MassiveIntentClassification (am)":2.38,"MassiveIntentClassification (ar)":4.53,"MassiveIntentClassification (az)":31.76,"MassiveIntentClassification (bn)":2.58,"MassiveIntentClassification (cy)":28.94,"MassiveIntentClassification (de)":45.23,"MassiveIntentClassification (el)":10.05,"MassiveIntentClassification (es)":45.32,"MassiveIntentClassification (fa)":3.58,"MassiveIntentClassification (fi)":33.52,"MassiveIntentClassification (fr)":51.13,"MassiveIntentClassification (he)":2.63,"MassiveIntentClassification (hi)":2.68,"MassiveIntentClassification (hu)":32.31,"MassiveIntentClassification (hy)":3.33,"MassiveIntentClassification (id)":35.5,"MassiveIntentClassification (is)":29.82,"MassiveIntentClassification (it)":45.59,"MassiveIntentClassification (ja)":3.67,"MassiveIntentClassification (jv)":31.15,"MassiveIntentClassification (ka)":2.77,"MassiveIntentClassification (km)":5.66,"MassiveIntentClassification (kn)":2.59,"MassiveIntentClassification (ko)":2.34,"MassiveIntentClassification (lv)":33.97,"MassiveIntentClassification (ml)":2.55,"MassiveIntentClassification (mn)":14.7,"MassiveIntentClassification (ms)":33.12,"MassiveIntentClassification (my)":4.42,"MassiveIntentClassification (nl)":37.96,"MassiveIntentClassification (pt)":43.35,"MassiveIntentClassification (ro)":42.69,"MassiveIntentClassification (ru)":14.82,"MassiveIntentClassification (sl)":34.54,"MassiveIntentClassification (sq)":38.54,"MassiveIntentClassification (sw)":32.14,"MassiveIntentClassification (ta)":1.41,"MassiveIntentClassification (te)":2.5,"MassiveIntentClassification (th)":3.71,"MassiveIntentClassification (tl)":36.04,"MassiveIntentClassification (tr)":33.77,"MassiveIntentClassification (ur)":2.99,"MassiveIntentClassification (vi)":22.62,"MassiveIntentClassification (zh-TW)":4.63,"MassiveScenarioClassification (af)":44.45,"MassiveScenarioClassification (am)":7.51,"MassiveScenarioClassification (ar)":12.32,"MassiveScenarioClassification (az)":38.41,"MassiveScenarioClassification (bn)":8.45,"MassiveScenarioClassification (cy)":35.04,"MassiveScenarioClassification (de)":59.12,"MassiveScenarioClassification (el)":17.68,"MassiveScenarioClassification (es)":55.61,"MassiveScenarioClassification (fa)":6.86,"MassiveScenarioClassification (fi)":41.34,"MassiveScenarioClassification (fr)":59.92,"MassiveScenarioClassification (he)":7.86,"MassiveScenarioClassification (hi)":7.63,"MassiveScenarioClassification (hu)":41.31,"MassiveScenarioClassification (hy)":9.23,"MassiveScenarioClassification (id)":44.64,"MassiveScenarioClassification (is)":39.63,"MassiveScenarioClassification (it)":54.58,"MassiveScenarioClassification (ja)":4.96,"MassiveScenarioClassification (jv)":40.73,"MassiveScenarioClassification (ka)":7.51,"MassiveScenarioClassification (km)":8.73,"MassiveScenarioClassification (kn)":7.99,"MassiveScenarioClassification (ko)":6.03,"MassiveScenarioClassification (lv)":36.42,"MassiveScenarioClassification (ml)":6.96,"MassiveScenarioClassification (mn)":19.85,"MassiveScenarioClassification (ms)":43.18,"MassiveScenarioClassification (my)":9.46,"MassiveScenarioClassification (nl)":50.0,"MassiveScenarioClassification (pt)":52.24,"MassiveScenarioClassification (ro)":53.7,"MassiveScenarioClassification (ru)":20.69,"MassiveScenarioClassification (sl)":39.79,"MassiveScenarioClassification (sq)":50.16,"MassiveScenarioClassification (sw)":40.48,"MassiveScenarioClassification (ta)":7.47,"MassiveScenarioClassification (te)":6.87,"MassiveScenarioClassification (th)":8.26,"MassiveScenarioClassification (tl)":48.94,"MassiveScenarioClassification (tr)":41.83,"MassiveScenarioClassification (ur)":9.77,"MassiveScenarioClassification (vi)":30.01,"MassiveScenarioClassification (zh-TW)":7.91} -{"index":109,"Rank":28,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":24.49,"AmazonCounterfactualClassification (de)":54.46,"AmazonCounterfactualClassification (ja)":43.87,"AmazonReviewsClassification (de)":24.08,"AmazonReviewsClassification (es)":23.88,"AmazonReviewsClassification (fr)":23.31,"AmazonReviewsClassification (ja)":20.25,"AmazonReviewsClassification (zh)":20.49,"MTOPDomainClassification (de)":48.55,"MTOPDomainClassification (es)":58.39,"MTOPDomainClassification (fr)":54.61,"MTOPDomainClassification (hi)":21.22,"MTOPDomainClassification (th)":14.98,"MTOPIntentClassification (de)":35.55,"MTOPIntentClassification (es)":36.72,"MTOPIntentClassification (fr)":34.71,"MTOPIntentClassification (hi)":4.44,"MTOPIntentClassification (th)":4.67,"MassiveIntentClassification (af)":33.68,"MassiveIntentClassification (am)":2.94,"MassiveIntentClassification (ar)":10.04,"MassiveIntentClassification (az)":30.74,"MassiveIntentClassification (bn)":3.02,"MassiveIntentClassification (cy)":33.94,"MassiveIntentClassification (de)":36.06,"MassiveIntentClassification (el)":27.7,"MassiveIntentClassification (es)":35.6,"MassiveIntentClassification (fa)":17.97,"MassiveIntentClassification (fi)":35.53,"MassiveIntentClassification (fr)":38.41,"MassiveIntentClassification (he)":2.69,"MassiveIntentClassification (hi)":3.43,"MassiveIntentClassification (hu)":34.05,"MassiveIntentClassification (hy)":3.11,"MassiveIntentClassification (id)":40.02,"MassiveIntentClassification (is)":32.63,"MassiveIntentClassification (it)":39.28,"MassiveIntentClassification (ja)":4.95,"MassiveIntentClassification (jv)":34.95,"MassiveIntentClassification (ka)":2.57,"MassiveIntentClassification (km)":4.73,"MassiveIntentClassification (kn)":3.54,"MassiveIntentClassification (ko)":2.68,"MassiveIntentClassification (lv)":37.91,"MassiveIntentClassification (ml)":2.88,"MassiveIntentClassification (mn)":16.94,"MassiveIntentClassification (ms)":36.6,"MassiveIntentClassification (my)":3.96,"MassiveIntentClassification (nl)":33.95,"MassiveIntentClassification (pt)":43.05,"MassiveIntentClassification (ro)":36.2,"MassiveIntentClassification (ru)":25.3,"MassiveIntentClassification (sl)":35.9,"MassiveIntentClassification (sq)":36.6,"MassiveIntentClassification (sw)":34.81,"MassiveIntentClassification (ta)":3.11,"MassiveIntentClassification (te)":2.53,"MassiveIntentClassification (th)":4.38,"MassiveIntentClassification (tl)":35.51,"MassiveIntentClassification (tr)":32.02,"MassiveIntentClassification (ur)":9.61,"MassiveIntentClassification (vi)":37.07,"MassiveIntentClassification (zh-TW)":4.79,"MassiveScenarioClassification (af)":36.17,"MassiveScenarioClassification (am)":7.64,"MassiveScenarioClassification (ar)":15.26,"MassiveScenarioClassification (az)":30.73,"MassiveScenarioClassification (bn)":7.15,"MassiveScenarioClassification (cy)":34.73,"MassiveScenarioClassification (de)":38.62,"MassiveScenarioClassification (el)":27.18,"MassiveScenarioClassification (es)":39.44,"MassiveScenarioClassification (fa)":21.43,"MassiveScenarioClassification (fi)":33.21,"MassiveScenarioClassification (fr)":40.26,"MassiveScenarioClassification (he)":7.42,"MassiveScenarioClassification (hi)":8.06,"MassiveScenarioClassification (hu)":34.54,"MassiveScenarioClassification (hy)":8.61,"MassiveScenarioClassification (id)":40.04,"MassiveScenarioClassification (is)":33.57,"MassiveScenarioClassification (it)":40.1,"MassiveScenarioClassification (ja)":9.96,"MassiveScenarioClassification (jv)":36.11,"MassiveScenarioClassification (ka)":7.13,"MassiveScenarioClassification (km)":9.66,"MassiveScenarioClassification (kn)":7.55,"MassiveScenarioClassification (ko)":7.27,"MassiveScenarioClassification (lv)":37.03,"MassiveScenarioClassification (ml)":7.22,"MassiveScenarioClassification (mn)":21.53,"MassiveScenarioClassification (ms)":37.57,"MassiveScenarioClassification (my)":9.54,"MassiveScenarioClassification (nl)":34.62,"MassiveScenarioClassification (pt)":44.68,"MassiveScenarioClassification (ro)":37.29,"MassiveScenarioClassification (ru)":28.16,"MassiveScenarioClassification (sl)":37.95,"MassiveScenarioClassification (sq)":37.82,"MassiveScenarioClassification (sw)":35.37,"MassiveScenarioClassification (ta)":7.19,"MassiveScenarioClassification (te)":7.29,"MassiveScenarioClassification (th)":9.47,"MassiveScenarioClassification (tl)":37.31,"MassiveScenarioClassification (tr)":34.57,"MassiveScenarioClassification (ur)":16.17,"MassiveScenarioClassification (vi)":35.91,"MassiveScenarioClassification (zh-TW)":10.19} -{"index":0,"Rank":29,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":41.59,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":90.05,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":66.09,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":62.83,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":69.71,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":1,"Rank":30,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":37.26,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":79.79,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":45.62,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":53.7,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":62.46,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":2,"Rank":31,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":42.15,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":87.68,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":59.44,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":63.08,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":70.15,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":3,"Rank":32,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":41.98,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":90.12,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":62.44,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.94,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":72.78,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":4,"Rank":33,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":43.36,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":90.33,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":60.52,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":68.06,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":74.29,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":6,"Rank":34,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.18,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":7,"Rank":35,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":35.07,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":75.7,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":63.76,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":56.03,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":59.3,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":8,"Rank":36,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":52.95,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":9,"Rank":37,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":53.47,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":47.21,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":93.48,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":80.23,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":76.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":79.1,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":10,"Rank":38,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":55.53,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":53.98,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":96.69,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":87.47,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":81.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":86.64,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":11,"Rank":39,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":40.11,"AmazonReviewsClassification (es)":40.17,"AmazonReviewsClassification (fr)":39.57,"AmazonReviewsClassification (ja)":35.75,"AmazonReviewsClassification (zh)":33.34,"MTOPDomainClassification (de)":88.27,"MTOPDomainClassification (es)":90.88,"MTOPDomainClassification (fr)":87.49,"MTOPDomainClassification (hi)":89.45,"MTOPDomainClassification (th)":83.46,"MTOPIntentClassification (de)":63.51,"MTOPIntentClassification (es)":71.66,"MTOPIntentClassification (fr)":64.06,"MTOPIntentClassification (hi)":65.27,"MTOPIntentClassification (th)":63.05,"MassiveIntentClassification (af)":57.95,"MassiveIntentClassification (am)":49.27,"MassiveIntentClassification (ar)":55.49,"MassiveIntentClassification (az)":60.98,"MassiveIntentClassification (bn)":57.57,"MassiveIntentClassification (cy)":48.35,"MassiveIntentClassification (de)":62.55,"MassiveIntentClassification (el)":63.09,"MassiveIntentClassification (es)":67.41,"MassiveIntentClassification (fa)":65.6,"MassiveIntentClassification (fi)":62.91,"MassiveIntentClassification (fr)":67.92,"MassiveIntentClassification (he)":55.2,"MassiveIntentClassification (hi)":65.04,"MassiveIntentClassification (hu)":63.31,"MassiveIntentClassification (hy)":55.52,"MassiveIntentClassification (id)":66.06,"MassiveIntentClassification (is)":56.02,"MassiveIntentClassification (it)":67.28,"MassiveIntentClassification (ja)":66.8,"MassiveIntentClassification (jv)":50.18,"MassiveIntentClassification (ka)":47.89,"MassiveIntentClassification (km)":50.8,"MassiveIntentClassification (kn)":57.23,"MassiveIntentClassification (ko)":64.59,"MassiveIntentClassification (lv)":59.08,"MassiveIntentClassification (ml)":59.55,"MassiveIntentClassification (mn)":53.44,"MassiveIntentClassification (ms)":61.65,"MassiveIntentClassification (my)":53.46,"MassiveIntentClassification (nl)":66.36,"MassiveIntentClassification (pt)":68.07,"MassiveIntentClassification (ro)":63.12,"MassiveIntentClassification (ru)":67.46,"MassiveIntentClassification (sl)":60.54,"MassiveIntentClassification (sq)":58.2,"MassiveIntentClassification (sw)":51.68,"MassiveIntentClassification (ta)":58.52,"MassiveIntentClassification (te)":58.53,"MassiveIntentClassification (th)":61.88,"MassiveIntentClassification (tl)":56.65,"MassiveIntentClassification (tr)":64.85,"MassiveIntentClassification (ur)":58.62,"MassiveIntentClassification (vi)":64.16,"MassiveIntentClassification (zh-TW)":64.17,"MassiveScenarioClassification (af)":64.9,"MassiveScenarioClassification (am)":57.28,"MassiveScenarioClassification (ar)":62.27,"MassiveScenarioClassification (az)":65.1,"MassiveScenarioClassification (bn)":62.41,"MassiveScenarioClassification (cy)":55.37,"MassiveScenarioClassification (de)":70.3,"MassiveScenarioClassification (el)":69.53,"MassiveScenarioClassification (es)":72.45,"MassiveScenarioClassification (fa)":70.27,"MassiveScenarioClassification (fi)":67.21,"MassiveScenarioClassification (fr)":72.65,"MassiveScenarioClassification (he)":61.7,"MassiveScenarioClassification (hi)":70.14,"MassiveScenarioClassification (hu)":70.51,"MassiveScenarioClassification (hy)":60.14,"MassiveScenarioClassification (id)":70.62,"MassiveScenarioClassification (is)":61.53,"MassiveScenarioClassification (it)":72.0,"MassiveScenarioClassification (ja)":71.59,"MassiveScenarioClassification (jv)":57.01,"MassiveScenarioClassification (ka)":53.26,"MassiveScenarioClassification (km)":57.8,"MassiveScenarioClassification (kn)":62.39,"MassiveScenarioClassification (ko)":69.54,"MassiveScenarioClassification (lv)":63.37,"MassiveScenarioClassification (ml)":64.82,"MassiveScenarioClassification (mn)":59.35,"MassiveScenarioClassification (ms)":66.68,"MassiveScenarioClassification (my)":59.43,"MassiveScenarioClassification (nl)":71.96,"MassiveScenarioClassification (pt)":71.87,"MassiveScenarioClassification (ro)":68.51,"MassiveScenarioClassification (ru)":71.65,"MassiveScenarioClassification (sl)":66.82,"MassiveScenarioClassification (sq)":65.26,"MassiveScenarioClassification (sw)":58.3,"MassiveScenarioClassification (ta)":62.73,"MassiveScenarioClassification (te)":66.58,"MassiveScenarioClassification (th)":68.23,"MassiveScenarioClassification (tl)":61.97,"MassiveScenarioClassification (tr)":70.73,"MassiveScenarioClassification (ur)":63.16,"MassiveScenarioClassification (vi)":67.92,"MassiveScenarioClassification (zh-TW)":71.61} -{"index":12,"Rank":40,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.81,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":13,"Rank":41,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.8,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":14,"Rank":42,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.15,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":15,"Rank":43,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":41.94,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":16,"Rank":44,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":41.38,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":17,"Rank":45,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":55.19,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":54.34,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":97.2,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":93.07,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":79.6,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":82.18,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":18,"Rank":46,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":35.91,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":19,"Rank":47,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":49.5,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":20,"Rank":48,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":54.11,"AmazonCounterfactualClassification (ja)":53.95,"AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":39.68,"MTOPDomainClassification (de)":57.22,"MTOPDomainClassification (es)":58.4,"MTOPDomainClassification (fr)":54.97,"MTOPDomainClassification (hi)":64.17,"MTOPDomainClassification (th)":70.47,"MTOPIntentClassification (de)":32.18,"MTOPIntentClassification (es)":33.9,"MTOPIntentClassification (fr)":26.69,"MTOPIntentClassification (hi)":38.27,"MTOPIntentClassification (th)":42.73,"MassiveIntentClassification (af)":33.5,"MassiveIntentClassification (am)":19.56,"MassiveIntentClassification (ar)":26.46,"MassiveIntentClassification (az)":31.58,"MassiveIntentClassification (bn)":27.99,"MassiveIntentClassification (cy)":28.26,"MassiveIntentClassification (de)":34.2,"MassiveIntentClassification (el)":26.02,"MassiveIntentClassification (es)":36.37,"MassiveIntentClassification (fa)":48.91,"MassiveIntentClassification (fi)":30.11,"MassiveIntentClassification (fr)":37.53,"MassiveIntentClassification (he)":24.86,"MassiveIntentClassification (hi)":39.14,"MassiveIntentClassification (hu)":31.97,"MassiveIntentClassification (hy)":31.36,"MassiveIntentClassification (id)":37.04,"MassiveIntentClassification (is)":28.61,"MassiveIntentClassification (it)":37.86,"MassiveIntentClassification (ja)":47.9,"MassiveIntentClassification (jv)":29.08,"MassiveIntentClassification (ka)":25.77,"MassiveIntentClassification (km)":23.66,"MassiveIntentClassification (kn)":21.27,"MassiveIntentClassification (ko)":40.42,"MassiveIntentClassification (lv)":30.13,"MassiveIntentClassification (ml)":25.89,"MassiveIntentClassification (mn)":27.71,"MassiveIntentClassification (ms)":33.04,"MassiveIntentClassification (my)":24.19,"MassiveIntentClassification (nl)":39.31,"MassiveIntentClassification (pt)":40.26,"MassiveIntentClassification (ro)":35.42,"MassiveIntentClassification (ru)":39.69,"MassiveIntentClassification (sl)":31.09,"MassiveIntentClassification (sq)":35.15,"MassiveIntentClassification (sw)":27.91,"MassiveIntentClassification (ta)":28.12,"MassiveIntentClassification (te)":26.34,"MassiveIntentClassification (th)":48.24,"MassiveIntentClassification (tl)":32.73,"MassiveIntentClassification (tr)":30.21,"MassiveIntentClassification (ur)":30.28,"MassiveIntentClassification (vi)":40.45,"MassiveIntentClassification (zh-TW)":64.03,"MassiveScenarioClassification (af)":43.53,"MassiveScenarioClassification (am)":25.3,"MassiveScenarioClassification (ar)":34.91,"MassiveScenarioClassification (az)":36.37,"MassiveScenarioClassification (bn)":39.2,"MassiveScenarioClassification (cy)":32.18,"MassiveScenarioClassification (de)":43.92,"MassiveScenarioClassification (el)":35.03,"MassiveScenarioClassification (es)":41.96,"MassiveScenarioClassification (fa)":58.36,"MassiveScenarioClassification (fi)":33.95,"MassiveScenarioClassification (fr)":45.32,"MassiveScenarioClassification (he)":34.06,"MassiveScenarioClassification (hi)":48.77,"MassiveScenarioClassification (hu)":39.92,"MassiveScenarioClassification (hy)":38.09,"MassiveScenarioClassification (id)":45.08,"MassiveScenarioClassification (is)":36.55,"MassiveScenarioClassification (it)":44.38,"MassiveScenarioClassification (ja)":57.02,"MassiveScenarioClassification (jv)":35.51,"MassiveScenarioClassification (ka)":33.41,"MassiveScenarioClassification (km)":30.9,"MassiveScenarioClassification (kn)":26.83,"MassiveScenarioClassification (ko)":49.52,"MassiveScenarioClassification (lv)":34.02,"MassiveScenarioClassification (ml)":34.55,"MassiveScenarioClassification (mn)":34.14,"MassiveScenarioClassification (ms)":42.71,"MassiveScenarioClassification (my)":31.0,"MassiveScenarioClassification (nl)":51.44,"MassiveScenarioClassification (pt)":45.9,"MassiveScenarioClassification (ro)":45.01,"MassiveScenarioClassification (ru)":48.66,"MassiveScenarioClassification (sl)":38.34,"MassiveScenarioClassification (sq)":44.78,"MassiveScenarioClassification (sw)":36.02,"MassiveScenarioClassification (ta)":37.81,"MassiveScenarioClassification (te)":34.6,"MassiveScenarioClassification (th)":57.38,"MassiveScenarioClassification (tl)":39.36,"MassiveScenarioClassification (tr)":36.16,"MassiveScenarioClassification (ur)":36.43,"MassiveScenarioClassification (vi)":47.04,"MassiveScenarioClassification (zh-TW)":71.96} -{"index":21,"Rank":49,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":42.04,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":25.8,"MassiveIntentClassification (am)":3.34,"MassiveIntentClassification (ar)":6.49,"MassiveIntentClassification (az)":24.77,"MassiveIntentClassification (bn)":4.3,"MassiveIntentClassification (cy)":26.39,"MassiveIntentClassification (de)":28.09,"MassiveIntentClassification (el)":19.24,"MassiveIntentClassification (es)":30.62,"MassiveIntentClassification (fa)":7.21,"MassiveIntentClassification (fi)":27.21,"MassiveIntentClassification (fr)":32.64,"MassiveIntentClassification (he)":2.66,"MassiveIntentClassification (hi)":4.59,"MassiveIntentClassification (hu)":25.65,"MassiveIntentClassification (hy)":4.86,"MassiveIntentClassification (id)":29.81,"MassiveIntentClassification (is)":23.53,"MassiveIntentClassification (it)":34.47,"MassiveIntentClassification (ja)":39.4,"MassiveIntentClassification (jv)":28.75,"MassiveIntentClassification (ka)":4.34,"MassiveIntentClassification (km)":6.1,"MassiveIntentClassification (kn)":4.46,"MassiveIntentClassification (ko)":14.16,"MassiveIntentClassification (lv)":29.86,"MassiveIntentClassification (ml)":3.69,"MassiveIntentClassification (mn)":7.86,"MassiveIntentClassification (ms)":28.05,"MassiveIntentClassification (my)":6.98,"MassiveIntentClassification (nl)":32.92,"MassiveIntentClassification (pt)":33.53,"MassiveIntentClassification (ro)":31.32,"MassiveIntentClassification (ru)":11.27,"MassiveIntentClassification (sl)":27.94,"MassiveIntentClassification (sq)":32.9,"MassiveIntentClassification (sw)":29.4,"MassiveIntentClassification (ta)":3.33,"MassiveIntentClassification (te)":3.46,"MassiveIntentClassification (th)":12.98,"MassiveIntentClassification (tl)":30.73,"MassiveIntentClassification (tr)":23.57,"MassiveIntentClassification (ur)":4.98,"MassiveIntentClassification (vi)":21.89,"MassiveIntentClassification (zh-TW)":65.53,"MassiveScenarioClassification (af)":31.55,"MassiveScenarioClassification (am)":7.49,"MassiveScenarioClassification (ar)":15.0,"MassiveScenarioClassification (az)":29.13,"MassiveScenarioClassification (bn)":9.24,"MassiveScenarioClassification (cy)":29.72,"MassiveScenarioClassification (de)":34.68,"MassiveScenarioClassification (el)":28.83,"MassiveScenarioClassification (es)":35.97,"MassiveScenarioClassification (fa)":11.12,"MassiveScenarioClassification (fi)":28.61,"MassiveScenarioClassification (fr)":40.66,"MassiveScenarioClassification (he)":9.01,"MassiveScenarioClassification (hi)":9.92,"MassiveScenarioClassification (hu)":32.07,"MassiveScenarioClassification (hy)":8.44,"MassiveScenarioClassification (id)":34.9,"MassiveScenarioClassification (is)":30.95,"MassiveScenarioClassification (it)":41.06,"MassiveScenarioClassification (ja)":48.73,"MassiveScenarioClassification (jv)":35.09,"MassiveScenarioClassification (ka)":9.29,"MassiveScenarioClassification (km)":11.19,"MassiveScenarioClassification (kn)":10.1,"MassiveScenarioClassification (ko)":19.2,"MassiveScenarioClassification (lv)":32.49,"MassiveScenarioClassification (ml)":6.37,"MassiveScenarioClassification (mn)":13.08,"MassiveScenarioClassification (ms)":39.18,"MassiveScenarioClassification (my)":12.25,"MassiveScenarioClassification (nl)":38.17,"MassiveScenarioClassification (pt)":40.01,"MassiveScenarioClassification (ro)":39.25,"MassiveScenarioClassification (ru)":16.71,"MassiveScenarioClassification (sl)":33.94,"MassiveScenarioClassification (sq)":40.4,"MassiveScenarioClassification (sw)":37.14,"MassiveScenarioClassification (ta)":8.21,"MassiveScenarioClassification (te)":7.97,"MassiveScenarioClassification (th)":21.56,"MassiveScenarioClassification (tl)":36.7,"MassiveScenarioClassification (tr)":28.8,"MassiveScenarioClassification (ur)":10.46,"MassiveScenarioClassification (vi)":27.72,"MassiveScenarioClassification (zh-TW)":71.52} -{"index":22,"Rank":50,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":43.32,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":28.81,"MassiveIntentClassification (am)":3.04,"MassiveIntentClassification (ar)":6.75,"MassiveIntentClassification (az)":27.0,"MassiveIntentClassification (bn)":3.24,"MassiveIntentClassification (cy)":31.18,"MassiveIntentClassification (de)":30.65,"MassiveIntentClassification (el)":18.17,"MassiveIntentClassification (es)":32.53,"MassiveIntentClassification (fa)":8.72,"MassiveIntentClassification (fi)":31.79,"MassiveIntentClassification (fr)":33.16,"MassiveIntentClassification (he)":3.03,"MassiveIntentClassification (hi)":3.61,"MassiveIntentClassification (hu)":30.47,"MassiveIntentClassification (hy)":5.35,"MassiveIntentClassification (id)":32.45,"MassiveIntentClassification (is)":30.12,"MassiveIntentClassification (it)":36.32,"MassiveIntentClassification (ja)":41.09,"MassiveIntentClassification (jv)":30.42,"MassiveIntentClassification (ka)":3.79,"MassiveIntentClassification (km)":6.79,"MassiveIntentClassification (kn)":3.86,"MassiveIntentClassification (ko)":8.82,"MassiveIntentClassification (lv)":30.23,"MassiveIntentClassification (ml)":2.93,"MassiveIntentClassification (mn)":12.61,"MassiveIntentClassification (ms)":30.66,"MassiveIntentClassification (my)":5.85,"MassiveIntentClassification (nl)":34.1,"MassiveIntentClassification (pt)":36.92,"MassiveIntentClassification (ro)":33.01,"MassiveIntentClassification (ru)":10.4,"MassiveIntentClassification (sl)":30.73,"MassiveIntentClassification (sq)":36.98,"MassiveIntentClassification (sw)":31.62,"MassiveIntentClassification (ta)":3.19,"MassiveIntentClassification (te)":2.59,"MassiveIntentClassification (th)":4.61,"MassiveIntentClassification (tl)":32.55,"MassiveIntentClassification (tr)":26.87,"MassiveIntentClassification (ur)":4.23,"MassiveIntentClassification (vi)":29.24,"MassiveIntentClassification (zh-TW)":65.49,"MassiveScenarioClassification (af)":35.41,"MassiveScenarioClassification (am)":9.05,"MassiveScenarioClassification (ar)":14.92,"MassiveScenarioClassification (az)":31.97,"MassiveScenarioClassification (bn)":9.15,"MassiveScenarioClassification (cy)":37.45,"MassiveScenarioClassification (de)":38.33,"MassiveScenarioClassification (el)":24.45,"MassiveScenarioClassification (es)":37.73,"MassiveScenarioClassification (fa)":11.84,"MassiveScenarioClassification (fi)":34.49,"MassiveScenarioClassification (fr)":40.92,"MassiveScenarioClassification (he)":7.64,"MassiveScenarioClassification (hi)":8.64,"MassiveScenarioClassification (hu)":37.25,"MassiveScenarioClassification (hy)":10.91,"MassiveScenarioClassification (id)":36.11,"MassiveScenarioClassification (is)":37.8,"MassiveScenarioClassification (it)":41.68,"MassiveScenarioClassification (ja)":48.38,"MassiveScenarioClassification (jv)":35.2,"MassiveScenarioClassification (ka)":9.9,"MassiveScenarioClassification (km)":12.75,"MassiveScenarioClassification (kn)":10.31,"MassiveScenarioClassification (ko)":14.52,"MassiveScenarioClassification (lv)":33.08,"MassiveScenarioClassification (ml)":7.44,"MassiveScenarioClassification (mn)":17.98,"MassiveScenarioClassification (ms)":37.93,"MassiveScenarioClassification (my)":11.73,"MassiveScenarioClassification (nl)":40.37,"MassiveScenarioClassification (pt)":41.83,"MassiveScenarioClassification (ro)":40.63,"MassiveScenarioClassification (ru)":18.96,"MassiveScenarioClassification (sl)":35.3,"MassiveScenarioClassification (sq)":41.96,"MassiveScenarioClassification (sw)":38.88,"MassiveScenarioClassification (ta)":8.51,"MassiveScenarioClassification (te)":7.35,"MassiveScenarioClassification (th)":10.1,"MassiveScenarioClassification (tl)":35.91,"MassiveScenarioClassification (tr)":32.08,"MassiveScenarioClassification (ur)":10.37,"MassiveScenarioClassification (vi)":33.91,"MassiveScenarioClassification (zh-TW)":71.0} -{"index":23,"Rank":51,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":38.6,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":80.79,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":50.01,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":56.31,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":59.5,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":24,"Rank":52,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":86.23,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":61.07,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":62.94,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":67.29,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":25,"Rank":53,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":44.93,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":26,"Rank":54,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":44.88,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":27,"Rank":55,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":37.51,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":28,"Rank":56,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":38.25,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":29,"Rank":57,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":49.67,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":30,"Rank":58,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":39.32,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":31,"Rank":59,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":33.77,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":32,"Rank":60,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":29.38,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":63.65,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":37.87,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":37.28,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":44.5,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":33,"Rank":61,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":29.35,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":63.7,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":37.85,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":37.28,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":44.47,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":34,"Rank":62,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":29.39,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":63.63,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":37.86,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":37.3,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":44.47,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":35,"Rank":63,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":55.53,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":53.98,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":96.69,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":87.47,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":81.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":86.64,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":36,"Rank":64,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":55.53,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":53.98,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":96.69,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":87.47,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":81.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":86.64,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":40,"Rank":65,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":40.35,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":86.83,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":59.13,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":64.99,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.72,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":41,"Rank":66,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":43.42,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":88.33,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":62.85,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.81,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":72.99,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":42,"Rank":67,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":44.11,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":87.82,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":58.63,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.14,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":72.74,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":43,"Rank":68,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":36.48,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":84.19,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":58.35,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":64.57,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":69.04,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":44,"Rank":69,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":68.92,"AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":37.72,"AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":88.37,"MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":63.83,"MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":63.89,"MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":71.25,"MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":47,"Rank":70,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","AmazonCounterfactualClassification (de)":66.64,"AmazonCounterfactualClassification (ja)":58.06,"AmazonReviewsClassification (de)":35.29,"AmazonReviewsClassification (es)":38.34,"AmazonReviewsClassification (fr)":37.84,"AmazonReviewsClassification (ja)":30.94,"AmazonReviewsClassification (zh)":33.75,"MTOPDomainClassification (de)":84.54,"MTOPDomainClassification (es)":86.46,"MTOPDomainClassification (fr)":81.32,"MTOPDomainClassification (hi)":58.23,"MTOPDomainClassification (th)":72.29,"MTOPIntentClassification (de)":60.52,"MTOPIntentClassification (es)":64.32,"MTOPIntentClassification (fr)":58.67,"MTOPIntentClassification (hi)":41.96,"MTOPIntentClassification (th)":55.28,"MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":48,"Rank":71,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":42.08,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":89.26,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":68.55,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":67.4,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.29,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":49,"Rank":72,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.95,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":50,"Rank":73,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":50.31,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":51,"Rank":74,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":34.79,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":85.52,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":63.12,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":59.41,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":65.29,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":52,"Rank":75,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.54,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":53.18,"MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":62.93} -{"index":53,"Rank":76,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":53.47,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":47.21,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":93.48,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":80.23,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":76.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":79.1,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":54,"Rank":77,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":67.16,"MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":71.93,"MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":56,"Rank":78,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":48.54,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":57,"Rank":79,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":39.29,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":37.63,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":83.8,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":63.36,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":64.58,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":69.6,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":60,"Rank":80,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":55.53,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":53.98,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":96.69,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":87.47,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":81.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":86.64,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":61,"Rank":81,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":36.03,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":77.1,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":43.44,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":51.59,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":61.28,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":62,"Rank":82,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":37.97,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":85.74,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":58.62,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":62.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":69.29,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":63,"Rank":83,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":53.47,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":47.21,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":93.48,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":80.23,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":76.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":79.1,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":64,"Rank":84,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":34.55,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":65,"Rank":85,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.32,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":66,"Rank":86,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.59,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":68,"Rank":87,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":24.9,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":25.55,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":9.49,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":6.98,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":11.41,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":69,"Rank":88,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":23.52,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":27.74,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":8.61,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":6.24,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":10.98,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":70,"Rank":89,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":22.45,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":24.27,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":9.79,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":16.41,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":22.72,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":71,"Rank":90,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":29.39,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":63.61,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":37.84,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":37.3,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":44.47,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":72,"Rank":91,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":29.02,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":64.49,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":39.4,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":38.01,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":43.63,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":73,"Rank":92,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":49.72,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":74,"Rank":93,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.25,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":75,"Rank":94,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":39.64,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":76,"Rank":95,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.34,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":77,"Rank":96,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.57,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":78,"Rank":97,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.82,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":86,"Rank":98,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","AmazonCounterfactualClassification (de)":68.92,"AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":37.72,"AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":88.37,"MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":63.83,"MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":63.89,"MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":71.25,"MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":87,"Rank":99,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":38.68,"AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":89.89,"MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":68.76,"MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":66.93,"MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":71.23,"MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":88,"Rank":100,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":34.94,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":89,"Rank":101,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.72,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":90,"Rank":102,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":50.07,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":91,"Rank":103,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.67,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":92,"Rank":104,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":42.33,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":90.39,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":60.88,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.7,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":74.58,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":93,"Rank":105,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":36.62,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":88.7,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":67.69,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.86,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.6,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":94,"Rank":106,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":36.48,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":88.96,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":67.76,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.3,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.7,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":95,"Rank":107,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":35.11,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":88.52,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":65.93,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.48,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.47,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":96,"Rank":108,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":34.62,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":86.97,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":62.59,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.67,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.61,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":97,"Rank":109,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":43.02,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":98,"Rank":110,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":44.44,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":99,"Rank":111,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":47.79,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":100,"Rank":112,"Model":"mmarco-bert-base-italian-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":55.06,"MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":63.04,"MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":101,"Rank":113,"Model":"mmarco-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":22.3,"MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":27.41,"MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":102,"Rank":114,"Model":"stsbm-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":38.88,"MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":43.3,"MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":103,"Rank":115,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":38.68,"AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":89.89,"MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":68.76,"MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":66.93,"MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":71.23,"MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":104,"Rank":116,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.24,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":105,"Rank":117,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.33,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":106,"Rank":118,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":49.44,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":113,"Rank":119,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":27.05,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":72.97,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":37.18,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":42.64,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":49.92,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":114,"Rank":120,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonCounterfactualClassification (de)":68.35,"AmazonCounterfactualClassification (ja)":63.45,"AmazonReviewsClassification (de)":35.91,"AmazonReviewsClassification (es)":37.49,"AmazonReviewsClassification (fr)":35.3,"AmazonReviewsClassification (ja)":33.24,"AmazonReviewsClassification (zh)":35.26,"MTOPDomainClassification (de)":79.2,"MTOPDomainClassification (es)":83.04,"MTOPDomainClassification (fr)":78.63,"MTOPDomainClassification (hi)":81.36,"MTOPDomainClassification (th)":79.99,"MTOPIntentClassification (de)":54.23,"MTOPIntentClassification (es)":60.28,"MTOPIntentClassification (fr)":54.05,"MTOPIntentClassification (hi)":59.9,"MTOPIntentClassification (th)":61.96,"MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":57.52,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":64.52,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":115,"Rank":121,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonCounterfactualClassification (de)":69.95,"AmazonCounterfactualClassification (ja)":69.79,"AmazonReviewsClassification (de)":39.52,"AmazonReviewsClassification (es)":39.99,"AmazonReviewsClassification (fr)":39.0,"AmazonReviewsClassification (ja)":36.64,"AmazonReviewsClassification (zh)":37.74,"MTOPDomainClassification (de)":85.73,"MTOPDomainClassification (es)":86.96,"MTOPDomainClassification (fr)":81.21,"MTOPDomainClassification (hi)":84.76,"MTOPDomainClassification (th)":82.51,"MTOPIntentClassification (de)":61.27,"MTOPIntentClassification (es)":66.59,"MTOPIntentClassification (fr)":59.76,"MTOPIntentClassification (hi)":62.37,"MTOPIntentClassification (th)":64.8,"MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":61.88,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":67.9,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":119,"Rank":122,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":46.09,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":86.2,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":58.33,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.91,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":68.53,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":120,"Rank":123,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":29.75,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":121,"Rank":124,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":29.85,"MassiveIntentClassification (am)":2.13,"MassiveIntentClassification (ar)":3.41,"MassiveIntentClassification (az)":22.73,"MassiveIntentClassification (bn)":2.87,"MassiveIntentClassification (cy)":29.43,"MassiveIntentClassification (de)":30.85,"MassiveIntentClassification (el)":8.74,"MassiveIntentClassification (es)":30.63,"MassiveIntentClassification (fa)":3.16,"MassiveIntentClassification (fi)":30.4,"MassiveIntentClassification (fr)":30.84,"MassiveIntentClassification (he)":2.06,"MassiveIntentClassification (hi)":2.43,"MassiveIntentClassification (hu)":24.87,"MassiveIntentClassification (hy)":2.67,"MassiveIntentClassification (id)":32.7,"MassiveIntentClassification (is)":24.13,"MassiveIntentClassification (it)":34.58,"MassiveIntentClassification (ja)":5.99,"MassiveIntentClassification (jv)":27.6,"MassiveIntentClassification (ka)":2.14,"MassiveIntentClassification (km)":4.38,"MassiveIntentClassification (kn)":2.1,"MassiveIntentClassification (ko)":2.36,"MassiveIntentClassification (lv)":22.06,"MassiveIntentClassification (ml)":2.29,"MassiveIntentClassification (mn)":28.51,"MassiveIntentClassification (ms)":28.16,"MassiveIntentClassification (my)":3.97,"MassiveIntentClassification (nl)":30.51,"MassiveIntentClassification (pt)":33.85,"MassiveIntentClassification (ro)":30.47,"MassiveIntentClassification (ru)":58.06,"MassiveIntentClassification (sl)":29.64,"MassiveIntentClassification (sq)":31.7,"MassiveIntentClassification (sw)":27.52,"MassiveIntentClassification (ta)":1.38,"MassiveIntentClassification (te)":2.04,"MassiveIntentClassification (th)":3.79,"MassiveIntentClassification (tl)":31.44,"MassiveIntentClassification (tr)":26.22,"MassiveIntentClassification (ur)":2.55,"MassiveIntentClassification (vi)":23.1,"MassiveIntentClassification (zh-TW)":6.3,"MassiveScenarioClassification (af)":39.37,"MassiveScenarioClassification (am)":7.51,"MassiveScenarioClassification (ar)":11.36,"MassiveScenarioClassification (az)":29.62,"MassiveScenarioClassification (bn)":8.79,"MassiveScenarioClassification (cy)":38.93,"MassiveScenarioClassification (de)":40.66,"MassiveScenarioClassification (el)":16.44,"MassiveScenarioClassification (es)":36.28,"MassiveScenarioClassification (fa)":6.8,"MassiveScenarioClassification (fi)":34.5,"MassiveScenarioClassification (fr)":42.42,"MassiveScenarioClassification (he)":7.95,"MassiveScenarioClassification (hi)":7.51,"MassiveScenarioClassification (hu)":35.04,"MassiveScenarioClassification (hy)":8.53,"MassiveScenarioClassification (id)":39.6,"MassiveScenarioClassification (is)":32.61,"MassiveScenarioClassification (it)":41.2,"MassiveScenarioClassification (ja)":11.21,"MassiveScenarioClassification (jv)":36.25,"MassiveScenarioClassification (ka)":6.59,"MassiveScenarioClassification (km)":8.15,"MassiveScenarioClassification (kn)":8.05,"MassiveScenarioClassification (ko)":5.62,"MassiveScenarioClassification (lv)":28.47,"MassiveScenarioClassification (ml)":7.35,"MassiveScenarioClassification (mn)":33.48,"MassiveScenarioClassification (ms)":38.85,"MassiveScenarioClassification (my)":11.23,"MassiveScenarioClassification (nl)":38.92,"MassiveScenarioClassification (pt)":40.23,"MassiveScenarioClassification (ro)":39.78,"MassiveScenarioClassification (ru)":64.15,"MassiveScenarioClassification (sl)":35.34,"MassiveScenarioClassification (sq)":42.07,"MassiveScenarioClassification (sw)":35.33,"MassiveScenarioClassification (ta)":7.21,"MassiveScenarioClassification (te)":6.86,"MassiveScenarioClassification (th)":8.25,"MassiveScenarioClassification (tl)":38.17,"MassiveScenarioClassification (tr)":33.85,"MassiveScenarioClassification (ur)":8.74,"MassiveScenarioClassification (vi)":31.94,"MassiveScenarioClassification (zh-TW)":11.68} -{"index":122,"Rank":125,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":49.68,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":123,"Rank":126,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":34.12,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":125,"Rank":127,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":34.46,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":126,"Rank":128,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":34.94,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":128,"Rank":129,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":34.25,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":71.83,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":44.53,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":51.93,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":58.31,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":129,"Rank":130,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":45.82,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":130,"Rank":131,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":47.23,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":131,"Rank":132,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":38.69,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":132,"Rank":133,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":21.96,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":133,"Rank":134,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":38.69,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":134,"Rank":135,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":33.51,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":85.5,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":53.98,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":61.19,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":70.22,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":135,"Rank":136,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":35.09,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":88.19,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":63.64,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.8,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":73.47,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":136,"Rank":137,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":26.75,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":43.83,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":19.38,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":13.58,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":23.21,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":137,"Rank":138,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":26.62,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":36.77,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":15.37,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":15.82,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":23.92,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":138,"Rank":139,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":43.51,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":85.33,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":59.01,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.15,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":69.94,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":139,"Rank":140,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":43.76,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":38.3,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":89.38,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":64.45,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.42,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.11,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} -{"index":140,"Rank":141,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":48.3,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":15,"Rank":1,"Model":"nb-bert-large<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":66.73,"MassiveIntentClassification (nb)":62.68,"MassiveScenarioClassification (nb)":67.44,"NoRecClassification":55.46,"NordicLangClassification":85.27,"NorwegianParliament":62.58,"ScalaNbClassification":66.97} +{"index":14,"Rank":2,"Model":"nb-bert-base<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":63.94,"MassiveIntentClassification (nb)":60.67,"MassiveScenarioClassification (nb)":67.31,"NoRecClassification":51.32,"NordicLangClassification":84.69,"NorwegianParliament":57.41,"ScalaNbClassification":62.25} +{"index":26,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":63.64,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":62.76,"NordicLangClassification":82.29,"NorwegianParliament":60.36,"ScalaNbClassification":50.44} +{"index":32,"Rank":4,"Model":"norbert3-base<\/a>","Model Size (Million Parameters)":131,"Memory Usage (GB, fp32)":0.49,"Average":61.75,"MassiveIntentClassification (nb)":54.2,"MassiveScenarioClassification (nb)":60.69,"NoRecClassification":53.4,"NordicLangClassification":82.67,"NorwegianParliament":59.33,"ScalaNbClassification":60.19} +{"index":25,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":61.63,"MassiveIntentClassification (nb)":59.83,"MassiveScenarioClassification (nb)":66.18,"NoRecClassification":57.58,"NordicLangClassification":75.94,"NorwegianParliament":59.94,"ScalaNbClassification":50.32} +{"index":33,"Rank":6,"Model":"norbert3-large<\/a>","Model Size (Million Parameters)":368,"Memory Usage (GB, fp32)":1.37,"Average":60.34,"MassiveIntentClassification (nb)":47.42,"MassiveScenarioClassification (nb)":54.25,"NoRecClassification":50.46,"NordicLangClassification":84.25,"NorwegianParliament":58.85,"ScalaNbClassification":66.79} +{"index":28,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":58.86,"MassiveIntentClassification (nb)":53.96,"MassiveScenarioClassification (nb)":59.9,"NoRecClassification":53.96,"NordicLangClassification":75.15,"NorwegianParliament":60.15,"ScalaNbClassification":50.06} +{"index":19,"Rank":8,"Model":"dfm-encoder-large-v1<\/a>","Model Size (Million Parameters)":355,"Memory Usage (GB, fp32)":1.32,"Average":58.46,"MassiveIntentClassification (nb)":52.49,"MassiveScenarioClassification (nb)":54.59,"NoRecClassification":48.3,"NordicLangClassification":77.68,"NorwegianParliament":58.78,"ScalaNbClassification":58.95} +{"index":50,"Rank":9,"Model":"DanskBERT<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":55.0,"MassiveIntentClassification (nb)":45.38,"MassiveScenarioClassification (nb)":47.55,"NoRecClassification":46.06,"NordicLangClassification":74.25,"NorwegianParliament":56.79,"ScalaNbClassification":59.99} +{"index":20,"Rank":10,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.92,"MassiveIntentClassification (nb)":59.9,"MassiveScenarioClassification (nb)":65.81,"NoRecClassification":48.25,"NordicLangClassification":48.4,"NorwegianParliament":55.99,"ScalaNbClassification":51.18} +{"index":51,"Rank":11,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":54.34,"MassiveIntentClassification (nb)":40.46,"MassiveScenarioClassification (nb)":44.83,"NoRecClassification":46.28,"NordicLangClassification":79.39,"NorwegianParliament":56.75,"ScalaNbClassification":58.33} +{"index":21,"Rank":12,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":50.14,"MassiveIntentClassification (nb)":41.57,"MassiveScenarioClassification (nb)":50.33,"NoRecClassification":42.0,"NordicLangClassification":59.34,"NorwegianParliament":57.42,"ScalaNbClassification":50.18} +{"index":22,"Rank":13,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":50.01,"MassiveIntentClassification (nb)":40.63,"MassiveScenarioClassification (nb)":51.91,"NoRecClassification":41.83,"NordicLangClassification":58.3,"NorwegianParliament":57.26,"ScalaNbClassification":50.13} +{"index":8,"Rank":14,"Model":"sentence-bert-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.88,"MassiveIntentClassification (nb)":42.74,"MassiveScenarioClassification (nb)":49.49,"NoRecClassification":43.53,"NordicLangClassification":51.45,"NorwegianParliament":55.74,"ScalaNbClassification":50.34} +{"index":24,"Rank":15,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":48.46,"MassiveIntentClassification (nb)":40.25,"MassiveScenarioClassification (nb)":48.58,"NoRecClassification":41.84,"NordicLangClassification":53.47,"NorwegianParliament":56.57,"ScalaNbClassification":50.03} +{"index":6,"Rank":16,"Model":"bert-base-swedish-cased<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":48.18,"MassiveIntentClassification (nb)":35.75,"MassiveScenarioClassification (nb)":35.76,"NoRecClassification":43.91,"NordicLangClassification":62.45,"NorwegianParliament":57.56,"ScalaNbClassification":53.63} +{"index":36,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":39.34,"MassiveScenarioClassification (nb)":44.67,"NoRecClassification":40.02,"NordicLangClassification":54.71,"NorwegianParliament":54.8,"ScalaNbClassification":50.17} +{"index":31,"Rank":18,"Model":"electra-small-nordic<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":47.28,"MassiveIntentClassification (nb)":24.6,"MassiveScenarioClassification (nb)":27.3,"NoRecClassification":45.44,"NordicLangClassification":57.82,"NorwegianParliament":53.25,"ScalaNbClassification":75.28} +{"index":7,"Rank":19,"Model":"electra-small-swedish-cased-discriminator<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":34.34,"MassiveIntentClassification (nb)":5.66,"MassiveScenarioClassification (nb)":11.26,"NoRecClassification":39.72,"NordicLangClassification":44.53,"NorwegianParliament":52.44,"ScalaNbClassification":52.41} +{"index":0,"Rank":20,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":"","MassiveIntentClassification (nb)":37.74,"MassiveScenarioClassification (nb)":43.9,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":1,"Rank":21,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","MassiveIntentClassification (nb)":63.74,"MassiveScenarioClassification (nb)":71.5,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":2,"Rank":22,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":36.89,"MassiveScenarioClassification (nb)":44.27,"NoRecClassification":43.53,"NordicLangClassification":"","NorwegianParliament":54.9,"ScalaNbClassification":""} +{"index":3,"Rank":23,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":28.65,"MassiveScenarioClassification (nb)":35.24,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":4,"Rank":24,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":31.07,"MassiveScenarioClassification (nb)":38.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":5,"Rank":25,"Model":"e5-dansk-test-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":61.0,"NorwegianParliament":"","ScalaNbClassification":""} +{"index":9,"Rank":26,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":10,"Rank":27,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":11,"Rank":28,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","MassiveIntentClassification (nb)":39.67,"MassiveScenarioClassification (nb)":50.89,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":12,"Rank":29,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.82,"MassiveScenarioClassification (nb)":39.02,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":13,"Rank":30,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","MassiveIntentClassification (nb)":39.48,"MassiveScenarioClassification (nb)":40.47,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":16,"Rank":31,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":54.41,"MassiveScenarioClassification (nb)":64.64,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":17,"Rank":32,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":"","MassiveIntentClassification (nb)":49.41,"MassiveScenarioClassification (nb)":51.8,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":18,"Rank":33,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","MassiveIntentClassification (nb)":38.18,"MassiveScenarioClassification (nb)":43.39,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":23,"Rank":34,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","MassiveIntentClassification (nb)":70.93,"MassiveScenarioClassification (nb)":75.7,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":27,"Rank":35,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","MassiveIntentClassification (nb)":71.66,"MassiveScenarioClassification (nb)":77.21,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":29,"Rank":36,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":1065,"Memory Usage (GB, fp32)":3.97,"Average":"","MassiveIntentClassification (nb)":46.18,"MassiveScenarioClassification (nb)":50.32,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":30,"Rank":37,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":559,"Memory Usage (GB, fp32)":2.08,"Average":"","MassiveIntentClassification (nb)":44.12,"MassiveScenarioClassification (nb)":46.79,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":34,"Rank":38,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","MassiveIntentClassification (nb)":57.91,"MassiveScenarioClassification (nb)":64.29,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":35,"Rank":39,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","MassiveIntentClassification (nb)":41.91,"MassiveScenarioClassification (nb)":47.36,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":37,"Rank":40,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":38,"Rank":41,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":34.75,"MassiveScenarioClassification (nb)":35.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":39,"Rank":42,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","MassiveIntentClassification (nb)":46.01,"MassiveScenarioClassification (nb)":54.98,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":40,"Rank":43,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":43.78,"MassiveScenarioClassification (nb)":52.71,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":41,"Rank":44,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.87,"MassiveScenarioClassification (nb)":54.44,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":42,"Rank":45,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":43,"Rank":46,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","MassiveIntentClassification (nb)":"","MassiveScenarioClassification (nb)":"","NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":44,"Rank":47,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","MassiveIntentClassification (nb)":38.53,"MassiveScenarioClassification (nb)":46.6,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":45,"Rank":48,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","MassiveIntentClassification (nb)":41.29,"MassiveScenarioClassification (nb)":49.92,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":46,"Rank":49,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":"","MassiveIntentClassification (nb)":45.91,"MassiveScenarioClassification (nb)":53.43,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":47,"Rank":50,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","MassiveIntentClassification (nb)":31.49,"MassiveScenarioClassification (nb)":38.05,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":48,"Rank":51,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","MassiveIntentClassification (nb)":54.64,"MassiveScenarioClassification (nb)":60.26,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} +{"index":49,"Rank":52,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","MassiveIntentClassification (nb)":69.88,"MassiveScenarioClassification (nb)":74.84,"NoRecClassification":"","NordicLangClassification":"","NorwegianParliament":"","ScalaNbClassification":""} diff --git a/all_data_tasks/41/default.jsonl b/all_data_tasks/41/default.jsonl index 94e411b825afb3049383ce287ba8614b1c7c4604..58eba42543543dd20857eb5b82bf7bcafac3b11c 100644 --- a/all_data_tasks/41/default.jsonl +++ b/all_data_tasks/41/default.jsonl @@ -1,288 +1,141 @@ -{"index":21,"Rank":1,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":73.41,"STS17 (ar-ar)":78.82,"STS17 (en-ar)":76.44,"STS17 (en-de)":84.71,"STS17 (en-tr)":76.36,"STS17 (es-en)":83.85,"STS17 (es-es)":87.04,"STS17 (fr-en)":84.43,"STS17 (it-en)":83.85,"STS17 (ko-ko)":81.59,"STS17 (nl-en)":82.46,"STS22 (ar)":58.55,"STS22 (de)":60.89,"STS22 (de-en)":62.28,"STS22 (de-fr)":56.01,"STS22 (de-pl)":53.64,"STS22 (es)":72.02,"STS22 (es-en)":79.64,"STS22 (es-it)":74.83,"STS22 (fr)":81.03,"STS22 (fr-pl)":73.25,"STS22 (it)":78.28,"STS22 (pl)":42.39,"STS22 (pl-en)":78.29,"STS22 (ru)":66.49,"STS22 (tr)":65.54,"STS22 (zh-en)":72.93,"STSBenchmark":86.46} -{"index":164,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":73.17,"STS17 (ar-ar)":81.87,"STS17 (en-ar)":77.93,"STS17 (en-de)":87.3,"STS17 (en-tr)":72.56,"STS17 (es-en)":88.24,"STS17 (es-es)":87.46,"STS17 (fr-en)":88.06,"STS17 (it-en)":89.68,"STS17 (ko-ko)":83.69,"STS17 (nl-en)":88.25,"STS22 (ar)":54.12,"STS22 (de)":49.12,"STS22 (de-en)":60.92,"STS22 (de-fr)":61.39,"STS22 (de-pl)":54.47,"STS22 (es)":67.0,"STS22 (es-en)":75.84,"STS22 (es-it)":75.04,"STS22 (fr)":69.82,"STS22 (fr-pl)":84.52,"STS22 (it)":75.87,"STS22 (pl)":39.21,"STS22 (pl-en)":73.18,"STS22 (ru)":60.83,"STS22 (tr)":68.72,"STS22 (zh-en)":71.88,"STSBenchmark":88.6} -{"index":56,"Rank":3,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29} -{"index":254,"Rank":4,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29} -{"index":168,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.66,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29} -{"index":120,"Rank":6,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.85,"STS17 (ar-ar)":79.38,"STS17 (en-ar)":58.76,"STS17 (en-de)":76.13,"STS17 (en-tr)":55.53,"STS17 (es-en)":72.26,"STS17 (es-es)":85.06,"STS17 (fr-en)":75.63,"STS17 (it-en)":71.36,"STS17 (ko-ko)":80.79,"STS17 (nl-en)":71.99,"STS22 (ar)":57.44,"STS22 (de)":60.12,"STS22 (de-en)":53.36,"STS22 (de-fr)":58.25,"STS22 (de-pl)":48.47,"STS22 (es)":68.57,"STS22 (es-en)":77.41,"STS22 (es-it)":74.69,"STS22 (fr)":81.47,"STS22 (fr-pl)":73.25,"STS22 (it)":79.28,"STS22 (pl)":42.08,"STS22 (pl-en)":77.5,"STS22 (ru)":61.71,"STS22 (tr)":66.62,"STS22 (zh-en)":69.87,"STSBenchmark":81.95} -{"index":167,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":68.84,"STS17 (ar-ar)":74.52,"STS17 (en-ar)":71.27,"STS17 (en-de)":82.09,"STS17 (en-tr)":63.33,"STS17 (es-en)":76.5,"STS17 (es-es)":86.74,"STS17 (fr-en)":80.18,"STS17 (it-en)":80.15,"STS17 (ko-ko)":79.95,"STS17 (nl-en)":79.25,"STS22 (ar)":57.87,"STS22 (de)":55.95,"STS22 (de-en)":54.93,"STS22 (de-fr)":59.47,"STS22 (de-pl)":39.35,"STS22 (es)":66.58,"STS22 (es-en)":73.99,"STS22 (es-it)":66.46,"STS22 (fr)":74.8,"STS22 (fr-pl)":73.25,"STS22 (it)":77.76,"STS22 (pl)":34.07,"STS22 (pl-en)":70.37,"STS22 (ru)":60.66,"STS22 (tr)":63.7,"STS22 (zh-en)":69.92,"STSBenchmark":85.64} -{"index":170,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.08,"STS17 (ar-ar)":73.03,"STS17 (en-ar)":57.41,"STS17 (en-de)":77.24,"STS17 (en-tr)":55.97,"STS17 (es-en)":72.44,"STS17 (es-es)":84.84,"STS17 (fr-en)":72.29,"STS17 (it-en)":77.33,"STS17 (ko-ko)":78.87,"STS17 (nl-en)":75.38,"STS22 (ar)":56.65,"STS22 (de)":53.45,"STS22 (de-en)":56.49,"STS22 (de-fr)":60.57,"STS22 (de-pl)":28.24,"STS22 (es)":66.88,"STS22 (es-en)":74.57,"STS22 (es-it)":71.81,"STS22 (fr)":76.58,"STS22 (fr-pl)":84.52,"STS22 (it)":76.53,"STS22 (pl)":35.8,"STS22 (pl-en)":72.69,"STS22 (ru)":59.9,"STS22 (tr)":63.71,"STS22 (zh-en)":63.74,"STSBenchmark":84.11} -{"index":231,"Rank":9,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":66.01,"STS17 (ar-ar)":69.07,"STS17 (en-ar)":74.51,"STS17 (en-de)":73.85,"STS17 (en-tr)":72.07,"STS17 (es-en)":65.71,"STS17 (es-es)":80.83,"STS17 (fr-en)":76.98,"STS17 (it-en)":76.99,"STS17 (ko-ko)":71.32,"STS17 (nl-en)":75.22,"STS22 (ar)":57.67,"STS22 (de)":48.58,"STS22 (de-en)":50.14,"STS22 (de-fr)":53.28,"STS22 (de-pl)":58.69,"STS22 (es)":63.18,"STS22 (es-en)":71.86,"STS22 (es-it)":69.69,"STS22 (fr)":77.95,"STS22 (fr-pl)":61.98,"STS22 (it)":72.22,"STS22 (pl)":39.28,"STS22 (pl-en)":69.41,"STS22 (ru)":57.49,"STS22 (tr)":58.15,"STS22 (zh-en)":64.02,"STSBenchmark":72.25} -{"index":253,"Rank":10,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.66,"STS17 (ar-ar)":78.03,"STS17 (en-ar)":78.6,"STS17 (en-de)":81.48,"STS17 (en-tr)":76.34,"STS17 (es-en)":81.81,"STS17 (es-es)":87.91,"STS17 (fr-en)":78.06,"STS17 (it-en)":80.98,"STS17 (ko-ko)":68.24,"STS17 (nl-en)":81.0,"STS22 (ar)":54.51,"STS22 (de)":46.89,"STS22 (de-en)":45.0,"STS22 (de-fr)":49.43,"STS22 (de-pl)":39.32,"STS22 (es)":58.94,"STS22 (es-en)":67.71,"STS22 (es-it)":50.79,"STS22 (fr)":74.1,"STS22 (fr-pl)":73.25,"STS22 (it)":65.86,"STS22 (pl)":34.81,"STS22 (pl-en)":60.17,"STS22 (ru)":54.51,"STS22 (tr)":57.29,"STS22 (zh-en)":61.29,"STSBenchmark":86.45} -{"index":65,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.52,"STS17 (ar-ar)":76.04,"STS17 (en-ar)":77.6,"STS17 (en-de)":70.4,"STS17 (en-tr)":71.04,"STS17 (es-en)":81.59,"STS17 (es-es)":82.77,"STS17 (fr-en)":77.16,"STS17 (it-en)":81.52,"STS17 (ko-ko)":77.0,"STS17 (nl-en)":80.7,"STS22 (ar)":52.61,"STS22 (de)":41.84,"STS22 (de-en)":49.09,"STS22 (de-fr)":50.6,"STS22 (de-pl)":50.44,"STS22 (es)":57.23,"STS22 (es-en)":67.29,"STS22 (es-it)":57.93,"STS22 (fr)":72.79,"STS22 (fr-pl)":73.25,"STS22 (it)":64.17,"STS22 (pl)":36.37,"STS22 (pl-en)":67.72,"STS22 (ru)":53.35,"STS22 (tr)":52.71,"STS22 (zh-en)":64.45,"STSBenchmark":81.34} -{"index":238,"Rank":12,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":65.43,"STS17 (ar-ar)":77.34,"STS17 (en-ar)":77.46,"STS17 (en-de)":80.24,"STS17 (en-tr)":74.34,"STS17 (es-en)":77.4,"STS17 (es-es)":83.71,"STS17 (fr-en)":79.28,"STS17 (it-en)":80.82,"STS17 (ko-ko)":76.4,"STS17 (nl-en)":80.51,"STS22 (ar)":49.04,"STS22 (de)":35.73,"STS22 (de-en)":47.51,"STS22 (de-fr)":60.76,"STS22 (de-pl)":36.09,"STS22 (es)":59.34,"STS22 (es-en)":68.96,"STS22 (es-it)":63.28,"STS22 (fr)":76.41,"STS22 (fr-pl)":61.98,"STS22 (it)":65.1,"STS22 (pl)":34.58,"STS22 (pl-en)":71.33,"STS22 (ru)":52.4,"STS22 (tr)":54.07,"STS22 (zh-en)":61.75,"STSBenchmark":80.75} -{"index":173,"Rank":13,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.1,"STS17 (ar-ar)":81.13,"STS17 (en-ar)":79.64,"STS17 (en-de)":52.52,"STS17 (en-tr)":4.75,"STS17 (es-en)":85.41,"STS17 (es-es)":87.33,"STS17 (fr-en)":83.96,"STS17 (it-en)":45.62,"STS17 (ko-ko)":61.89,"STS17 (nl-en)":46.69,"STS22 (ar)":55.0,"STS22 (de)":37.51,"STS22 (de-en)":51.66,"STS22 (de-fr)":39.66,"STS22 (de-pl)":26.11,"STS22 (es)":59.79,"STS22 (es-en)":73.59,"STS22 (es-it)":67.83,"STS22 (fr)":77.1,"STS22 (fr-pl)":84.52,"STS22 (it)":68.87,"STS22 (pl)":27.98,"STS22 (pl-en)":60.77,"STS22 (ru)":43.14,"STS22 (tr)":42.33,"STS22 (zh-en)":65.01,"STSBenchmark":85.79} -{"index":130,"Rank":14,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":58.34,"STS17 (ar-ar)":76.42,"STS17 (en-ar)":78.07,"STS17 (en-de)":59.1,"STS17 (en-tr)":11.8,"STS17 (es-en)":78.22,"STS17 (es-es)":86.0,"STS17 (fr-en)":80.46,"STS17 (it-en)":51.58,"STS17 (ko-ko)":66.89,"STS17 (nl-en)":45.85,"STS22 (ar)":58.67,"STS22 (de)":30.05,"STS22 (de-en)":51.16,"STS22 (de-fr)":53.28,"STS22 (de-pl)":43.05,"STS22 (es)":65.41,"STS22 (es-en)":75.06,"STS22 (es-it)":65.5,"STS22 (fr)":80.38,"STS22 (fr-pl)":28.17,"STS22 (it)":65.65,"STS22 (pl)":31.13,"STS22 (pl-en)":53.31,"STS22 (ru)":43.36,"STS22 (tr)":47.14,"STS22 (zh-en)":68.45,"STSBenchmark":80.9} -{"index":150,"Rank":15,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.22,"STS17 (ar-ar)":74.97,"STS17 (en-ar)":74.05,"STS17 (en-de)":74.95,"STS17 (en-tr)":77.18,"STS17 (es-en)":72.25,"STS17 (es-es)":80.65,"STS17 (fr-en)":77.2,"STS17 (it-en)":78.67,"STS17 (ko-ko)":66.14,"STS17 (nl-en)":78.14,"STS22 (ar)":40.25,"STS22 (de)":24.09,"STS22 (de-en)":34.28,"STS22 (de-fr)":41.29,"STS22 (de-pl)":25.81,"STS22 (es)":55.4,"STS22 (es-en)":57.82,"STS22 (es-it)":49.13,"STS22 (fr)":61.72,"STS22 (fr-pl)":61.98,"STS22 (it)":62.2,"STS22 (pl)":25.31,"STS22 (pl-en)":44.72,"STS22 (ru)":43.57,"STS22 (tr)":46.46,"STS22 (zh-en)":49.19,"STSBenchmark":67.39} -{"index":11,"Rank":16,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":52.31,"STS17 (ar-ar)":67.47,"STS17 (en-ar)":65.05,"STS17 (en-de)":66.66,"STS17 (en-tr)":70.05,"STS17 (es-en)":55.3,"STS17 (es-es)":79.67,"STS17 (fr-en)":70.82,"STS17 (it-en)":70.98,"STS17 (ko-ko)":70.52,"STS17 (nl-en)":68.12,"STS22 (ar)":42.57,"STS22 (de)":25.69,"STS22 (de-en)":32.35,"STS22 (de-fr)":37.41,"STS22 (de-pl)":15.67,"STS22 (es)":54.92,"STS22 (es-en)":54.34,"STS22 (es-it)":42.21,"STS22 (fr)":58.61,"STS22 (fr-pl)":39.44,"STS22 (it)":60.31,"STS22 (pl)":18.34,"STS22 (pl-en)":53.63,"STS22 (ru)":39.24,"STS22 (tr)":36.97,"STS22 (zh-en)":46.19,"STSBenchmark":69.77} -{"index":175,"Rank":17,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.04,"STS17 (ar-ar)":80.6,"STS17 (en-ar)":72.6,"STS17 (en-de)":40.34,"STS17 (en-tr)":6.79,"STS17 (es-en)":81.8,"STS17 (es-es)":85.65,"STS17 (fr-en)":79.94,"STS17 (it-en)":34.8,"STS17 (ko-ko)":57.28,"STS17 (nl-en)":33.58,"STS22 (ar)":54.82,"STS22 (de)":26.63,"STS22 (de-en)":49.55,"STS22 (de-fr)":22.36,"STS22 (de-pl)":35.32,"STS22 (es)":56.31,"STS22 (es-en)":71.03,"STS22 (es-it)":61.3,"STS22 (fr)":61.35,"STS22 (fr-pl)":73.25,"STS22 (it)":62.61,"STS22 (pl)":15.06,"STS22 (pl-en)":43.72,"STS22 (ru)":28.77,"STS22 (tr)":22.11,"STS22 (zh-en)":63.9,"STSBenchmark":83.63} -{"index":249,"Rank":18,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":50.06,"STS17 (ar-ar)":11.13,"STS17 (en-ar)":-3.93,"STS17 (en-de)":79.04,"STS17 (en-tr)":13.61,"STS17 (es-en)":71.72,"STS17 (es-es)":83.42,"STS17 (fr-en)":71.38,"STS17 (it-en)":69.5,"STS17 (ko-ko)":9.61,"STS17 (nl-en)":66.12,"STS22 (ar)":29.6,"STS22 (de)":47.72,"STS22 (de-en)":49.64,"STS22 (de-fr)":62.21,"STS22 (de-pl)":34.34,"STS22 (es)":58.16,"STS22 (es-en)":69.15,"STS22 (es-it)":65.26,"STS22 (fr)":77.49,"STS22 (fr-pl)":50.71,"STS22 (it)":66.91,"STS22 (pl)":27.04,"STS22 (pl-en)":58.85,"STS22 (ru)":26.63,"STS22 (tr)":43.36,"STS22 (zh-en)":29.0,"STSBenchmark":83.93} -{"index":241,"Rank":19,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":49.47,"STS17 (ar-ar)":9.06,"STS17 (en-ar)":-3.22,"STS17 (en-de)":70.38,"STS17 (en-tr)":17.17,"STS17 (es-en)":60.24,"STS17 (es-es)":81.93,"STS17 (fr-en)":62.17,"STS17 (it-en)":59.11,"STS17 (ko-ko)":8.9,"STS17 (nl-en)":56.91,"STS22 (ar)":37.66,"STS22 (de)":50.58,"STS22 (de-en)":53.63,"STS22 (de-fr)":55.72,"STS22 (de-pl)":27.99,"STS22 (es)":59.14,"STS22 (es-en)":69.99,"STS22 (es-it)":60.94,"STS22 (fr)":79.43,"STS22 (fr-pl)":61.98,"STS22 (it)":67.14,"STS22 (pl)":33.74,"STS22 (pl-en)":60.18,"STS22 (ru)":32.69,"STS22 (tr)":55.79,"STS22 (zh-en)":28.85,"STSBenchmark":77.65} -{"index":58,"Rank":20,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.36,"STS17 (ar-ar)":46.8,"STS17 (en-ar)":-0.78,"STS17 (en-de)":47.5,"STS17 (en-tr)":4.18,"STS17 (es-en)":44.27,"STS17 (es-es)":79.22,"STS17 (fr-en)":47.15,"STS17 (it-en)":42.65,"STS17 (ko-ko)":39.79,"STS17 (nl-en)":36.6,"STS22 (ar)":25.06,"STS22 (de)":39.49,"STS22 (de-en)":54.22,"STS22 (de-fr)":48.91,"STS22 (de-pl)":33.04,"STS22 (es)":59.47,"STS22 (es-en)":66.65,"STS22 (es-it)":64.37,"STS22 (fr)":79.88,"STS22 (fr-pl)":39.44,"STS22 (it)":68.15,"STS22 (pl)":35.38,"STS22 (pl-en)":62.7,"STS22 (ru)":30.62,"STS22 (tr)":45.65,"STS22 (zh-en)":49.25,"STSBenchmark":88.96} -{"index":240,"Rank":21,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":46.79,"STS17 (ar-ar)":10.19,"STS17 (en-ar)":-5.77,"STS17 (en-de)":67.43,"STS17 (en-tr)":8.75,"STS17 (es-en)":54.96,"STS17 (es-es)":82.74,"STS17 (fr-en)":60.5,"STS17 (it-en)":46.26,"STS17 (ko-ko)":8.96,"STS17 (nl-en)":47.48,"STS22 (ar)":34.97,"STS22 (de)":51.7,"STS22 (de-en)":48.76,"STS22 (de-fr)":57.5,"STS22 (de-pl)":32.76,"STS22 (es)":57.49,"STS22 (es-en)":67.76,"STS22 (es-it)":57.18,"STS22 (fr)":78.7,"STS22 (fr-pl)":61.98,"STS22 (it)":67.67,"STS22 (pl)":30.68,"STS22 (pl-en)":54.17,"STS22 (ru)":15.36,"STS22 (tr)":58.12,"STS22 (zh-en)":29.42,"STSBenchmark":77.6} -{"index":248,"Rank":22,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":44.35,"STS17 (ar-ar)":10.75,"STS17 (en-ar)":-4.71,"STS17 (en-de)":73.62,"STS17 (en-tr)":-0.42,"STS17 (es-en)":62.62,"STS17 (es-es)":82.74,"STS17 (fr-en)":67.86,"STS17 (it-en)":51.86,"STS17 (ko-ko)":9.44,"STS17 (nl-en)":45.95,"STS22 (ar)":27.01,"STS22 (de)":43.73,"STS22 (de-en)":49.93,"STS22 (de-fr)":61.58,"STS22 (de-pl)":38.83,"STS22 (es)":57.68,"STS22 (es-en)":68.09,"STS22 (es-it)":61.58,"STS22 (fr)":75.01,"STS22 (fr-pl)":5.63,"STS22 (it)":62.01,"STS22 (pl)":25.0,"STS22 (pl-en)":51.72,"STS22 (ru)":14.21,"STS22 (tr)":47.3,"STS22 (zh-en)":23.1,"STSBenchmark":85.36} -{"index":247,"Rank":23,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.17,"STS17 (ar-ar)":13.36,"STS17 (en-ar)":-5.65,"STS17 (en-de)":67.11,"STS17 (en-tr)":-0.02,"STS17 (es-en)":47.72,"STS17 (es-es)":79.94,"STS17 (fr-en)":56.61,"STS17 (it-en)":30.46,"STS17 (ko-ko)":10.06,"STS17 (nl-en)":36.46,"STS22 (ar)":31.2,"STS22 (de)":42.08,"STS22 (de-en)":46.9,"STS22 (de-fr)":55.04,"STS22 (de-pl)":33.94,"STS22 (es)":53.81,"STS22 (es-en)":65.19,"STS22 (es-it)":55.29,"STS22 (fr)":77.69,"STS22 (fr-pl)":28.17,"STS22 (it)":60.65,"STS22 (pl)":24.42,"STS22 (pl-en)":42.97,"STS22 (ru)":12.13,"STS22 (tr)":40.45,"STS22 (zh-en)":20.15,"STSBenchmark":85.52} -{"index":233,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":37.71,"STS17 (ar-ar)":50.89,"STS17 (en-ar)":-4.28,"STS17 (en-de)":35.82,"STS17 (en-tr)":4.5,"STS17 (es-en)":16.31,"STS17 (es-es)":76.12,"STS17 (fr-en)":37.09,"STS17 (it-en)":24.45,"STS17 (ko-ko)":43.39,"STS17 (nl-en)":29.0,"STS22 (ar)":22.64,"STS22 (de)":31.04,"STS22 (de-en)":44.04,"STS22 (de-fr)":30.07,"STS22 (de-pl)":4.93,"STS22 (es)":54.78,"STS22 (es-en)":53.42,"STS22 (es-it)":44.27,"STS22 (fr)":77.0,"STS22 (fr-pl)":50.71,"STS22 (it)":60.4,"STS22 (pl)":26.77,"STS22 (pl-en)":32.8,"STS22 (ru)":14.72,"STS22 (tr)":33.69,"STS22 (zh-en)":41.64,"STSBenchmark":82.03} -{"index":82,"Rank":25,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":37.32,"STS17 (ar-ar)":55.62,"STS17 (en-ar)":8.21,"STS17 (en-de)":30.18,"STS17 (en-tr)":1.04,"STS17 (es-en)":28.78,"STS17 (es-es)":71.88,"STS17 (fr-en)":26.34,"STS17 (it-en)":20.73,"STS17 (ko-ko)":52.39,"STS17 (nl-en)":25.05,"STS22 (ar)":28.19,"STS22 (de)":21.99,"STS22 (de-en)":53.07,"STS22 (de-fr)":32.97,"STS22 (de-pl)":20.45,"STS22 (es)":49.81,"STS22 (es-en)":49.51,"STS22 (es-it)":45.78,"STS22 (fr)":67.66,"STS22 (fr-pl)":61.98,"STS22 (it)":48.25,"STS22 (pl)":23.31,"STS22 (pl-en)":36.8,"STS22 (ru)":9.07,"STS22 (tr)":34.66,"STS22 (zh-en)":28.68,"STSBenchmark":75.34} -{"index":232,"Rank":26,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":34.57,"STS17 (ar-ar)":58.71,"STS17 (en-ar)":0.54,"STS17 (en-de)":27.54,"STS17 (en-tr)":0.43,"STS17 (es-en)":22.01,"STS17 (es-es)":78.37,"STS17 (fr-en)":30.7,"STS17 (it-en)":24.28,"STS17 (ko-ko)":43.37,"STS17 (nl-en)":24.51,"STS22 (ar)":17.54,"STS22 (de)":22.53,"STS22 (de-en)":42.86,"STS22 (de-fr)":43.52,"STS22 (de-pl)":1.63,"STS22 (es)":43.98,"STS22 (es-en)":53.99,"STS22 (es-it)":40.71,"STS22 (fr)":69.51,"STS22 (fr-pl)":16.9,"STS22 (it)":47.48,"STS22 (pl)":19.22,"STS22 (pl-en)":42.67,"STS22 (ru)":11.19,"STS22 (tr)":21.6,"STS22 (zh-en)":44.39,"STSBenchmark":83.09} -{"index":83,"Rank":27,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.72,"STS17 (ar-ar)":54.16,"STS17 (en-ar)":1.72,"STS17 (en-de)":25.48,"STS17 (en-tr)":2.09,"STS17 (es-en)":21.93,"STS17 (es-es)":67.8,"STS17 (fr-en)":18.91,"STS17 (it-en)":16.39,"STS17 (ko-ko)":45.66,"STS17 (nl-en)":23.49,"STS22 (ar)":5.17,"STS22 (de)":11.0,"STS22 (de-en)":53.93,"STS22 (de-fr)":25.11,"STS22 (de-pl)":20.94,"STS22 (es)":43.05,"STS22 (es-en)":32.74,"STS22 (es-it)":35.99,"STS22 (fr)":54.56,"STS22 (fr-pl)":5.63,"STS22 (it)":33.68,"STS22 (pl)":14.91,"STS22 (pl-en)":20.54,"STS22 (ru)":3.36,"STS22 (tr)":3.82,"STS22 (zh-en)":26.71,"STSBenchmark":79.54} -{"index":235,"Rank":28,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":25.1,"STS17 (ar-ar)":27.14,"STS17 (en-ar)":6.9,"STS17 (en-de)":11.59,"STS17 (en-tr)":6.46,"STS17 (es-en)":10.86,"STS17 (es-es)":55.45,"STS17 (fr-en)":16.02,"STS17 (it-en)":19.87,"STS17 (ko-ko)":8.08,"STS17 (nl-en)":24.92,"STS22 (ar)":19.57,"STS22 (de)":17.31,"STS22 (de-en)":26.03,"STS22 (de-fr)":10.26,"STS22 (de-pl)":16.94,"STS22 (es)":48.89,"STS22 (es-en)":51.79,"STS22 (es-it)":25.24,"STS22 (fr)":53.92,"STS22 (fr-pl)":39.44,"STS22 (it)":39.43,"STS22 (pl)":13.56,"STS22 (pl-en)":25.36,"STS22 (ru)":1.11,"STS22 (tr)":31.73,"STS22 (zh-en)":8.44,"STSBenchmark":61.26} -{"index":237,"Rank":29,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":24.28,"STS17 (ar-ar)":13.78,"STS17 (en-ar)":9.08,"STS17 (en-de)":-3.11,"STS17 (en-tr)":-0.45,"STS17 (es-en)":-8.18,"STS17 (es-es)":48.23,"STS17 (fr-en)":5.81,"STS17 (it-en)":3.64,"STS17 (ko-ko)":2.54,"STS17 (nl-en)":0.44,"STS22 (ar)":32.42,"STS22 (de)":33.04,"STS22 (de-en)":28.65,"STS22 (de-fr)":14.77,"STS22 (de-pl)":11.21,"STS22 (es)":48.53,"STS22 (es-en)":26.97,"STS22 (es-it)":41.1,"STS22 (fr)":49.43,"STS22 (fr-pl)":39.44,"STS22 (it)":57.77,"STS22 (pl)":12.47,"STS22 (pl-en)":45.55,"STS22 (ru)":19.44,"STS22 (tr)":47.38,"STS22 (zh-en)":14.05,"STSBenchmark":61.55} -{"index":0,"Rank":30,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.33} -{"index":1,"Rank":31,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.99} -{"index":2,"Rank":32,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.85} -{"index":3,"Rank":33,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.74,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":4,"Rank":34,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.51,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":5,"Rank":35,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":79.99,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":6,"Rank":36,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.22} -{"index":7,"Rank":37,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.75,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":8,"Rank":38,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.86} -{"index":9,"Rank":39,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.56} -{"index":10,"Rank":40,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":12,"Rank":41,"Model":"Arabic_text_embedding_for_sts<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.05,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":13,"Rank":42,"Model":"arabic_text_embedding_sts_arabertv02_arabicnlitriplet<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":84.96,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":14,"Rank":43,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":15,"Rank":44,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":67.83,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":16,"Rank":45,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.35} -{"index":17,"Rank":46,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38} -{"index":18,"Rank":47,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85} -{"index":19,"Rank":48,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.04} -{"index":20,"Rank":49,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.07} -{"index":22,"Rank":50,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} -{"index":23,"Rank":51,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.42} -{"index":24,"Rank":52,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52} -{"index":25,"Rank":53,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":26,"Rank":54,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.28,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":42.79,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.25} -{"index":27,"Rank":55,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.86} -{"index":28,"Rank":56,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54} -{"index":29,"Rank":57,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54} -{"index":30,"Rank":58,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54} -{"index":31,"Rank":59,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54} -{"index":32,"Rank":60,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.58} -{"index":33,"Rank":61,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.55} -{"index":34,"Rank":62,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.46} -{"index":35,"Rank":63,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.79} -{"index":36,"Rank":64,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":33.88,"STSBenchmark":""} -{"index":37,"Rank":65,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":38,"Rank":66,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":39,"Rank":67,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":40,"Rank":68,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.98} -{"index":41,"Rank":69,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":42,"Rank":70,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.4,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":43,"Rank":71,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":38.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":44,"Rank":72,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.64} -{"index":45,"Rank":73,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.43} -{"index":46,"Rank":74,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.57} -{"index":47,"Rank":75,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":48,"Rank":76,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":49,"Rank":77,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":50,"Rank":78,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":51,"Rank":79,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":52,"Rank":80,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":53,"Rank":81,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74} -{"index":54,"Rank":82,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85} -{"index":55,"Rank":83,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85} -{"index":57,"Rank":84,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38} -{"index":59,"Rank":85,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.14,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.44} -{"index":60,"Rank":86,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":84.64,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.28} -{"index":61,"Rank":87,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":62,"Rank":88,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.57,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.08} -{"index":63,"Rank":89,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.81} -{"index":64,"Rank":90,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14} -{"index":66,"Rank":91,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.72} -{"index":67,"Rank":92,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.32} -{"index":68,"Rank":93,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.05} -{"index":69,"Rank":94,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.44} -{"index":70,"Rank":95,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.65} -{"index":71,"Rank":96,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.42} -{"index":72,"Rank":97,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.16} -{"index":73,"Rank":98,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.36} -{"index":74,"Rank":99,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.34} -{"index":75,"Rank":100,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25} -{"index":76,"Rank":101,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21} -{"index":77,"Rank":102,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.72} -{"index":78,"Rank":103,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.79} -{"index":79,"Rank":104,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.93} -{"index":80,"Rank":105,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.61} -{"index":81,"Rank":106,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.59} -{"index":84,"Rank":107,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21} -{"index":85,"Rank":108,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.39} -{"index":86,"Rank":109,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67} -{"index":87,"Rank":110,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":83.16,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.29,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":88,"Rank":111,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":81.11,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.41,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":89,"Rank":112,"Model":"Arabic-Triplet-Matryoshka-V2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.31,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":90,"Rank":113,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":82.4,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":51.38,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":91,"Rank":114,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","STS17 (ar-ar)":82.47,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":57.26,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":92,"Rank":115,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":79.93,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.44,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":93,"Rank":116,"Model":"GATE-AraBert-v1<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":82.78,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":59.75,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":94,"Rank":117,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","STS17 (ar-ar)":82.18,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.08,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":95,"Rank":118,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":96,"Rank":119,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":36.78,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":97,"Rank":120,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47} -{"index":98,"Rank":121,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.83} -{"index":99,"Rank":122,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.6} -{"index":100,"Rank":123,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.0} -{"index":101,"Rank":124,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":52.67} -{"index":102,"Rank":125,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68} -{"index":103,"Rank":126,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.1} -{"index":104,"Rank":127,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9} -{"index":105,"Rank":128,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":106,"Rank":129,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19} -{"index":107,"Rank":130,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.18} -{"index":108,"Rank":131,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.32} -{"index":109,"Rank":132,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.5} -{"index":110,"Rank":133,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.38} -{"index":111,"Rank":134,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.06} -{"index":112,"Rank":135,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":113,"Rank":136,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":55.58,"STS17 (en-de)":71.04,"STS17 (en-tr)":48.6,"STS17 (es-en)":67.38,"STS17 (es-es)":"","STS17 (fr-en)":70.42,"STS17 (it-en)":70.64,"STS17 (ko-ko)":"","STS17 (nl-en)":66.38,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":57.01,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":74.65,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":72.32,"STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":75.16,"STSBenchmark":""} -{"index":114,"Rank":137,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47} -{"index":115,"Rank":138,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":116,"Rank":139,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38} -{"index":117,"Rank":140,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":67.06,"STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":118,"Rank":141,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":119,"Rank":142,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":121,"Rank":143,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.94} -{"index":122,"Rank":144,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.32} -{"index":123,"Rank":145,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.4} -{"index":124,"Rank":146,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.3} -{"index":125,"Rank":147,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.08} -{"index":126,"Rank":148,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.98} -{"index":127,"Rank":149,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} -{"index":128,"Rank":150,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":47.29} -{"index":129,"Rank":151,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":73.13,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":131,"Rank":152,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.85} -{"index":132,"Rank":153,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47} -{"index":133,"Rank":154,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85} -{"index":134,"Rank":155,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":135,"Rank":156,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":136,"Rank":157,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":137,"Rank":158,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":71.4} -{"index":138,"Rank":159,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.54,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":139,"Rank":160,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.73,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":140,"Rank":161,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.2} -{"index":141,"Rank":162,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":142,"Rank":163,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":143,"Rank":164,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":144,"Rank":165,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.98} -{"index":145,"Rank":166,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38} -{"index":146,"Rank":167,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":147,"Rank":168,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.23} -{"index":148,"Rank":169,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74} -{"index":149,"Rank":170,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52} -{"index":151,"Rank":171,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":65.37,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":152,"Rank":172,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.15,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":153,"Rank":173,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":48.52,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":154,"Rank":174,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":39.05,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":155,"Rank":175,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.47,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":156,"Rank":176,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.43} -{"index":157,"Rank":177,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88} -{"index":158,"Rank":178,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.56} -{"index":159,"Rank":179,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.45} -{"index":160,"Rank":180,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.18} -{"index":161,"Rank":181,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52} -{"index":162,"Rank":182,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.21} -{"index":163,"Rank":183,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74} -{"index":165,"Rank":184,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.36} -{"index":166,"Rank":185,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.95} -{"index":169,"Rank":186,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38} -{"index":171,"Rank":187,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":172,"Rank":188,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":38.69,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":174,"Rank":189,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.71} -{"index":176,"Rank":190,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.02} -{"index":177,"Rank":191,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.33} -{"index":178,"Rank":192,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.57} -{"index":179,"Rank":193,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.6} -{"index":180,"Rank":194,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.2} -{"index":181,"Rank":195,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14} -{"index":182,"Rank":196,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84} -{"index":183,"Rank":197,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84} -{"index":184,"Rank":198,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.04} -{"index":185,"Rank":199,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67} -{"index":186,"Rank":200,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} -{"index":187,"Rank":201,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} -{"index":188,"Rank":202,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} -{"index":189,"Rank":203,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} -{"index":190,"Rank":204,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69} -{"index":191,"Rank":205,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.5} -{"index":192,"Rank":206,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.46} -{"index":193,"Rank":207,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.77} -{"index":194,"Rank":208,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.7,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":195,"Rank":209,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":75.66,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":196,"Rank":210,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.68,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":197,"Rank":211,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":198,"Rank":212,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.35,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":199,"Rank":213,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.2} -{"index":200,"Rank":214,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.1} -{"index":201,"Rank":215,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.79} -{"index":202,"Rank":216,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.93} -{"index":203,"Rank":217,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.89} -{"index":204,"Rank":218,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88} -{"index":205,"Rank":219,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.31} -{"index":206,"Rank":220,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.77} -{"index":207,"Rank":221,"Model":"mmarco-bert-base-italian-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":69.44,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":208,"Rank":222,"Model":"mmarco-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":37.93,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":209,"Rank":223,"Model":"stsbm-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":65.71,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":210,"Rank":224,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54} -{"index":211,"Rank":225,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42} -{"index":212,"Rank":226,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.96} -{"index":213,"Rank":227,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.28} -{"index":214,"Rank":228,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.8} -{"index":215,"Rank":229,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.14} -{"index":216,"Rank":230,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46} -{"index":217,"Rank":231,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47} -{"index":218,"Rank":232,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.81} -{"index":219,"Rank":233,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.14} -{"index":220,"Rank":234,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84} -{"index":221,"Rank":235,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25} -{"index":222,"Rank":236,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.52} -{"index":223,"Rank":237,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.15} -{"index":224,"Rank":238,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":225,"Rank":239,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.4,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":226,"Rank":240,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.63,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":227,"Rank":241,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":228,"Rank":242,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.32,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":229,"Rank":243,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":230,"Rank":244,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":37.34,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":234,"Rank":245,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42} -{"index":236,"Rank":246,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.54} -{"index":239,"Rank":247,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.58} -{"index":242,"Rank":248,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.73} -{"index":243,"Rank":249,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.97} -{"index":244,"Rank":250,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.62,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":245,"Rank":251,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":79.16,"STS17 (en-ar)":81.22,"STS17 (en-de)":84.22,"STS17 (en-tr)":76.74,"STS17 (es-en)":84.44,"STS17 (es-es)":85.56,"STS17 (fr-en)":76.59,"STS17 (it-en)":82.35,"STS17 (ko-ko)":77.03,"STS17 (nl-en)":81.71,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.55,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.42} -{"index":246,"Rank":252,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":79.1,"STS17 (en-ar)":80.85,"STS17 (en-de)":83.28,"STS17 (en-tr)":74.9,"STS17 (es-en)":86.11,"STS17 (es-es)":85.14,"STS17 (fr-en)":81.17,"STS17 (it-en)":84.24,"STS17 (ko-ko)":83.41,"STS17 (nl-en)":82.51,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.3,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.64,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.82} -{"index":250,"Rank":253,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":76.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.01} -{"index":251,"Rank":254,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":252,"Rank":255,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":27.95,"STS22 (de)":8.16,"STS22 (de-en)":21.55,"STS22 (de-fr)":17.5,"STS22 (de-pl)":25.53,"STS22 (es)":45.31,"STS22 (es-en)":42.77,"STS22 (es-it)":32.83,"STS22 (fr)":42.0,"STS22 (fr-pl)":39.44,"STS22 (it)":39.69,"STS22 (pl)":9.71,"STS22 (pl-en)":42.08,"STS22 (ru)":60.06,"STS22 (tr)":15.46,"STS22 (zh-en)":31.25,"STSBenchmark":""} -{"index":255,"Rank":256,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.1,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":256,"Rank":257,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.73} -{"index":257,"Rank":258,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.07} -{"index":258,"Rank":259,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.57} -{"index":259,"Rank":260,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":44.39} -{"index":260,"Rank":261,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04} -{"index":261,"Rank":262,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32} -{"index":262,"Rank":263,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08} -{"index":263,"Rank":264,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.93} -{"index":264,"Rank":265,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28} -{"index":265,"Rank":266,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":71.11,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.24} -{"index":266,"Rank":267,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.77} -{"index":267,"Rank":268,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.69} -{"index":268,"Rank":269,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.8} -{"index":269,"Rank":270,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84} -{"index":270,"Rank":271,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.72,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":271,"Rank":272,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.49,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":272,"Rank":273,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":273,"Rank":274,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.92} -{"index":274,"Rank":275,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} -{"index":275,"Rank":276,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.4} -{"index":276,"Rank":277,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.45} -{"index":277,"Rank":278,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.13} -{"index":278,"Rank":279,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":70.01,"STSBenchmark":85.99} -{"index":279,"Rank":280,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78} -{"index":280,"Rank":281,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32} -{"index":281,"Rank":282,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02} -{"index":282,"Rank":283,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08} -{"index":283,"Rank":284,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17} -{"index":284,"Rank":285,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.34} -{"index":285,"Rank":286,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.56} -{"index":286,"Rank":287,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24} -{"index":287,"Rank":288,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54} +{"index":38,"Rank":1,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46} +{"index":82,"Rank":2,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.36,"AmazonCounterfactualClassification (de)":66.71,"AmazonCounterfactualClassification (ja)":76.05,"AmazonReviewsClassification (de)":53.0,"AmazonReviewsClassification (es)":48.81,"AmazonReviewsClassification (fr)":48.51,"AmazonReviewsClassification (ja)":47.71,"AmazonReviewsClassification (zh)":44.66,"MTOPDomainClassification (de)":92.68,"MTOPDomainClassification (es)":92.27,"MTOPDomainClassification (fr)":89.97,"MTOPDomainClassification (hi)":90.03,"MTOPDomainClassification (th)":87.56,"MTOPIntentClassification (de)":79.37,"MTOPIntentClassification (es)":80.34,"MTOPIntentClassification (fr)":76.72,"MTOPIntentClassification (hi)":77.87,"MTOPIntentClassification (th)":77.74,"MassiveIntentClassification (af)":67.66,"MassiveIntentClassification (am)":60.71,"MassiveIntentClassification (ar)":63.61,"MassiveIntentClassification (az)":69.0,"MassiveIntentClassification (bn)":68.54,"MassiveIntentClassification (cy)":63.03,"MassiveIntentClassification (de)":72.47,"MassiveIntentClassification (el)":71.24,"MassiveIntentClassification (es)":72.82,"MassiveIntentClassification (fa)":74.25,"MassiveIntentClassification (fi)":72.29,"MassiveIntentClassification (fr)":73.32,"MassiveIntentClassification (he)":70.22,"MassiveIntentClassification (hi)":71.58,"MassiveIntentClassification (hu)":71.92,"MassiveIntentClassification (hy)":68.07,"MassiveIntentClassification (id)":72.62,"MassiveIntentClassification (is)":65.77,"MassiveIntentClassification (it)":73.45,"MassiveIntentClassification (ja)":74.69,"MassiveIntentClassification (jv)":63.04,"MassiveIntentClassification (ka)":58.91,"MassiveIntentClassification (km)":54.43,"MassiveIntentClassification (kn)":66.33,"MassiveIntentClassification (ko)":70.59,"MassiveIntentClassification (lv)":69.11,"MassiveIntentClassification (ml)":69.7,"MassiveIntentClassification (mn)":66.44,"MassiveIntentClassification (ms)":70.8,"MassiveIntentClassification (my)":64.79,"MassiveIntentClassification (nl)":74.43,"MassiveIntentClassification (pt)":73.63,"MassiveIntentClassification (ro)":71.89,"MassiveIntentClassification (ru)":74.16,"MassiveIntentClassification (sl)":69.96,"MassiveIntentClassification (sq)":69.5,"MassiveIntentClassification (sw)":63.01,"MassiveIntentClassification (ta)":66.91,"MassiveIntentClassification (te)":67.62,"MassiveIntentClassification (th)":69.51,"MassiveIntentClassification (tl)":69.31,"MassiveIntentClassification (tr)":72.24,"MassiveIntentClassification (ur)":67.5,"MassiveIntentClassification (vi)":71.29,"MassiveIntentClassification (zh-TW)":69.38,"MassiveScenarioClassification (af)":73.34,"MassiveScenarioClassification (am)":65.84,"MassiveScenarioClassification (ar)":69.76,"MassiveScenarioClassification (az)":72.02,"MassiveScenarioClassification (bn)":72.76,"MassiveScenarioClassification (cy)":68.02,"MassiveScenarioClassification (de)":77.68,"MassiveScenarioClassification (el)":76.13,"MassiveScenarioClassification (es)":76.97,"MassiveScenarioClassification (fa)":78.1,"MassiveScenarioClassification (fi)":75.21,"MassiveScenarioClassification (fr)":77.07,"MassiveScenarioClassification (he)":73.53,"MassiveScenarioClassification (hi)":75.75,"MassiveScenarioClassification (hu)":77.09,"MassiveScenarioClassification (hy)":71.08,"MassiveScenarioClassification (id)":77.1,"MassiveScenarioClassification (is)":71.26,"MassiveScenarioClassification (it)":77.08,"MassiveScenarioClassification (ja)":79.35,"MassiveScenarioClassification (jv)":68.42,"MassiveScenarioClassification (ka)":66.16,"MassiveScenarioClassification (km)":60.11,"MassiveScenarioClassification (kn)":71.25,"MassiveScenarioClassification (ko)":76.46,"MassiveScenarioClassification (lv)":73.25,"MassiveScenarioClassification (ml)":74.12,"MassiveScenarioClassification (mn)":70.02,"MassiveScenarioClassification (ms)":74.41,"MassiveScenarioClassification (my)":68.4,"MassiveScenarioClassification (nl)":78.52,"MassiveScenarioClassification (pt)":77.12,"MassiveScenarioClassification (ro)":75.26,"MassiveScenarioClassification (ru)":77.71,"MassiveScenarioClassification (sl)":74.84,"MassiveScenarioClassification (sq)":74.72,"MassiveScenarioClassification (sw)":67.92,"MassiveScenarioClassification (ta)":70.93,"MassiveScenarioClassification (te)":72.41,"MassiveScenarioClassification (th)":75.18,"MassiveScenarioClassification (tl)":72.86,"MassiveScenarioClassification (tr)":76.47,"MassiveScenarioClassification (ur)":71.89,"MassiveScenarioClassification (vi)":74.75,"MassiveScenarioClassification (zh-TW)":75.46} +{"index":127,"Rank":3,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81} +{"index":37,"Rank":4,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.6,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":89.0,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":70.56,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81} +{"index":81,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":67.48,"AmazonCounterfactualClassification (de)":71.22,"AmazonCounterfactualClassification (ja)":77.84,"AmazonReviewsClassification (de)":45.4,"AmazonReviewsClassification (es)":43.07,"AmazonReviewsClassification (fr)":41.91,"AmazonReviewsClassification (ja)":40.12,"AmazonReviewsClassification (zh)":38.83,"MTOPDomainClassification (de)":91.95,"MTOPDomainClassification (es)":92.2,"MTOPDomainClassification (fr)":86.41,"MTOPDomainClassification (hi)":89.78,"MTOPDomainClassification (th)":88.75,"MTOPIntentClassification (de)":74.53,"MTOPIntentClassification (es)":75.44,"MTOPIntentClassification (fr)":59.43,"MTOPIntentClassification (hi)":73.12,"MTOPIntentClassification (th)":74.29,"MassiveIntentClassification (af)":62.38,"MassiveIntentClassification (am)":56.07,"MassiveIntentClassification (ar)":60.75,"MassiveIntentClassification (az)":64.87,"MassiveIntentClassification (bn)":63.97,"MassiveIntentClassification (cy)":54.98,"MassiveIntentClassification (de)":69.33,"MassiveIntentClassification (el)":69.09,"MassiveIntentClassification (es)":70.49,"MassiveIntentClassification (fa)":69.91,"MassiveIntentClassification (fi)":70.12,"MassiveIntentClassification (fr)":69.34,"MassiveIntentClassification (he)":67.61,"MassiveIntentClassification (hi)":67.8,"MassiveIntentClassification (hu)":69.69,"MassiveIntentClassification (hy)":62.07,"MassiveIntentClassification (id)":70.05,"MassiveIntentClassification (is)":62.42,"MassiveIntentClassification (it)":70.53,"MassiveIntentClassification (ja)":72.51,"MassiveIntentClassification (jv)":57.91,"MassiveIntentClassification (ka)":51.78,"MassiveIntentClassification (km)":47.02,"MassiveIntentClassification (kn)":62.16,"MassiveIntentClassification (ko)":69.43,"MassiveIntentClassification (lv)":67.08,"MassiveIntentClassification (ml)":65.57,"MassiveIntentClassification (mn)":61.71,"MassiveIntentClassification (ms)":66.04,"MassiveIntentClassification (my)":60.88,"MassiveIntentClassification (nl)":70.45,"MassiveIntentClassification (pt)":70.73,"MassiveIntentClassification (ro)":68.36,"MassiveIntentClassification (ru)":71.7,"MassiveIntentClassification (sl)":67.09,"MassiveIntentClassification (sq)":65.18,"MassiveIntentClassification (sw)":58.5,"MassiveIntentClassification (ta)":62.69,"MassiveIntentClassification (te)":63.02,"MassiveIntentClassification (th)":68.29,"MassiveIntentClassification (tl)":64.77,"MassiveIntentClassification (tr)":69.87,"MassiveIntentClassification (ur)":64.05,"MassiveIntentClassification (vi)":69.38,"MassiveIntentClassification (zh-TW)":66.2,"MassiveScenarioClassification (af)":68.74,"MassiveScenarioClassification (am)":60.59,"MassiveScenarioClassification (ar)":66.23,"MassiveScenarioClassification (az)":66.48,"MassiveScenarioClassification (bn)":67.75,"MassiveScenarioClassification (cy)":59.09,"MassiveScenarioClassification (de)":74.7,"MassiveScenarioClassification (el)":73.9,"MassiveScenarioClassification (es)":74.31,"MassiveScenarioClassification (fa)":72.95,"MassiveScenarioClassification (fi)":73.12,"MassiveScenarioClassification (fr)":73.87,"MassiveScenarioClassification (he)":71.4,"MassiveScenarioClassification (hi)":72.13,"MassiveScenarioClassification (hu)":74.52,"MassiveScenarioClassification (hy)":64.94,"MassiveScenarioClassification (id)":74.12,"MassiveScenarioClassification (is)":67.15,"MassiveScenarioClassification (it)":74.32,"MassiveScenarioClassification (ja)":77.47,"MassiveScenarioClassification (jv)":63.32,"MassiveScenarioClassification (ka)":58.35,"MassiveScenarioClassification (km)":50.88,"MassiveScenarioClassification (kn)":66.44,"MassiveScenarioClassification (ko)":75.05,"MassiveScenarioClassification (lv)":70.5,"MassiveScenarioClassification (ml)":69.94,"MassiveScenarioClassification (mn)":64.79,"MassiveScenarioClassification (ms)":69.88,"MassiveScenarioClassification (my)":63.25,"MassiveScenarioClassification (nl)":74.83,"MassiveScenarioClassification (pt)":73.49,"MassiveScenarioClassification (ro)":71.72,"MassiveScenarioClassification (ru)":75.14,"MassiveScenarioClassification (sl)":71.87,"MassiveScenarioClassification (sq)":70.28,"MassiveScenarioClassification (sw)":63.14,"MassiveScenarioClassification (ta)":66.28,"MassiveScenarioClassification (te)":66.69,"MassiveScenarioClassification (th)":73.45,"MassiveScenarioClassification (tl)":67.71,"MassiveScenarioClassification (tr)":73.99,"MassiveScenarioClassification (ur)":68.15,"MassiveScenarioClassification (vi)":73.11,"MassiveScenarioClassification (zh-TW)":71.81} +{"index":79,"Rank":6,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":66.64,"AmazonCounterfactualClassification (de)":74.05,"AmazonCounterfactualClassification (ja)":77.22,"AmazonReviewsClassification (de)":53.26,"AmazonReviewsClassification (es)":50.33,"AmazonReviewsClassification (fr)":36.71,"AmazonReviewsClassification (ja)":48.69,"AmazonReviewsClassification (zh)":46.24,"MTOPDomainClassification (de)":92.98,"MTOPDomainClassification (es)":93.37,"MTOPDomainClassification (fr)":74.8,"MTOPDomainClassification (hi)":88.81,"MTOPDomainClassification (th)":85.52,"MTOPIntentClassification (de)":77.77,"MTOPIntentClassification (es)":79.94,"MTOPIntentClassification (fr)":53.97,"MTOPIntentClassification (hi)":72.91,"MTOPIntentClassification (th)":73.24,"MassiveIntentClassification (af)":66.48,"MassiveIntentClassification (am)":44.29,"MassiveIntentClassification (ar)":63.17,"MassiveIntentClassification (az)":64.23,"MassiveIntentClassification (bn)":64.94,"MassiveIntentClassification (cy)":55.48,"MassiveIntentClassification (de)":74.09,"MassiveIntentClassification (el)":68.31,"MassiveIntentClassification (es)":75.09,"MassiveIntentClassification (fa)":72.21,"MassiveIntentClassification (fi)":68.74,"MassiveIntentClassification (fr)":46.39,"MassiveIntentClassification (he)":66.22,"MassiveIntentClassification (hi)":69.45,"MassiveIntentClassification (hu)":69.41,"MassiveIntentClassification (hy)":56.92,"MassiveIntentClassification (id)":72.71,"MassiveIntentClassification (is)":59.91,"MassiveIntentClassification (it)":75.25,"MassiveIntentClassification (ja)":76.36,"MassiveIntentClassification (jv)":57.92,"MassiveIntentClassification (ka)":52.55,"MassiveIntentClassification (km)":46.45,"MassiveIntentClassification (kn)":53.96,"MassiveIntentClassification (ko)":74.21,"MassiveIntentClassification (lv)":59.23,"MassiveIntentClassification (ml)":51.45,"MassiveIntentClassification (mn)":51.38,"MassiveIntentClassification (ms)":69.85,"MassiveIntentClassification (my)":49.15,"MassiveIntentClassification (nl)":74.83,"MassiveIntentClassification (pt)":75.27,"MassiveIntentClassification (ro)":69.63,"MassiveIntentClassification (ru)":76.63,"MassiveIntentClassification (sl)":67.15,"MassiveIntentClassification (sq)":58.84,"MassiveIntentClassification (sw)":57.37,"MassiveIntentClassification (ta)":53.15,"MassiveIntentClassification (te)":51.51,"MassiveIntentClassification (th)":66.91,"MassiveIntentClassification (tl)":68.73,"MassiveIntentClassification (tr)":72.07,"MassiveIntentClassification (ur)":62.09,"MassiveIntentClassification (vi)":71.17,"MassiveIntentClassification (zh-TW)":71.14,"MassiveScenarioClassification (af)":73.37,"MassiveScenarioClassification (am)":47.21,"MassiveScenarioClassification (ar)":69.84,"MassiveScenarioClassification (az)":67.0,"MassiveScenarioClassification (bn)":68.05,"MassiveScenarioClassification (cy)":61.88,"MassiveScenarioClassification (de)":79.03,"MassiveScenarioClassification (el)":72.97,"MassiveScenarioClassification (es)":78.84,"MassiveScenarioClassification (fa)":76.74,"MassiveScenarioClassification (fi)":71.22,"MassiveScenarioClassification (fr)":53.86,"MassiveScenarioClassification (he)":69.64,"MassiveScenarioClassification (hi)":73.51,"MassiveScenarioClassification (hu)":74.06,"MassiveScenarioClassification (hy)":59.55,"MassiveScenarioClassification (id)":77.41,"MassiveScenarioClassification (is)":66.58,"MassiveScenarioClassification (it)":78.39,"MassiveScenarioClassification (ja)":79.62,"MassiveScenarioClassification (jv)":64.29,"MassiveScenarioClassification (ka)":57.52,"MassiveScenarioClassification (km)":52.42,"MassiveScenarioClassification (kn)":58.55,"MassiveScenarioClassification (ko)":78.89,"MassiveScenarioClassification (lv)":63.5,"MassiveScenarioClassification (ml)":54.03,"MassiveScenarioClassification (mn)":54.24,"MassiveScenarioClassification (ms)":75.53,"MassiveScenarioClassification (my)":52.19,"MassiveScenarioClassification (nl)":78.48,"MassiveScenarioClassification (pt)":77.96,"MassiveScenarioClassification (ro)":73.19,"MassiveScenarioClassification (ru)":80.52,"MassiveScenarioClassification (sl)":73.66,"MassiveScenarioClassification (sq)":64.03,"MassiveScenarioClassification (sw)":64.66,"MassiveScenarioClassification (ta)":57.76,"MassiveScenarioClassification (te)":57.27,"MassiveScenarioClassification (th)":72.46,"MassiveScenarioClassification (tl)":73.71,"MassiveScenarioClassification (tr)":75.04,"MassiveScenarioClassification (ur)":67.05,"MassiveScenarioClassification (vi)":75.52,"MassiveScenarioClassification (zh-TW)":76.87} +{"index":80,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":64.32,"AmazonCounterfactualClassification (de)":71.72,"AmazonCounterfactualClassification (ja)":73.33,"AmazonReviewsClassification (de)":41.83,"AmazonReviewsClassification (es)":40.53,"AmazonReviewsClassification (fr)":40.94,"AmazonReviewsClassification (ja)":37.44,"AmazonReviewsClassification (zh)":37.23,"MTOPDomainClassification (de)":89.63,"MTOPDomainClassification (es)":90.59,"MTOPDomainClassification (fr)":84.79,"MTOPDomainClassification (hi)":87.32,"MTOPDomainClassification (th)":86.24,"MTOPIntentClassification (de)":71.23,"MTOPIntentClassification (es)":71.27,"MTOPIntentClassification (fr)":55.51,"MTOPIntentClassification (hi)":69.24,"MTOPIntentClassification (th)":71.71,"MassiveIntentClassification (af)":59.98,"MassiveIntentClassification (am)":53.66,"MassiveIntentClassification (ar)":57.46,"MassiveIntentClassification (az)":62.59,"MassiveIntentClassification (bn)":61.13,"MassiveIntentClassification (cy)":50.06,"MassiveIntentClassification (de)":66.09,"MassiveIntentClassification (el)":64.68,"MassiveIntentClassification (es)":68.4,"MassiveIntentClassification (fa)":67.25,"MassiveIntentClassification (fi)":65.78,"MassiveIntentClassification (fr)":67.95,"MassiveIntentClassification (he)":62.05,"MassiveIntentClassification (hi)":64.95,"MassiveIntentClassification (hu)":64.97,"MassiveIntentClassification (hy)":60.08,"MassiveIntentClassification (id)":66.64,"MassiveIntentClassification (is)":56.39,"MassiveIntentClassification (it)":68.93,"MassiveIntentClassification (ja)":68.94,"MassiveIntentClassification (jv)":54.26,"MassiveIntentClassification (ka)":48.99,"MassiveIntentClassification (km)":44.69,"MassiveIntentClassification (kn)":59.19,"MassiveIntentClassification (ko)":66.34,"MassiveIntentClassification (lv)":60.34,"MassiveIntentClassification (ml)":63.09,"MassiveIntentClassification (mn)":58.76,"MassiveIntentClassification (ms)":62.48,"MassiveIntentClassification (my)":58.56,"MassiveIntentClassification (nl)":67.3,"MassiveIntentClassification (pt)":68.98,"MassiveIntentClassification (ro)":65.54,"MassiveIntentClassification (ru)":69.02,"MassiveIntentClassification (sl)":62.35,"MassiveIntentClassification (sq)":61.23,"MassiveIntentClassification (sw)":56.0,"MassiveIntentClassification (ta)":58.71,"MassiveIntentClassification (te)":59.72,"MassiveIntentClassification (th)":65.6,"MassiveIntentClassification (tl)":60.86,"MassiveIntentClassification (tr)":67.41,"MassiveIntentClassification (ur)":61.52,"MassiveIntentClassification (vi)":66.17,"MassiveIntentClassification (zh-TW)":64.65,"MassiveScenarioClassification (af)":65.09,"MassiveScenarioClassification (am)":58.52,"MassiveScenarioClassification (ar)":62.24,"MassiveScenarioClassification (az)":63.75,"MassiveScenarioClassification (bn)":65.0,"MassiveScenarioClassification (cy)":52.84,"MassiveScenarioClassification (de)":71.95,"MassiveScenarioClassification (el)":70.18,"MassiveScenarioClassification (es)":71.5,"MassiveScenarioClassification (fa)":70.25,"MassiveScenarioClassification (fi)":69.13,"MassiveScenarioClassification (fr)":71.89,"MassiveScenarioClassification (he)":67.44,"MassiveScenarioClassification (hi)":69.16,"MassiveScenarioClassification (hu)":70.75,"MassiveScenarioClassification (hy)":63.14,"MassiveScenarioClassification (id)":70.7,"MassiveScenarioClassification (is)":60.94,"MassiveScenarioClassification (it)":72.32,"MassiveScenarioClassification (ja)":74.65,"MassiveScenarioClassification (jv)":59.69,"MassiveScenarioClassification (ka)":54.37,"MassiveScenarioClassification (km)":48.31,"MassiveScenarioClassification (kn)":62.15,"MassiveScenarioClassification (ko)":72.45,"MassiveScenarioClassification (lv)":62.81,"MassiveScenarioClassification (ml)":68.04,"MassiveScenarioClassification (mn)":61.44,"MassiveScenarioClassification (ms)":66.9,"MassiveScenarioClassification (my)":61.64,"MassiveScenarioClassification (nl)":72.11,"MassiveScenarioClassification (pt)":70.83,"MassiveScenarioClassification (ro)":69.19,"MassiveScenarioClassification (ru)":72.99,"MassiveScenarioClassification (sl)":65.26,"MassiveScenarioClassification (sq)":66.49,"MassiveScenarioClassification (sw)":59.89,"MassiveScenarioClassification (ta)":62.38,"MassiveScenarioClassification (te)":62.59,"MassiveScenarioClassification (th)":71.61,"MassiveScenarioClassification (tl)":62.74,"MassiveScenarioClassification (tr)":71.67,"MassiveScenarioClassification (ur)":64.64,"MassiveScenarioClassification (vi)":70.01,"MassiveScenarioClassification (zh-TW)":70.69} +{"index":67,"Rank":8,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.11,"AmazonCounterfactualClassification (de)":72.02,"AmazonCounterfactualClassification (ja)":71.79,"AmazonReviewsClassification (de)":34.61,"AmazonReviewsClassification (es)":35.17,"AmazonReviewsClassification (fr)":34.91,"AmazonReviewsClassification (ja)":31.84,"AmazonReviewsClassification (zh)":31.91,"MTOPDomainClassification (de)":89.54,"MTOPDomainClassification (es)":90.62,"MTOPDomainClassification (fr)":86.19,"MTOPDomainClassification (hi)":89.42,"MTOPDomainClassification (th)":85.9,"MTOPIntentClassification (de)":73.43,"MTOPIntentClassification (es)":73.84,"MTOPIntentClassification (fr)":66.75,"MTOPIntentClassification (hi)":69.14,"MTOPIntentClassification (th)":68.47,"MassiveIntentClassification (af)":58.15,"MassiveIntentClassification (am)":57.91,"MassiveIntentClassification (ar)":57.23,"MassiveIntentClassification (az)":57.17,"MassiveIntentClassification (bn)":62.24,"MassiveIntentClassification (cy)":51.19,"MassiveIntentClassification (de)":61.31,"MassiveIntentClassification (el)":64.21,"MassiveIntentClassification (es)":63.97,"MassiveIntentClassification (fa)":66.67,"MassiveIntentClassification (fi)":62.86,"MassiveIntentClassification (fr)":58.55,"MassiveIntentClassification (he)":63.45,"MassiveIntentClassification (hi)":61.32,"MassiveIntentClassification (hu)":62.91,"MassiveIntentClassification (hy)":60.03,"MassiveIntentClassification (id)":63.29,"MassiveIntentClassification (is)":56.02,"MassiveIntentClassification (it)":64.44,"MassiveIntentClassification (ja)":63.7,"MassiveIntentClassification (jv)":52.0,"MassiveIntentClassification (ka)":54.09,"MassiveIntentClassification (km)":43.34,"MassiveIntentClassification (kn)":57.87,"MassiveIntentClassification (ko)":62.69,"MassiveIntentClassification (lv)":56.24,"MassiveIntentClassification (ml)":62.81,"MassiveIntentClassification (mn)":58.49,"MassiveIntentClassification (ms)":61.56,"MassiveIntentClassification (my)":59.4,"MassiveIntentClassification (nl)":64.56,"MassiveIntentClassification (pt)":63.49,"MassiveIntentClassification (ro)":62.53,"MassiveIntentClassification (ru)":62.63,"MassiveIntentClassification (sl)":63.43,"MassiveIntentClassification (sq)":61.45,"MassiveIntentClassification (sw)":56.25,"MassiveIntentClassification (ta)":59.75,"MassiveIntentClassification (te)":59.61,"MassiveIntentClassification (th)":59.42,"MassiveIntentClassification (tl)":58.12,"MassiveIntentClassification (tr)":60.91,"MassiveIntentClassification (ur)":59.49,"MassiveIntentClassification (vi)":60.48,"MassiveIntentClassification (zh-TW)":56.73,"MassiveScenarioClassification (af)":64.06,"MassiveScenarioClassification (am)":63.24,"MassiveScenarioClassification (ar)":63.69,"MassiveScenarioClassification (az)":60.86,"MassiveScenarioClassification (bn)":67.17,"MassiveScenarioClassification (cy)":56.52,"MassiveScenarioClassification (de)":67.48,"MassiveScenarioClassification (el)":70.23,"MassiveScenarioClassification (es)":69.08,"MassiveScenarioClassification (fa)":72.1,"MassiveScenarioClassification (fi)":67.16,"MassiveScenarioClassification (fr)":63.02,"MassiveScenarioClassification (he)":68.83,"MassiveScenarioClassification (hi)":66.9,"MassiveScenarioClassification (hu)":69.33,"MassiveScenarioClassification (hy)":65.82,"MassiveScenarioClassification (id)":68.98,"MassiveScenarioClassification (is)":63.14,"MassiveScenarioClassification (it)":70.04,"MassiveScenarioClassification (ja)":70.68,"MassiveScenarioClassification (jv)":59.79,"MassiveScenarioClassification (ka)":61.03,"MassiveScenarioClassification (km)":49.05,"MassiveScenarioClassification (kn)":63.78,"MassiveScenarioClassification (ko)":69.6,"MassiveScenarioClassification (lv)":59.97,"MassiveScenarioClassification (ml)":69.2,"MassiveScenarioClassification (mn)":62.72,"MassiveScenarioClassification (ms)":67.87,"MassiveScenarioClassification (my)":64.98,"MassiveScenarioClassification (nl)":69.8,"MassiveScenarioClassification (pt)":67.5,"MassiveScenarioClassification (ro)":67.53,"MassiveScenarioClassification (ru)":67.96,"MassiveScenarioClassification (sl)":69.57,"MassiveScenarioClassification (sq)":68.48,"MassiveScenarioClassification (sw)":63.18,"MassiveScenarioClassification (ta)":64.85,"MassiveScenarioClassification (te)":65.39,"MassiveScenarioClassification (th)":67.99,"MassiveScenarioClassification (tl)":63.4,"MassiveScenarioClassification (tr)":65.77,"MassiveScenarioClassification (ur)":65.81,"MassiveScenarioClassification (vi)":66.52,"MassiveScenarioClassification (zh-TW)":63.3} +{"index":83,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":61.51,"AmazonCounterfactualClassification (de)":71.65,"AmazonCounterfactualClassification (ja)":64.19,"AmazonReviewsClassification (de)":40.25,"AmazonReviewsClassification (es)":40.39,"AmazonReviewsClassification (fr)":39.68,"AmazonReviewsClassification (ja)":37.68,"AmazonReviewsClassification (zh)":37.5,"MTOPDomainClassification (de)":87.47,"MTOPDomainClassification (es)":89.27,"MTOPDomainClassification (fr)":81.2,"MTOPDomainClassification (hi)":86.02,"MTOPDomainClassification (th)":85.35,"MTOPIntentClassification (de)":65.86,"MTOPIntentClassification (es)":67.97,"MTOPIntentClassification (fr)":46.01,"MTOPIntentClassification (hi)":66.3,"MTOPIntentClassification (th)":67.52,"MassiveIntentClassification (af)":57.07,"MassiveIntentClassification (am)":51.96,"MassiveIntentClassification (ar)":54.43,"MassiveIntentClassification (az)":59.8,"MassiveIntentClassification (bn)":59.38,"MassiveIntentClassification (cy)":46.56,"MassiveIntentClassification (de)":62.73,"MassiveIntentClassification (el)":61.6,"MassiveIntentClassification (es)":66.31,"MassiveIntentClassification (fa)":65.54,"MassiveIntentClassification (fi)":61.46,"MassiveIntentClassification (fr)":65.47,"MassiveIntentClassification (he)":58.05,"MassiveIntentClassification (hi)":64.07,"MassiveIntentClassification (hu)":60.95,"MassiveIntentClassification (hy)":57.4,"MassiveIntentClassification (id)":64.17,"MassiveIntentClassification (is)":52.26,"MassiveIntentClassification (it)":65.54,"MassiveIntentClassification (ja)":68.23,"MassiveIntentClassification (jv)":50.85,"MassiveIntentClassification (ka)":48.45,"MassiveIntentClassification (km)":42.83,"MassiveIntentClassification (kn)":57.51,"MassiveIntentClassification (ko)":63.79,"MassiveIntentClassification (lv)":54.99,"MassiveIntentClassification (ml)":61.9,"MassiveIntentClassification (mn)":57.1,"MassiveIntentClassification (ms)":58.99,"MassiveIntentClassification (my)":55.9,"MassiveIntentClassification (nl)":65.64,"MassiveIntentClassification (pt)":66.85,"MassiveIntentClassification (ro)":60.81,"MassiveIntentClassification (ru)":58.65,"MassiveIntentClassification (sl)":56.52,"MassiveIntentClassification (sq)":57.99,"MassiveIntentClassification (sw)":53.57,"MassiveIntentClassification (ta)":57.26,"MassiveIntentClassification (te)":57.83,"MassiveIntentClassification (th)":64.07,"MassiveIntentClassification (tl)":58.91,"MassiveIntentClassification (tr)":63.54,"MassiveIntentClassification (ur)":59.28,"MassiveIntentClassification (vi)":64.07,"MassiveIntentClassification (zh-TW)":62.54,"MassiveScenarioClassification (af)":63.04,"MassiveScenarioClassification (am)":56.84,"MassiveScenarioClassification (ar)":59.62,"MassiveScenarioClassification (az)":60.85,"MassiveScenarioClassification (bn)":62.77,"MassiveScenarioClassification (cy)":50.18,"MassiveScenarioClassification (de)":69.19,"MassiveScenarioClassification (el)":67.07,"MassiveScenarioClassification (es)":69.83,"MassiveScenarioClassification (fa)":68.71,"MassiveScenarioClassification (fi)":65.95,"MassiveScenarioClassification (fr)":68.76,"MassiveScenarioClassification (he)":63.81,"MassiveScenarioClassification (hi)":67.69,"MassiveScenarioClassification (hu)":66.47,"MassiveScenarioClassification (hy)":59.5,"MassiveScenarioClassification (id)":67.92,"MassiveScenarioClassification (is)":56.49,"MassiveScenarioClassification (it)":69.04,"MassiveScenarioClassification (ja)":73.89,"MassiveScenarioClassification (jv)":56.63,"MassiveScenarioClassification (ka)":52.24,"MassiveScenarioClassification (km)":46.62,"MassiveScenarioClassification (kn)":59.16,"MassiveScenarioClassification (ko)":69.85,"MassiveScenarioClassification (lv)":56.66,"MassiveScenarioClassification (ml)":66.54,"MassiveScenarioClassification (mn)":59.31,"MassiveScenarioClassification (ms)":64.88,"MassiveScenarioClassification (my)":58.86,"MassiveScenarioClassification (nl)":70.87,"MassiveScenarioClassification (pt)":68.18,"MassiveScenarioClassification (ro)":64.65,"MassiveScenarioClassification (ru)":63.77,"MassiveScenarioClassification (sl)":60.18,"MassiveScenarioClassification (sq)":62.86,"MassiveScenarioClassification (sw)":58.15,"MassiveScenarioClassification (ta)":59.44,"MassiveScenarioClassification (te)":60.85,"MassiveScenarioClassification (th)":70.66,"MassiveScenarioClassification (tl)":60.88,"MassiveScenarioClassification (tr)":68.05,"MassiveScenarioClassification (ur)":62.11,"MassiveScenarioClassification (vi)":67.44,"MassiveScenarioClassification (zh-TW)":68.32} +{"index":107,"Rank":10,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":60.56,"AmazonCounterfactualClassification (de)":73.17,"AmazonCounterfactualClassification (ja)":76.42,"AmazonReviewsClassification (de)":39.92,"AmazonReviewsClassification (es)":39.39,"AmazonReviewsClassification (fr)":38.52,"AmazonReviewsClassification (ja)":36.44,"AmazonReviewsClassification (zh)":36.45,"MTOPDomainClassification (de)":86.95,"MTOPDomainClassification (es)":84.07,"MTOPDomainClassification (fr)":84.14,"MTOPDomainClassification (hi)":85.11,"MTOPDomainClassification (th)":81.24,"MTOPIntentClassification (de)":63.42,"MTOPIntentClassification (es)":64.44,"MTOPIntentClassification (fr)":62.01,"MTOPIntentClassification (hi)":62.58,"MTOPIntentClassification (th)":64.61,"MassiveIntentClassification (af)":56.12,"MassiveIntentClassification (am)":55.71,"MassiveIntentClassification (ar)":50.86,"MassiveIntentClassification (az)":58.97,"MassiveIntentClassification (bn)":58.22,"MassiveIntentClassification (cy)":50.16,"MassiveIntentClassification (de)":56.21,"MassiveIntentClassification (el)":57.03,"MassiveIntentClassification (es)":58.32,"MassiveIntentClassification (fa)":62.33,"MassiveIntentClassification (fi)":60.12,"MassiveIntentClassification (fr)":60.47,"MassiveIntentClassification (he)":56.55,"MassiveIntentClassification (hi)":59.4,"MassiveIntentClassification (hu)":59.52,"MassiveIntentClassification (hy)":56.2,"MassiveIntentClassification (id)":61.12,"MassiveIntentClassification (is)":54.9,"MassiveIntentClassification (it)":59.83,"MassiveIntentClassification (ja)":63.11,"MassiveIntentClassification (jv)":50.98,"MassiveIntentClassification (ka)":48.35,"MassiveIntentClassification (km)":48.55,"MassiveIntentClassification (kn)":56.24,"MassiveIntentClassification (ko)":60.99,"MassiveIntentClassification (lv)":57.1,"MassiveIntentClassification (ml)":57.91,"MassiveIntentClassification (mn)":58.5,"MassiveIntentClassification (ms)":58.6,"MassiveIntentClassification (my)":57.35,"MassiveIntentClassification (nl)":59.37,"MassiveIntentClassification (pt)":60.16,"MassiveIntentClassification (ro)":57.92,"MassiveIntentClassification (ru)":60.67,"MassiveIntentClassification (sl)":59.37,"MassiveIntentClassification (sq)":58.03,"MassiveIntentClassification (sw)":51.62,"MassiveIntentClassification (ta)":55.04,"MassiveIntentClassification (te)":58.32,"MassiveIntentClassification (th)":56.58,"MassiveIntentClassification (tl)":55.28,"MassiveIntentClassification (tr)":60.91,"MassiveIntentClassification (ur)":56.7,"MassiveIntentClassification (vi)":56.67,"MassiveIntentClassification (zh-TW)":59.51,"MassiveScenarioClassification (af)":63.39,"MassiveScenarioClassification (am)":62.02,"MassiveScenarioClassification (ar)":57.72,"MassiveScenarioClassification (az)":63.48,"MassiveScenarioClassification (bn)":61.84,"MassiveScenarioClassification (cy)":56.13,"MassiveScenarioClassification (de)":62.39,"MassiveScenarioClassification (el)":64.58,"MassiveScenarioClassification (es)":63.61,"MassiveScenarioClassification (fa)":67.46,"MassiveScenarioClassification (fi)":64.58,"MassiveScenarioClassification (fr)":65.1,"MassiveScenarioClassification (he)":63.53,"MassiveScenarioClassification (hi)":64.4,"MassiveScenarioClassification (hu)":65.82,"MassiveScenarioClassification (hy)":61.25,"MassiveScenarioClassification (id)":65.84,"MassiveScenarioClassification (is)":61.94,"MassiveScenarioClassification (it)":64.09,"MassiveScenarioClassification (ja)":67.72,"MassiveScenarioClassification (jv)":58.29,"MassiveScenarioClassification (ka)":53.38,"MassiveScenarioClassification (km)":56.18,"MassiveScenarioClassification (kn)":61.74,"MassiveScenarioClassification (ko)":67.26,"MassiveScenarioClassification (lv)":61.87,"MassiveScenarioClassification (ml)":62.26,"MassiveScenarioClassification (mn)":62.6,"MassiveScenarioClassification (ms)":65.63,"MassiveScenarioClassification (my)":62.94,"MassiveScenarioClassification (nl)":65.16,"MassiveScenarioClassification (pt)":63.28,"MassiveScenarioClassification (ro)":62.41,"MassiveScenarioClassification (ru)":65.25,"MassiveScenarioClassification (sl)":64.25,"MassiveScenarioClassification (sq)":64.54,"MassiveScenarioClassification (sw)":58.36,"MassiveScenarioClassification (ta)":59.08,"MassiveScenarioClassification (te)":64.13,"MassiveScenarioClassification (th)":64.34,"MassiveScenarioClassification (tl)":60.23,"MassiveScenarioClassification (tr)":65.43,"MassiveScenarioClassification (ur)":61.52,"MassiveScenarioClassification (vi)":61.05,"MassiveScenarioClassification (zh-TW)":67.08} +{"index":55,"Rank":11,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":54.73,"AmazonCounterfactualClassification (de)":70.94,"AmazonCounterfactualClassification (ja)":80.06,"AmazonReviewsClassification (de)":38.83,"AmazonReviewsClassification (es)":39.39,"AmazonReviewsClassification (fr)":39.47,"AmazonReviewsClassification (ja)":35.9,"AmazonReviewsClassification (zh)":36.07,"MTOPDomainClassification (de)":86.91,"MTOPDomainClassification (es)":87.74,"MTOPDomainClassification (fr)":86.22,"MTOPDomainClassification (hi)":82.92,"MTOPDomainClassification (th)":69.9,"MTOPIntentClassification (de)":63.26,"MTOPIntentClassification (es)":65.06,"MTOPIntentClassification (fr)":59.43,"MTOPIntentClassification (hi)":59.08,"MTOPIntentClassification (th)":43.75,"MassiveIntentClassification (af)":47.6,"MassiveIntentClassification (am)":31.57,"MassiveIntentClassification (ar)":52.63,"MassiveIntentClassification (az)":50.09,"MassiveIntentClassification (bn)":46.54,"MassiveIntentClassification (cy)":44.26,"MassiveIntentClassification (de)":61.87,"MassiveIntentClassification (el)":47.02,"MassiveIntentClassification (es)":62.54,"MassiveIntentClassification (fa)":55.19,"MassiveIntentClassification (fi)":48.43,"MassiveIntentClassification (fr)":64.27,"MassiveIntentClassification (he)":57.62,"MassiveIntentClassification (hi)":57.54,"MassiveIntentClassification (hu)":45.67,"MassiveIntentClassification (hy)":39.2,"MassiveIntentClassification (id)":55.0,"MassiveIntentClassification (is)":43.14,"MassiveIntentClassification (it)":61.0,"MassiveIntentClassification (ja)":64.29,"MassiveIntentClassification (jv)":43.69,"MassiveIntentClassification (ka)":38.35,"MassiveIntentClassification (km)":34.22,"MassiveIntentClassification (kn)":51.79,"MassiveIntentClassification (ko)":59.59,"MassiveIntentClassification (lv)":46.54,"MassiveIntentClassification (ml)":54.47,"MassiveIntentClassification (mn)":40.68,"MassiveIntentClassification (ms)":51.24,"MassiveIntentClassification (my)":31.76,"MassiveIntentClassification (nl)":60.82,"MassiveIntentClassification (pt)":62.74,"MassiveIntentClassification (ro)":49.68,"MassiveIntentClassification (ru)":60.85,"MassiveIntentClassification (sl)":48.59,"MassiveIntentClassification (sq)":47.17,"MassiveIntentClassification (sw)":45.97,"MassiveIntentClassification (ta)":53.6,"MassiveIntentClassification (te)":53.45,"MassiveIntentClassification (th)":46.17,"MassiveIntentClassification (tl)":49.48,"MassiveIntentClassification (tr)":58.03,"MassiveIntentClassification (ur)":39.26,"MassiveIntentClassification (vi)":52.16,"MassiveIntentClassification (zh-TW)":58.21,"MassiveScenarioClassification (af)":58.07,"MassiveScenarioClassification (am)":38.21,"MassiveScenarioClassification (ar)":57.47,"MassiveScenarioClassification (az)":54.37,"MassiveScenarioClassification (bn)":52.72,"MassiveScenarioClassification (cy)":49.5,"MassiveScenarioClassification (de)":71.28,"MassiveScenarioClassification (el)":52.42,"MassiveScenarioClassification (es)":67.04,"MassiveScenarioClassification (fa)":60.17,"MassiveScenarioClassification (fi)":54.05,"MassiveScenarioClassification (fr)":69.76,"MassiveScenarioClassification (he)":62.85,"MassiveScenarioClassification (hi)":62.18,"MassiveScenarioClassification (hu)":53.52,"MassiveScenarioClassification (hy)":45.95,"MassiveScenarioClassification (id)":60.33,"MassiveScenarioClassification (is)":50.1,"MassiveScenarioClassification (it)":66.49,"MassiveScenarioClassification (ja)":68.36,"MassiveScenarioClassification (jv)":50.59,"MassiveScenarioClassification (ka)":42.76,"MassiveScenarioClassification (km)":40.65,"MassiveScenarioClassification (kn)":57.25,"MassiveScenarioClassification (ko)":63.84,"MassiveScenarioClassification (lv)":53.14,"MassiveScenarioClassification (ml)":58.84,"MassiveScenarioClassification (mn)":44.82,"MassiveScenarioClassification (ms)":58.9,"MassiveScenarioClassification (my)":38.52,"MassiveScenarioClassification (nl)":67.54,"MassiveScenarioClassification (pt)":65.7,"MassiveScenarioClassification (ro)":57.2,"MassiveScenarioClassification (ru)":65.42,"MassiveScenarioClassification (sl)":55.15,"MassiveScenarioClassification (sq)":55.68,"MassiveScenarioClassification (sw)":52.3,"MassiveScenarioClassification (ta)":56.19,"MassiveScenarioClassification (te)":58.02,"MassiveScenarioClassification (th)":52.56,"MassiveScenarioClassification (tl)":57.43,"MassiveScenarioClassification (tr)":61.55,"MassiveScenarioClassification (ur)":47.11,"MassiveScenarioClassification (vi)":56.83,"MassiveScenarioClassification (zh-TW)":64.02} +{"index":58,"Rank":12,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":54.35,"AmazonCounterfactualClassification (de)":61.35,"AmazonCounterfactualClassification (ja)":58.23,"AmazonReviewsClassification (de)":29.7,"AmazonReviewsClassification (es)":35.97,"AmazonReviewsClassification (fr)":35.92,"AmazonReviewsClassification (ja)":27.64,"AmazonReviewsClassification (zh)":32.63,"MTOPDomainClassification (de)":82.05,"MTOPDomainClassification (es)":93.55,"MTOPDomainClassification (fr)":90.98,"MTOPDomainClassification (hi)":89.33,"MTOPDomainClassification (th)":60.49,"MTOPIntentClassification (de)":61.92,"MTOPIntentClassification (es)":74.49,"MTOPIntentClassification (fr)":69.12,"MTOPIntentClassification (hi)":64.85,"MTOPIntentClassification (th)":49.36,"MassiveIntentClassification (af)":47.85,"MassiveIntentClassification (am)":33.3,"MassiveIntentClassification (ar)":59.25,"MassiveIntentClassification (az)":45.24,"MassiveIntentClassification (bn)":61.59,"MassiveIntentClassification (cy)":44.92,"MassiveIntentClassification (de)":56.1,"MassiveIntentClassification (el)":46.13,"MassiveIntentClassification (es)":66.35,"MassiveIntentClassification (fa)":51.2,"MassiveIntentClassification (fi)":45.33,"MassiveIntentClassification (fr)":66.95,"MassiveIntentClassification (he)":43.18,"MassiveIntentClassification (hi)":63.54,"MassiveIntentClassification (hu)":44.73,"MassiveIntentClassification (hy)":38.13,"MassiveIntentClassification (id)":64.06,"MassiveIntentClassification (is)":44.35,"MassiveIntentClassification (it)":60.77,"MassiveIntentClassification (ja)":61.22,"MassiveIntentClassification (jv)":50.94,"MassiveIntentClassification (ka)":33.84,"MassiveIntentClassification (km)":37.34,"MassiveIntentClassification (kn)":53.54,"MassiveIntentClassification (ko)":53.36,"MassiveIntentClassification (lv)":46.5,"MassiveIntentClassification (ml)":58.27,"MassiveIntentClassification (mn)":40.28,"MassiveIntentClassification (ms)":59.65,"MassiveIntentClassification (my)":37.42,"MassiveIntentClassification (nl)":52.09,"MassiveIntentClassification (pt)":66.69,"MassiveIntentClassification (ro)":50.53,"MassiveIntentClassification (ru)":58.32,"MassiveIntentClassification (sl)":47.74,"MassiveIntentClassification (sq)":48.94,"MassiveIntentClassification (sw)":49.81,"MassiveIntentClassification (ta)":56.4,"MassiveIntentClassification (te)":54.71,"MassiveIntentClassification (th)":44.43,"MassiveIntentClassification (tl)":50.21,"MassiveIntentClassification (tr)":46.56,"MassiveIntentClassification (ur)":56.75,"MassiveIntentClassification (vi)":64.53,"MassiveIntentClassification (zh-TW)":62.89,"MassiveScenarioClassification (af)":51.47,"MassiveScenarioClassification (am)":34.87,"MassiveScenarioClassification (ar)":65.21,"MassiveScenarioClassification (az)":45.58,"MassiveScenarioClassification (bn)":67.3,"MassiveScenarioClassification (cy)":46.29,"MassiveScenarioClassification (de)":61.74,"MassiveScenarioClassification (el)":48.96,"MassiveScenarioClassification (es)":73.34,"MassiveScenarioClassification (fa)":53.17,"MassiveScenarioClassification (fi)":44.69,"MassiveScenarioClassification (fr)":72.91,"MassiveScenarioClassification (he)":43.1,"MassiveScenarioClassification (hi)":69.27,"MassiveScenarioClassification (hu)":45.16,"MassiveScenarioClassification (hy)":38.73,"MassiveScenarioClassification (id)":70.13,"MassiveScenarioClassification (is)":44.21,"MassiveScenarioClassification (it)":65.57,"MassiveScenarioClassification (ja)":65.76,"MassiveScenarioClassification (jv)":54.79,"MassiveScenarioClassification (ka)":32.99,"MassiveScenarioClassification (km)":39.34,"MassiveScenarioClassification (kn)":60.5,"MassiveScenarioClassification (ko)":55.69,"MassiveScenarioClassification (lv)":44.35,"MassiveScenarioClassification (ml)":65.53,"MassiveScenarioClassification (mn)":38.72,"MassiveScenarioClassification (ms)":64.99,"MassiveScenarioClassification (my)":36.84,"MassiveScenarioClassification (nl)":56.32,"MassiveScenarioClassification (pt)":71.46,"MassiveScenarioClassification (ro)":53.69,"MassiveScenarioClassification (ru)":61.6,"MassiveScenarioClassification (sl)":48.04,"MassiveScenarioClassification (sq)":50.06,"MassiveScenarioClassification (sw)":54.22,"MassiveScenarioClassification (ta)":62.77,"MassiveScenarioClassification (te)":62.59,"MassiveScenarioClassification (th)":45.18,"MassiveScenarioClassification (tl)":52.06,"MassiveScenarioClassification (tr)":47.21,"MassiveScenarioClassification (ur)":64.26,"MassiveScenarioClassification (vi)":70.61,"MassiveScenarioClassification (zh-TW)":70.3} +{"index":124,"Rank":13,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.59,"AmazonCounterfactualClassification (de)":68.69,"AmazonCounterfactualClassification (ja)":61.61,"AmazonReviewsClassification (de)":33.39,"AmazonReviewsClassification (es)":34.82,"AmazonReviewsClassification (fr)":33.45,"AmazonReviewsClassification (ja)":30.05,"AmazonReviewsClassification (zh)":32.52,"MTOPDomainClassification (de)":78.59,"MTOPDomainClassification (es)":79.24,"MTOPDomainClassification (fr)":76.17,"MTOPDomainClassification (hi)":78.75,"MTOPDomainClassification (th)":77.67,"MTOPIntentClassification (de)":55.29,"MTOPIntentClassification (es)":58.68,"MTOPIntentClassification (fr)":53.26,"MTOPIntentClassification (hi)":59.62,"MTOPIntentClassification (th)":58.8,"MassiveIntentClassification (af)":45.42,"MassiveIntentClassification (am)":37.68,"MassiveIntentClassification (ar)":45.02,"MassiveIntentClassification (az)":48.71,"MassiveIntentClassification (bn)":43.79,"MassiveIntentClassification (cy)":28.76,"MassiveIntentClassification (de)":51.56,"MassiveIntentClassification (el)":56.47,"MassiveIntentClassification (es)":58.28,"MassiveIntentClassification (fa)":59.05,"MassiveIntentClassification (fi)":57.36,"MassiveIntentClassification (fr)":58.8,"MassiveIntentClassification (he)":51.18,"MassiveIntentClassification (hi)":57.06,"MassiveIntentClassification (hu)":58.36,"MassiveIntentClassification (hy)":52.11,"MassiveIntentClassification (id)":58.27,"MassiveIntentClassification (is)":35.81,"MassiveIntentClassification (it)":58.28,"MassiveIntentClassification (ja)":60.78,"MassiveIntentClassification (jv)":31.15,"MassiveIntentClassification (ka)":44.5,"MassiveIntentClassification (km)":40.99,"MassiveIntentClassification (kn)":46.96,"MassiveIntentClassification (ko)":54.73,"MassiveIntentClassification (lv)":54.87,"MassiveIntentClassification (ml)":47.89,"MassiveIntentClassification (mn)":52.23,"MassiveIntentClassification (ms)":54.28,"MassiveIntentClassification (my)":51.96,"MassiveIntentClassification (nl)":59.45,"MassiveIntentClassification (pt)":59.84,"MassiveIntentClassification (ro)":57.04,"MassiveIntentClassification (ru)":58.02,"MassiveIntentClassification (sl)":56.36,"MassiveIntentClassification (sq)":56.48,"MassiveIntentClassification (sw)":33.96,"MassiveIntentClassification (ta)":44.29,"MassiveIntentClassification (te)":47.14,"MassiveIntentClassification (th)":56.86,"MassiveIntentClassification (tl)":35.36,"MassiveIntentClassification (tr)":59.63,"MassiveIntentClassification (ur)":52.79,"MassiveIntentClassification (vi)":54.65,"MassiveIntentClassification (zh-TW)":57.47,"MassiveScenarioClassification (af)":50.86,"MassiveScenarioClassification (am)":41.18,"MassiveScenarioClassification (ar)":50.08,"MassiveScenarioClassification (az)":51.29,"MassiveScenarioClassification (bn)":46.53,"MassiveScenarioClassification (cy)":34.35,"MassiveScenarioClassification (de)":56.4,"MassiveScenarioClassification (el)":61.8,"MassiveScenarioClassification (es)":62.21,"MassiveScenarioClassification (fa)":62.44,"MassiveScenarioClassification (fi)":61.1,"MassiveScenarioClassification (fr)":63.39,"MassiveScenarioClassification (he)":56.29,"MassiveScenarioClassification (hi)":60.63,"MassiveScenarioClassification (hu)":63.29,"MassiveScenarioClassification (hy)":54.88,"MassiveScenarioClassification (id)":61.99,"MassiveScenarioClassification (is)":38.58,"MassiveScenarioClassification (it)":62.35,"MassiveScenarioClassification (ja)":65.17,"MassiveScenarioClassification (jv)":36.13,"MassiveScenarioClassification (ka)":50.27,"MassiveScenarioClassification (km)":44.24,"MassiveScenarioClassification (kn)":47.37,"MassiveScenarioClassification (ko)":58.89,"MassiveScenarioClassification (lv)":56.51,"MassiveScenarioClassification (ml)":50.06,"MassiveScenarioClassification (mn)":55.05,"MassiveScenarioClassification (ms)":59.77,"MassiveScenarioClassification (my)":55.72,"MassiveScenarioClassification (nl)":63.38,"MassiveScenarioClassification (pt)":62.41,"MassiveScenarioClassification (ro)":60.68,"MassiveScenarioClassification (ru)":62.31,"MassiveScenarioClassification (sl)":61.43,"MassiveScenarioClassification (sq)":62.23,"MassiveScenarioClassification (sw)":38.52,"MassiveScenarioClassification (ta)":47.0,"MassiveScenarioClassification (te)":51.02,"MassiveScenarioClassification (th)":63.23,"MassiveScenarioClassification (tl)":38.72,"MassiveScenarioClassification (tr)":64.49,"MassiveScenarioClassification (ur)":56.8,"MassiveScenarioClassification (vi)":57.06,"MassiveScenarioClassification (zh-TW)":63.37} +{"index":84,"Rank":14,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":50.6,"AmazonCounterfactualClassification (de)":66.03,"AmazonCounterfactualClassification (ja)":58.77,"AmazonReviewsClassification (de)":30.45,"AmazonReviewsClassification (es)":40.8,"AmazonReviewsClassification (fr)":35.12,"AmazonReviewsClassification (ja)":32.07,"AmazonReviewsClassification (zh)":38.12,"MTOPDomainClassification (de)":74.64,"MTOPDomainClassification (es)":92.07,"MTOPDomainClassification (fr)":69.24,"MTOPDomainClassification (hi)":88.54,"MTOPDomainClassification (th)":55.63,"MTOPIntentClassification (de)":53.4,"MTOPIntentClassification (es)":71.33,"MTOPIntentClassification (fr)":51.25,"MTOPIntentClassification (hi)":66.73,"MTOPIntentClassification (th)":42.13,"MassiveIntentClassification (af)":44.98,"MassiveIntentClassification (am)":25.35,"MassiveIntentClassification (ar)":57.08,"MassiveIntentClassification (az)":39.11,"MassiveIntentClassification (bn)":61.37,"MassiveIntentClassification (cy)":42.97,"MassiveIntentClassification (de)":50.93,"MassiveIntentClassification (el)":40.09,"MassiveIntentClassification (es)":63.81,"MassiveIntentClassification (fa)":49.06,"MassiveIntentClassification (fi)":42.58,"MassiveIntentClassification (fr)":43.21,"MassiveIntentClassification (he)":37.15,"MassiveIntentClassification (hi)":62.89,"MassiveIntentClassification (hu)":41.62,"MassiveIntentClassification (hy)":32.98,"MassiveIntentClassification (id)":62.11,"MassiveIntentClassification (is)":41.04,"MassiveIntentClassification (it)":55.83,"MassiveIntentClassification (ja)":58.83,"MassiveIntentClassification (jv)":49.31,"MassiveIntentClassification (ka)":26.43,"MassiveIntentClassification (km)":28.77,"MassiveIntentClassification (kn)":52.33,"MassiveIntentClassification (ko)":46.93,"MassiveIntentClassification (lv)":44.26,"MassiveIntentClassification (ml)":57.75,"MassiveIntentClassification (mn)":33.31,"MassiveIntentClassification (ms)":55.7,"MassiveIntentClassification (my)":27.39,"MassiveIntentClassification (nl)":48.34,"MassiveIntentClassification (pt)":64.74,"MassiveIntentClassification (ro)":48.41,"MassiveIntentClassification (ru)":52.99,"MassiveIntentClassification (sl)":44.77,"MassiveIntentClassification (sq)":45.45,"MassiveIntentClassification (sw)":46.46,"MassiveIntentClassification (ta)":55.46,"MassiveIntentClassification (te)":51.41,"MassiveIntentClassification (th)":39.2,"MassiveIntentClassification (tl)":48.53,"MassiveIntentClassification (tr)":39.51,"MassiveIntentClassification (ur)":54.72,"MassiveIntentClassification (vi)":62.01,"MassiveIntentClassification (zh-TW)":62.56,"MassiveScenarioClassification (af)":50.47,"MassiveScenarioClassification (am)":27.22,"MassiveScenarioClassification (ar)":65.43,"MassiveScenarioClassification (az)":40.74,"MassiveScenarioClassification (bn)":67.65,"MassiveScenarioClassification (cy)":43.94,"MassiveScenarioClassification (de)":56.67,"MassiveScenarioClassification (el)":41.81,"MassiveScenarioClassification (es)":71.78,"MassiveScenarioClassification (fa)":49.96,"MassiveScenarioClassification (fi)":41.01,"MassiveScenarioClassification (fr)":49.78,"MassiveScenarioClassification (he)":36.69,"MassiveScenarioClassification (hi)":69.28,"MassiveScenarioClassification (hu)":44.31,"MassiveScenarioClassification (hy)":33.64,"MassiveScenarioClassification (id)":68.98,"MassiveScenarioClassification (is)":42.1,"MassiveScenarioClassification (it)":60.27,"MassiveScenarioClassification (ja)":62.48,"MassiveScenarioClassification (jv)":54.68,"MassiveScenarioClassification (ka)":27.22,"MassiveScenarioClassification (km)":32.14,"MassiveScenarioClassification (kn)":57.95,"MassiveScenarioClassification (ko)":47.95,"MassiveScenarioClassification (lv)":42.76,"MassiveScenarioClassification (ml)":62.84,"MassiveScenarioClassification (mn)":33.21,"MassiveScenarioClassification (ms)":62.57,"MassiveScenarioClassification (my)":28.84,"MassiveScenarioClassification (nl)":52.85,"MassiveScenarioClassification (pt)":70.24,"MassiveScenarioClassification (ro)":52.73,"MassiveScenarioClassification (ru)":54.26,"MassiveScenarioClassification (sl)":46.89,"MassiveScenarioClassification (sq)":47.16,"MassiveScenarioClassification (sw)":51.2,"MassiveScenarioClassification (ta)":61.84,"MassiveScenarioClassification (te)":59.79,"MassiveScenarioClassification (th)":41.62,"MassiveScenarioClassification (tl)":50.47,"MassiveScenarioClassification (tr)":43.41,"MassiveScenarioClassification (ur)":60.15,"MassiveScenarioClassification (vi)":68.99,"MassiveScenarioClassification (zh-TW)":71.7} +{"index":85,"Rank":15,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":46.37,"AmazonCounterfactualClassification (de)":66.42,"AmazonCounterfactualClassification (ja)":56.86,"AmazonReviewsClassification (de)":26.85,"AmazonReviewsClassification (es)":38.97,"AmazonReviewsClassification (fr)":26.85,"AmazonReviewsClassification (ja)":28.31,"AmazonReviewsClassification (zh)":35.7,"MTOPDomainClassification (de)":68.42,"MTOPDomainClassification (es)":88.21,"MTOPDomainClassification (fr)":34.99,"MTOPDomainClassification (hi)":84.23,"MTOPDomainClassification (th)":53.17,"MTOPIntentClassification (de)":49.17,"MTOPIntentClassification (es)":65.72,"MTOPIntentClassification (fr)":15.76,"MTOPIntentClassification (hi)":61.88,"MTOPIntentClassification (th)":41.67,"MassiveIntentClassification (af)":43.29,"MassiveIntentClassification (am)":23.21,"MassiveIntentClassification (ar)":53.38,"MassiveIntentClassification (az)":39.56,"MassiveIntentClassification (bn)":56.74,"MassiveIntentClassification (cy)":40.0,"MassiveIntentClassification (de)":45.82,"MassiveIntentClassification (el)":37.87,"MassiveIntentClassification (es)":61.17,"MassiveIntentClassification (fa)":45.65,"MassiveIntentClassification (fi)":40.28,"MassiveIntentClassification (fr)":15.09,"MassiveIntentClassification (he)":32.23,"MassiveIntentClassification (hi)":59.46,"MassiveIntentClassification (hu)":40.91,"MassiveIntentClassification (hy)":29.94,"MassiveIntentClassification (id)":59.14,"MassiveIntentClassification (is)":39.62,"MassiveIntentClassification (it)":51.77,"MassiveIntentClassification (ja)":53.75,"MassiveIntentClassification (jv)":46.29,"MassiveIntentClassification (ka)":25.11,"MassiveIntentClassification (km)":27.22,"MassiveIntentClassification (kn)":47.97,"MassiveIntentClassification (ko)":40.54,"MassiveIntentClassification (lv)":43.14,"MassiveIntentClassification (ml)":53.69,"MassiveIntentClassification (mn)":33.37,"MassiveIntentClassification (ms)":51.94,"MassiveIntentClassification (my)":25.32,"MassiveIntentClassification (nl)":44.03,"MassiveIntentClassification (pt)":61.74,"MassiveIntentClassification (ro)":45.73,"MassiveIntentClassification (ru)":47.61,"MassiveIntentClassification (sl)":42.83,"MassiveIntentClassification (sq)":43.61,"MassiveIntentClassification (sw)":45.55,"MassiveIntentClassification (ta)":51.24,"MassiveIntentClassification (te)":47.43,"MassiveIntentClassification (th)":36.88,"MassiveIntentClassification (tl)":45.93,"MassiveIntentClassification (tr)":38.59,"MassiveIntentClassification (ur)":51.85,"MassiveIntentClassification (vi)":58.72,"MassiveIntentClassification (zh-TW)":59.95,"MassiveScenarioClassification (af)":47.42,"MassiveScenarioClassification (am)":24.71,"MassiveScenarioClassification (ar)":62.09,"MassiveScenarioClassification (az)":39.25,"MassiveScenarioClassification (bn)":63.37,"MassiveScenarioClassification (cy)":39.17,"MassiveScenarioClassification (de)":50.71,"MassiveScenarioClassification (el)":39.47,"MassiveScenarioClassification (es)":68.31,"MassiveScenarioClassification (fa)":45.65,"MassiveScenarioClassification (fi)":38.95,"MassiveScenarioClassification (fr)":21.67,"MassiveScenarioClassification (he)":32.13,"MassiveScenarioClassification (hi)":65.57,"MassiveScenarioClassification (hu)":42.97,"MassiveScenarioClassification (hy)":32.13,"MassiveScenarioClassification (id)":65.11,"MassiveScenarioClassification (is)":40.84,"MassiveScenarioClassification (it)":54.55,"MassiveScenarioClassification (ja)":57.15,"MassiveScenarioClassification (jv)":49.3,"MassiveScenarioClassification (ka)":25.86,"MassiveScenarioClassification (km)":31.18,"MassiveScenarioClassification (kn)":53.01,"MassiveScenarioClassification (ko)":40.25,"MassiveScenarioClassification (lv)":41.88,"MassiveScenarioClassification (ml)":59.08,"MassiveScenarioClassification (mn)":33.34,"MassiveScenarioClassification (ms)":57.45,"MassiveScenarioClassification (my)":27.2,"MassiveScenarioClassification (nl)":48.42,"MassiveScenarioClassification (pt)":66.41,"MassiveScenarioClassification (ro)":50.08,"MassiveScenarioClassification (ru)":49.94,"MassiveScenarioClassification (sl)":43.43,"MassiveScenarioClassification (sq)":44.08,"MassiveScenarioClassification (sw)":49.53,"MassiveScenarioClassification (ta)":56.79,"MassiveScenarioClassification (te)":54.01,"MassiveScenarioClassification (th)":38.58,"MassiveScenarioClassification (tl)":48.07,"MassiveScenarioClassification (tr)":40.65,"MassiveScenarioClassification (ur)":57.75,"MassiveScenarioClassification (vi)":65.83,"MassiveScenarioClassification (zh-TW)":69.64} +{"index":110,"Rank":16,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":44.78,"AmazonCounterfactualClassification (de)":68.14,"AmazonCounterfactualClassification (ja)":65.39,"AmazonReviewsClassification (de)":35.03,"AmazonReviewsClassification (es)":36.24,"AmazonReviewsClassification (fr)":35.7,"AmazonReviewsClassification (ja)":31.08,"AmazonReviewsClassification (zh)":33.89,"MTOPDomainClassification (de)":86.19,"MTOPDomainClassification (es)":87.75,"MTOPDomainClassification (fr)":84.61,"MTOPDomainClassification (hi)":76.41,"MTOPDomainClassification (th)":73.62,"MTOPIntentClassification (de)":59.21,"MTOPIntentClassification (es)":57.21,"MTOPIntentClassification (fr)":53.41,"MTOPIntentClassification (hi)":45.54,"MTOPIntentClassification (th)":47.73,"MassiveIntentClassification (af)":40.02,"MassiveIntentClassification (am)":2.35,"MassiveIntentClassification (ar)":43.14,"MassiveIntentClassification (az)":25.6,"MassiveIntentClassification (bn)":4.84,"MassiveIntentClassification (cy)":15.43,"MassiveIntentClassification (de)":51.57,"MassiveIntentClassification (el)":49.65,"MassiveIntentClassification (es)":56.57,"MassiveIntentClassification (fa)":55.36,"MassiveIntentClassification (fi)":45.72,"MassiveIntentClassification (fr)":57.02,"MassiveIntentClassification (he)":46.74,"MassiveIntentClassification (hi)":48.55,"MassiveIntentClassification (hu)":50.65,"MassiveIntentClassification (hy)":40.79,"MassiveIntentClassification (id)":56.0,"MassiveIntentClassification (is)":16.08,"MassiveIntentClassification (it)":57.65,"MassiveIntentClassification (ja)":55.33,"MassiveIntentClassification (jv)":28.16,"MassiveIntentClassification (ka)":29.41,"MassiveIntentClassification (km)":4.79,"MassiveIntentClassification (kn)":3.37,"MassiveIntentClassification (ko)":49.97,"MassiveIntentClassification (lv)":44.31,"MassiveIntentClassification (ml)":3.24,"MassiveIntentClassification (mn)":40.37,"MassiveIntentClassification (ms)":47.97,"MassiveIntentClassification (my)":38.48,"MassiveIntentClassification (nl)":58.29,"MassiveIntentClassification (pt)":58.63,"MassiveIntentClassification (ro)":50.63,"MassiveIntentClassification (ru)":57.96,"MassiveIntentClassification (sl)":50.66,"MassiveIntentClassification (sq)":50.25,"MassiveIntentClassification (sw)":19.29,"MassiveIntentClassification (ta)":3.79,"MassiveIntentClassification (te)":3.36,"MassiveIntentClassification (th)":45.28,"MassiveIntentClassification (tl)":28.44,"MassiveIntentClassification (tr)":50.47,"MassiveIntentClassification (ur)":46.03,"MassiveIntentClassification (vi)":45.25,"MassiveIntentClassification (zh-TW)":54.96,"MassiveScenarioClassification (af)":53.67,"MassiveScenarioClassification (am)":7.72,"MassiveScenarioClassification (ar)":52.19,"MassiveScenarioClassification (az)":34.75,"MassiveScenarioClassification (bn)":10.65,"MassiveScenarioClassification (cy)":21.24,"MassiveScenarioClassification (de)":61.4,"MassiveScenarioClassification (el)":60.68,"MassiveScenarioClassification (es)":64.61,"MassiveScenarioClassification (fa)":59.24,"MassiveScenarioClassification (fi)":54.66,"MassiveScenarioClassification (fr)":65.2,"MassiveScenarioClassification (he)":54.74,"MassiveScenarioClassification (hi)":55.99,"MassiveScenarioClassification (hu)":61.2,"MassiveScenarioClassification (hy)":49.63,"MassiveScenarioClassification (id)":65.25,"MassiveScenarioClassification (is)":22.6,"MassiveScenarioClassification (it)":64.63,"MassiveScenarioClassification (ja)":62.32,"MassiveScenarioClassification (jv)":35.77,"MassiveScenarioClassification (ka)":39.08,"MassiveScenarioClassification (km)":9.24,"MassiveScenarioClassification (kn)":8.28,"MassiveScenarioClassification (ko)":57.6,"MassiveScenarioClassification (lv)":51.72,"MassiveScenarioClassification (ml)":8.25,"MassiveScenarioClassification (mn)":47.21,"MassiveScenarioClassification (ms)":55.65,"MassiveScenarioClassification (my)":43.31,"MassiveScenarioClassification (nl)":67.49,"MassiveScenarioClassification (pt)":64.26,"MassiveScenarioClassification (ro)":58.03,"MassiveScenarioClassification (ru)":65.41,"MassiveScenarioClassification (sl)":59.36,"MassiveScenarioClassification (sq)":62.69,"MassiveScenarioClassification (sw)":25.12,"MassiveScenarioClassification (ta)":8.67,"MassiveScenarioClassification (te)":7.82,"MassiveScenarioClassification (th)":54.65,"MassiveScenarioClassification (tl)":36.09,"MassiveScenarioClassification (tr)":60.89,"MassiveScenarioClassification (ur)":54.71,"MassiveScenarioClassification (vi)":55.15,"MassiveScenarioClassification (zh-TW)":62.89} +{"index":5,"Rank":17,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":42.45,"AmazonCounterfactualClassification (de)":67.82,"AmazonCounterfactualClassification (ja)":68.76,"AmazonReviewsClassification (de)":31.07,"AmazonReviewsClassification (es)":32.72,"AmazonReviewsClassification (fr)":31.12,"AmazonReviewsClassification (ja)":28.94,"AmazonReviewsClassification (zh)":30.89,"MTOPDomainClassification (de)":74.08,"MTOPDomainClassification (es)":73.47,"MTOPDomainClassification (fr)":72.26,"MTOPDomainClassification (hi)":72.95,"MTOPDomainClassification (th)":72.68,"MTOPIntentClassification (de)":51.62,"MTOPIntentClassification (es)":52.75,"MTOPIntentClassification (fr)":50.12,"MTOPIntentClassification (hi)":45.55,"MTOPIntentClassification (th)":50.07,"MassiveIntentClassification (af)":38.01,"MassiveIntentClassification (am)":12.7,"MassiveIntentClassification (ar)":37.16,"MassiveIntentClassification (az)":19.98,"MassiveIntentClassification (bn)":42.51,"MassiveIntentClassification (cy)":17.33,"MassiveIntentClassification (de)":44.79,"MassiveIntentClassification (el)":46.71,"MassiveIntentClassification (es)":45.44,"MassiveIntentClassification (fa)":45.01,"MassiveIntentClassification (fi)":45.94,"MassiveIntentClassification (fr)":46.13,"MassiveIntentClassification (he)":42.55,"MassiveIntentClassification (hi)":40.2,"MassiveIntentClassification (hu)":42.77,"MassiveIntentClassification (hy)":28.07,"MassiveIntentClassification (id)":45.81,"MassiveIntentClassification (is)":39.86,"MassiveIntentClassification (it)":48.25,"MassiveIntentClassification (ja)":45.3,"MassiveIntentClassification (jv)":24.3,"MassiveIntentClassification (ka)":22.7,"MassiveIntentClassification (km)":22.48,"MassiveIntentClassification (kn)":4.32,"MassiveIntentClassification (ko)":44.26,"MassiveIntentClassification (lv)":39.75,"MassiveIntentClassification (ml)":41.33,"MassiveIntentClassification (mn)":16.2,"MassiveIntentClassification (ms)":43.23,"MassiveIntentClassification (my)":25.37,"MassiveIntentClassification (nl)":45.0,"MassiveIntentClassification (pt)":48.55,"MassiveIntentClassification (ro)":44.3,"MassiveIntentClassification (ru)":44.29,"MassiveIntentClassification (sl)":44.72,"MassiveIntentClassification (sq)":46.12,"MassiveIntentClassification (sw)":31.89,"MassiveIntentClassification (ta)":29.63,"MassiveIntentClassification (te)":36.03,"MassiveIntentClassification (th)":43.39,"MassiveIntentClassification (tl)":29.73,"MassiveIntentClassification (tr)":43.93,"MassiveIntentClassification (ur)":26.11,"MassiveIntentClassification (vi)":44.33,"MassiveIntentClassification (zh-TW)":32.93,"MassiveScenarioClassification (af)":47.1,"MassiveScenarioClassification (am)":17.7,"MassiveScenarioClassification (ar)":45.21,"MassiveScenarioClassification (az)":28.21,"MassiveScenarioClassification (bn)":50.52,"MassiveScenarioClassification (cy)":22.58,"MassiveScenarioClassification (de)":54.34,"MassiveScenarioClassification (el)":55.47,"MassiveScenarioClassification (es)":52.77,"MassiveScenarioClassification (fa)":52.5,"MassiveScenarioClassification (fi)":52.63,"MassiveScenarioClassification (fr)":54.32,"MassiveScenarioClassification (he)":52.41,"MassiveScenarioClassification (hi)":47.37,"MassiveScenarioClassification (hu)":53.43,"MassiveScenarioClassification (hy)":33.57,"MassiveScenarioClassification (id)":54.38,"MassiveScenarioClassification (is)":49.78,"MassiveScenarioClassification (it)":54.84,"MassiveScenarioClassification (ja)":54.12,"MassiveScenarioClassification (jv)":32.71,"MassiveScenarioClassification (ka)":26.92,"MassiveScenarioClassification (km)":27.23,"MassiveScenarioClassification (kn)":10.06,"MassiveScenarioClassification (ko)":52.01,"MassiveScenarioClassification (lv)":44.82,"MassiveScenarioClassification (ml)":49.1,"MassiveScenarioClassification (mn)":21.51,"MassiveScenarioClassification (ms)":53.6,"MassiveScenarioClassification (my)":29.72,"MassiveScenarioClassification (nl)":53.33,"MassiveScenarioClassification (pt)":53.41,"MassiveScenarioClassification (ro)":50.48,"MassiveScenarioClassification (ru)":51.84,"MassiveScenarioClassification (sl)":51.29,"MassiveScenarioClassification (sq)":55.65,"MassiveScenarioClassification (sw)":42.04,"MassiveScenarioClassification (ta)":36.72,"MassiveScenarioClassification (te)":42.08,"MassiveScenarioClassification (th)":52.15,"MassiveScenarioClassification (tl)":37.34,"MassiveScenarioClassification (tr)":52.56,"MassiveScenarioClassification (ur)":32.6,"MassiveScenarioClassification (vi)":50.97,"MassiveScenarioClassification (zh-TW)":42.32} +{"index":45,"Rank":18,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":37.64,"AmazonCounterfactualClassification (de)":56.88,"AmazonCounterfactualClassification (ja)":54.65,"AmazonReviewsClassification (de)":24.79,"AmazonReviewsClassification (es)":26.64,"AmazonReviewsClassification (fr)":26.39,"AmazonReviewsClassification (ja)":22.08,"AmazonReviewsClassification (zh)":24.27,"MTOPDomainClassification (de)":62.73,"MTOPDomainClassification (es)":67.55,"MTOPDomainClassification (fr)":65.35,"MTOPDomainClassification (hi)":45.37,"MTOPDomainClassification (th)":55.28,"MTOPIntentClassification (de)":49.56,"MTOPIntentClassification (es)":49.94,"MTOPIntentClassification (fr)":46.33,"MTOPIntentClassification (hi)":32.21,"MTOPIntentClassification (th)":43.63,"MassiveIntentClassification (af)":40.55,"MassiveIntentClassification (am)":24.18,"MassiveIntentClassification (ar)":30.13,"MassiveIntentClassification (az)":35.88,"MassiveIntentClassification (bn)":29.17,"MassiveIntentClassification (cy)":41.79,"MassiveIntentClassification (de)":42.07,"MassiveIntentClassification (el)":36.25,"MassiveIntentClassification (es)":42.68,"MassiveIntentClassification (fa)":35.59,"MassiveIntentClassification (fi)":40.04,"MassiveIntentClassification (fr)":43.44,"MassiveIntentClassification (he)":31.59,"MassiveIntentClassification (hi)":27.04,"MassiveIntentClassification (hu)":38.45,"MassiveIntentClassification (hy)":27.98,"MassiveIntentClassification (id)":43.97,"MassiveIntentClassification (is)":40.3,"MassiveIntentClassification (it)":45.47,"MassiveIntentClassification (ja)":45.61,"MassiveIntentClassification (jv)":38.67,"MassiveIntentClassification (ka)":25.65,"MassiveIntentClassification (km)":28.3,"MassiveIntentClassification (kn)":23.48,"MassiveIntentClassification (ko)":36.56,"MassiveIntentClassification (lv)":41.85,"MassiveIntentClassification (ml)":24.91,"MassiveIntentClassification (mn)":29.86,"MassiveIntentClassification (ms)":42.42,"MassiveIntentClassification (my)":25.13,"MassiveIntentClassification (nl)":43.62,"MassiveIntentClassification (pt)":45.21,"MassiveIntentClassification (ro)":41.81,"MassiveIntentClassification (ru)":35.97,"MassiveIntentClassification (sl)":40.61,"MassiveIntentClassification (sq)":42.76,"MassiveIntentClassification (sw)":41.12,"MassiveIntentClassification (ta)":24.6,"MassiveIntentClassification (te)":25.04,"MassiveIntentClassification (th)":35.4,"MassiveIntentClassification (tl)":41.19,"MassiveIntentClassification (tr)":36.41,"MassiveIntentClassification (ur)":25.93,"MassiveIntentClassification (vi)":38.8,"MassiveIntentClassification (zh-TW)":42.31,"MassiveScenarioClassification (af)":43.25,"MassiveScenarioClassification (am)":25.3,"MassiveScenarioClassification (ar)":32.07,"MassiveScenarioClassification (az)":36.68,"MassiveScenarioClassification (bn)":29.57,"MassiveScenarioClassification (cy)":42.1,"MassiveScenarioClassification (de)":43.21,"MassiveScenarioClassification (el)":36.5,"MassiveScenarioClassification (es)":44.08,"MassiveScenarioClassification (fa)":32.61,"MassiveScenarioClassification (fi)":40.36,"MassiveScenarioClassification (fr)":45.07,"MassiveScenarioClassification (he)":32.18,"MassiveScenarioClassification (hi)":26.9,"MassiveScenarioClassification (hu)":40.38,"MassiveScenarioClassification (hy)":28.38,"MassiveScenarioClassification (id)":44.36,"MassiveScenarioClassification (is)":39.29,"MassiveScenarioClassification (it)":46.47,"MassiveScenarioClassification (ja)":46.26,"MassiveScenarioClassification (jv)":41.13,"MassiveScenarioClassification (ka)":24.73,"MassiveScenarioClassification (km)":29.74,"MassiveScenarioClassification (kn)":23.85,"MassiveScenarioClassification (ko)":36.57,"MassiveScenarioClassification (lv)":40.93,"MassiveScenarioClassification (ml)":25.53,"MassiveScenarioClassification (mn)":29.11,"MassiveScenarioClassification (ms)":43.79,"MassiveScenarioClassification (my)":27.27,"MassiveScenarioClassification (nl)":45.36,"MassiveScenarioClassification (pt)":45.9,"MassiveScenarioClassification (ro)":44.12,"MassiveScenarioClassification (ru)":32.76,"MassiveScenarioClassification (sl)":40.5,"MassiveScenarioClassification (sq)":42.52,"MassiveScenarioClassification (sw)":43.0,"MassiveScenarioClassification (ta)":28.33,"MassiveScenarioClassification (te)":26.59,"MassiveScenarioClassification (th)":36.79,"MassiveScenarioClassification (tl)":42.57,"MassiveScenarioClassification (tr)":37.09,"MassiveScenarioClassification (ur)":28.84,"MassiveScenarioClassification (vi)":37.36,"MassiveScenarioClassification (zh-TW)":44.42} +{"index":46,"Rank":19,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":36.66,"AmazonCounterfactualClassification (de)":59.08,"AmazonCounterfactualClassification (ja)":56.42,"AmazonReviewsClassification (de)":24.52,"AmazonReviewsClassification (es)":29.1,"AmazonReviewsClassification (fr)":27.4,"AmazonReviewsClassification (ja)":21.72,"AmazonReviewsClassification (zh)":23.98,"MTOPDomainClassification (de)":60.37,"MTOPDomainClassification (es)":67.37,"MTOPDomainClassification (fr)":63.13,"MTOPDomainClassification (hi)":47.05,"MTOPDomainClassification (th)":52.28,"MTOPIntentClassification (de)":45.07,"MTOPIntentClassification (es)":48.81,"MTOPIntentClassification (fr)":44.34,"MTOPIntentClassification (hi)":34.2,"MTOPIntentClassification (th)":43.11,"MassiveIntentClassification (af)":37.79,"MassiveIntentClassification (am)":23.72,"MassiveIntentClassification (ar)":29.64,"MassiveIntentClassification (az)":39.48,"MassiveIntentClassification (bn)":26.55,"MassiveIntentClassification (cy)":38.78,"MassiveIntentClassification (de)":40.39,"MassiveIntentClassification (el)":37.29,"MassiveIntentClassification (es)":41.18,"MassiveIntentClassification (fa)":36.42,"MassiveIntentClassification (fi)":38.76,"MassiveIntentClassification (fr)":43.67,"MassiveIntentClassification (he)":31.98,"MassiveIntentClassification (hi)":28.04,"MassiveIntentClassification (hu)":38.14,"MassiveIntentClassification (hy)":26.05,"MassiveIntentClassification (id)":41.16,"MassiveIntentClassification (is)":38.63,"MassiveIntentClassification (it)":44.04,"MassiveIntentClassification (ja)":46.21,"MassiveIntentClassification (jv)":37.61,"MassiveIntentClassification (ka)":24.47,"MassiveIntentClassification (km)":26.24,"MassiveIntentClassification (kn)":17.83,"MassiveIntentClassification (ko)":37.27,"MassiveIntentClassification (lv)":40.93,"MassiveIntentClassification (ml)":17.89,"MassiveIntentClassification (mn)":32.98,"MassiveIntentClassification (ms)":40.91,"MassiveIntentClassification (my)":17.83,"MassiveIntentClassification (nl)":41.76,"MassiveIntentClassification (pt)":44.54,"MassiveIntentClassification (ro)":39.97,"MassiveIntentClassification (ru)":37.46,"MassiveIntentClassification (sl)":38.29,"MassiveIntentClassification (sq)":40.95,"MassiveIntentClassification (sw)":38.33,"MassiveIntentClassification (ta)":19.03,"MassiveIntentClassification (te)":19.38,"MassiveIntentClassification (th)":34.09,"MassiveIntentClassification (tl)":40.29,"MassiveIntentClassification (tr)":38.86,"MassiveIntentClassification (ur)":27.83,"MassiveIntentClassification (vi)":38.71,"MassiveIntentClassification (zh-TW)":42.32,"MassiveScenarioClassification (af)":40.25,"MassiveScenarioClassification (am)":25.69,"MassiveScenarioClassification (ar)":32.4,"MassiveScenarioClassification (az)":40.53,"MassiveScenarioClassification (bn)":27.23,"MassiveScenarioClassification (cy)":38.7,"MassiveScenarioClassification (de)":41.36,"MassiveScenarioClassification (el)":38.44,"MassiveScenarioClassification (es)":44.18,"MassiveScenarioClassification (fa)":34.83,"MassiveScenarioClassification (fi)":40.56,"MassiveScenarioClassification (fr)":45.92,"MassiveScenarioClassification (he)":32.08,"MassiveScenarioClassification (hi)":28.37,"MassiveScenarioClassification (hu)":39.49,"MassiveScenarioClassification (hy)":25.9,"MassiveScenarioClassification (id)":40.96,"MassiveScenarioClassification (is)":38.56,"MassiveScenarioClassification (it)":46.59,"MassiveScenarioClassification (ja)":46.25,"MassiveScenarioClassification (jv)":39.66,"MassiveScenarioClassification (ka)":25.28,"MassiveScenarioClassification (km)":28.97,"MassiveScenarioClassification (kn)":19.27,"MassiveScenarioClassification (ko)":35.73,"MassiveScenarioClassification (lv)":39.57,"MassiveScenarioClassification (ml)":19.9,"MassiveScenarioClassification (mn)":32.43,"MassiveScenarioClassification (ms)":42.32,"MassiveScenarioClassification (my)":20.86,"MassiveScenarioClassification (nl)":43.59,"MassiveScenarioClassification (pt)":46.31,"MassiveScenarioClassification (ro)":42.53,"MassiveScenarioClassification (ru)":35.95,"MassiveScenarioClassification (sl)":38.69,"MassiveScenarioClassification (sq)":40.47,"MassiveScenarioClassification (sw)":39.55,"MassiveScenarioClassification (ta)":22.88,"MassiveScenarioClassification (te)":20.51,"MassiveScenarioClassification (th)":34.93,"MassiveScenarioClassification (tl)":40.75,"MassiveScenarioClassification (tr)":39.07,"MassiveScenarioClassification (ur)":29.75,"MassiveScenarioClassification (vi)":38.02,"MassiveScenarioClassification (zh-TW)":45.18} +{"index":108,"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":31.93,"AmazonCounterfactualClassification (de)":57.1,"AmazonCounterfactualClassification (ja)":59.91,"AmazonReviewsClassification (de)":25.91,"AmazonReviewsClassification (es)":27.63,"AmazonReviewsClassification (fr)":27.54,"AmazonReviewsClassification (ja)":23.57,"AmazonReviewsClassification (zh)":22.99,"MTOPDomainClassification (de)":72.04,"MTOPDomainClassification (es)":72.99,"MTOPDomainClassification (fr)":75.59,"MTOPDomainClassification (hi)":40.36,"MTOPDomainClassification (th)":17.1,"MTOPIntentClassification (de)":43.41,"MTOPIntentClassification (es)":41.88,"MTOPIntentClassification (fr)":38.94,"MTOPIntentClassification (hi)":17.75,"MTOPIntentClassification (th)":5.63,"MassiveIntentClassification (af)":38.94,"MassiveIntentClassification (am)":2.45,"MassiveIntentClassification (ar)":20.94,"MassiveIntentClassification (az)":34.25,"MassiveIntentClassification (bn)":13.67,"MassiveIntentClassification (cy)":35.71,"MassiveIntentClassification (de)":44.17,"MassiveIntentClassification (el)":28.7,"MassiveIntentClassification (es)":40.91,"MassiveIntentClassification (fa)":23.52,"MassiveIntentClassification (fi)":39.27,"MassiveIntentClassification (fr)":44.82,"MassiveIntentClassification (he)":23.65,"MassiveIntentClassification (hi)":17.98,"MassiveIntentClassification (hu)":38.0,"MassiveIntentClassification (hy)":8.69,"MassiveIntentClassification (id)":39.66,"MassiveIntentClassification (is)":35.14,"MassiveIntentClassification (it)":43.17,"MassiveIntentClassification (ja)":30.94,"MassiveIntentClassification (jv)":36.69,"MassiveIntentClassification (ka)":9.17,"MassiveIntentClassification (km)":4.99,"MassiveIntentClassification (kn)":3.08,"MassiveIntentClassification (ko)":19.97,"MassiveIntentClassification (lv)":38.61,"MassiveIntentClassification (ml)":2.85,"MassiveIntentClassification (mn)":23.25,"MassiveIntentClassification (ms)":36.21,"MassiveIntentClassification (my)":4.38,"MassiveIntentClassification (nl)":41.85,"MassiveIntentClassification (pt)":45.12,"MassiveIntentClassification (ro)":41.71,"MassiveIntentClassification (ru)":26.33,"MassiveIntentClassification (sl)":38.52,"MassiveIntentClassification (sq)":41.62,"MassiveIntentClassification (sw)":35.28,"MassiveIntentClassification (ta)":13.1,"MassiveIntentClassification (te)":2.56,"MassiveIntentClassification (th)":10.54,"MassiveIntentClassification (tl)":38.56,"MassiveIntentClassification (tr)":35.9,"MassiveIntentClassification (ur)":16.18,"MassiveIntentClassification (vi)":37.38,"MassiveIntentClassification (zh-TW)":22.39,"MassiveScenarioClassification (af)":45.71,"MassiveScenarioClassification (am)":7.41,"MassiveScenarioClassification (ar)":27.62,"MassiveScenarioClassification (az)":39.58,"MassiveScenarioClassification (bn)":18.98,"MassiveScenarioClassification (cy)":41.4,"MassiveScenarioClassification (de)":52.07,"MassiveScenarioClassification (el)":35.51,"MassiveScenarioClassification (es)":50.74,"MassiveScenarioClassification (fa)":29.0,"MassiveScenarioClassification (fi)":45.8,"MassiveScenarioClassification (fr)":53.76,"MassiveScenarioClassification (he)":25.68,"MassiveScenarioClassification (hi)":23.02,"MassiveScenarioClassification (hu)":44.09,"MassiveScenarioClassification (hy)":14.83,"MassiveScenarioClassification (id)":44.35,"MassiveScenarioClassification (is)":43.08,"MassiveScenarioClassification (it)":51.71,"MassiveScenarioClassification (ja)":36.75,"MassiveScenarioClassification (jv)":44.57,"MassiveScenarioClassification (ka)":14.84,"MassiveScenarioClassification (km)":9.75,"MassiveScenarioClassification (kn)":8.32,"MassiveScenarioClassification (ko)":25.72,"MassiveScenarioClassification (lv)":42.75,"MassiveScenarioClassification (ml)":7.25,"MassiveScenarioClassification (mn)":29.03,"MassiveScenarioClassification (ms)":44.65,"MassiveScenarioClassification (my)":10.07,"MassiveScenarioClassification (nl)":49.15,"MassiveScenarioClassification (pt)":53.0,"MassiveScenarioClassification (ro)":49.97,"MassiveScenarioClassification (ru)":28.75,"MassiveScenarioClassification (sl)":42.26,"MassiveScenarioClassification (sq)":49.14,"MassiveScenarioClassification (sw)":43.18,"MassiveScenarioClassification (ta)":19.38,"MassiveScenarioClassification (te)":7.74,"MassiveScenarioClassification (th)":18.32,"MassiveScenarioClassification (tl)":48.31,"MassiveScenarioClassification (tr)":41.79,"MassiveScenarioClassification (ur)":24.46,"MassiveScenarioClassification (vi)":40.94,"MassiveScenarioClassification (zh-TW)":31.16} +{"index":39,"Rank":21,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":31.78,"AmazonCounterfactualClassification (de)":54.33,"AmazonCounterfactualClassification (ja)":56.34,"AmazonReviewsClassification (de)":27.2,"AmazonReviewsClassification (es)":34.88,"AmazonReviewsClassification (fr)":31.56,"AmazonReviewsClassification (ja)":22.71,"AmazonReviewsClassification (zh)":22.35,"MTOPDomainClassification (de)":74.86,"MTOPDomainClassification (es)":77.09,"MTOPDomainClassification (fr)":79.8,"MTOPDomainClassification (hi)":32.79,"MTOPDomainClassification (th)":16.65,"MTOPIntentClassification (de)":42.36,"MTOPIntentClassification (es)":44.73,"MTOPIntentClassification (fr)":38.96,"MTOPIntentClassification (hi)":13.58,"MTOPIntentClassification (th)":5.4,"MassiveIntentClassification (af)":37.22,"MassiveIntentClassification (am)":3.19,"MassiveIntentClassification (ar)":14.26,"MassiveIntentClassification (az)":37.22,"MassiveIntentClassification (bn)":10.76,"MassiveIntentClassification (cy)":32.5,"MassiveIntentClassification (de)":42.78,"MassiveIntentClassification (el)":33.49,"MassiveIntentClassification (es)":44.45,"MassiveIntentClassification (fa)":26.74,"MassiveIntentClassification (fi)":38.1,"MassiveIntentClassification (fr)":46.89,"MassiveIntentClassification (he)":25.2,"MassiveIntentClassification (hi)":13.94,"MassiveIntentClassification (hu)":34.71,"MassiveIntentClassification (hy)":6.71,"MassiveIntentClassification (id)":38.57,"MassiveIntentClassification (is)":32.23,"MassiveIntentClassification (it)":45.8,"MassiveIntentClassification (ja)":29.19,"MassiveIntentClassification (jv)":34.22,"MassiveIntentClassification (ka)":8.89,"MassiveIntentClassification (km)":4.62,"MassiveIntentClassification (kn)":3.17,"MassiveIntentClassification (ko)":15.03,"MassiveIntentClassification (lv)":36.1,"MassiveIntentClassification (ml)":3.0,"MassiveIntentClassification (mn)":23.3,"MassiveIntentClassification (ms)":36.13,"MassiveIntentClassification (my)":3.81,"MassiveIntentClassification (nl)":41.08,"MassiveIntentClassification (pt)":45.2,"MassiveIntentClassification (ro)":39.49,"MassiveIntentClassification (ru)":31.82,"MassiveIntentClassification (sl)":35.45,"MassiveIntentClassification (sq)":36.89,"MassiveIntentClassification (sw)":37.54,"MassiveIntentClassification (ta)":7.91,"MassiveIntentClassification (te)":2.85,"MassiveIntentClassification (th)":10.5,"MassiveIntentClassification (tl)":39.47,"MassiveIntentClassification (tr)":37.5,"MassiveIntentClassification (ur)":16.11,"MassiveIntentClassification (vi)":36.11,"MassiveIntentClassification (zh-TW)":17.22,"MassiveScenarioClassification (af)":47.8,"MassiveScenarioClassification (am)":7.08,"MassiveScenarioClassification (ar)":22.83,"MassiveScenarioClassification (az)":44.95,"MassiveScenarioClassification (bn)":16.59,"MassiveScenarioClassification (cy)":37.92,"MassiveScenarioClassification (de)":58.74,"MassiveScenarioClassification (el)":43.0,"MassiveScenarioClassification (es)":54.47,"MassiveScenarioClassification (fa)":30.58,"MassiveScenarioClassification (fi)":43.57,"MassiveScenarioClassification (fr)":56.99,"MassiveScenarioClassification (he)":28.08,"MassiveScenarioClassification (hi)":18.1,"MassiveScenarioClassification (hu)":41.74,"MassiveScenarioClassification (hy)":11.54,"MassiveScenarioClassification (id)":46.95,"MassiveScenarioClassification (is)":42.78,"MassiveScenarioClassification (it)":54.65,"MassiveScenarioClassification (ja)":35.9,"MassiveScenarioClassification (jv)":42.51,"MassiveScenarioClassification (ka)":13.8,"MassiveScenarioClassification (km)":9.45,"MassiveScenarioClassification (kn)":8.16,"MassiveScenarioClassification (ko)":19.91,"MassiveScenarioClassification (lv)":40.48,"MassiveScenarioClassification (ml)":6.7,"MassiveScenarioClassification (mn)":28.55,"MassiveScenarioClassification (ms)":46.62,"MassiveScenarioClassification (my)":9.98,"MassiveScenarioClassification (nl)":51.76,"MassiveScenarioClassification (pt)":55.6,"MassiveScenarioClassification (ro)":50.54,"MassiveScenarioClassification (ru)":37.73,"MassiveScenarioClassification (sl)":41.67,"MassiveScenarioClassification (sq)":47.38,"MassiveScenarioClassification (sw)":44.18,"MassiveScenarioClassification (ta)":12.6,"MassiveScenarioClassification (te)":7.02,"MassiveScenarioClassification (th)":19.79,"MassiveScenarioClassification (tl)":50.36,"MassiveScenarioClassification (tr)":45.48,"MassiveScenarioClassification (ur)":23.68,"MassiveScenarioClassification (vi)":41.63,"MassiveScenarioClassification (zh-TW)":27.52} +{"index":112,"Rank":22,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":30.51,"AmazonCounterfactualClassification (de)":59.79,"AmazonCounterfactualClassification (ja)":50.59,"AmazonReviewsClassification (de)":35.06,"AmazonReviewsClassification (es)":37.18,"AmazonReviewsClassification (fr)":35.48,"AmazonReviewsClassification (ja)":22.24,"AmazonReviewsClassification (zh)":21.89,"MTOPDomainClassification (de)":85.42,"MTOPDomainClassification (es)":88.2,"MTOPDomainClassification (fr)":85.05,"MTOPDomainClassification (hi)":21.74,"MTOPDomainClassification (th)":15.87,"MTOPIntentClassification (de)":55.75,"MTOPIntentClassification (es)":57.73,"MTOPIntentClassification (fr)":51.07,"MTOPIntentClassification (hi)":3.19,"MTOPIntentClassification (th)":5.55,"MassiveIntentClassification (af)":42.6,"MassiveIntentClassification (am)":2.12,"MassiveIntentClassification (ar)":4.64,"MassiveIntentClassification (az)":35.05,"MassiveIntentClassification (bn)":2.84,"MassiveIntentClassification (cy)":36.19,"MassiveIntentClassification (de)":55.49,"MassiveIntentClassification (el)":10.14,"MassiveIntentClassification (es)":56.72,"MassiveIntentClassification (fa)":3.54,"MassiveIntentClassification (fi)":37.13,"MassiveIntentClassification (fr)":57.67,"MassiveIntentClassification (he)":2.56,"MassiveIntentClassification (hi)":3.24,"MassiveIntentClassification (hu)":34.22,"MassiveIntentClassification (hy)":3.01,"MassiveIntentClassification (id)":46.54,"MassiveIntentClassification (is)":34.77,"MassiveIntentClassification (it)":54.13,"MassiveIntentClassification (ja)":4.27,"MassiveIntentClassification (jv)":36.97,"MassiveIntentClassification (ka)":2.72,"MassiveIntentClassification (km)":5.35,"MassiveIntentClassification (kn)":3.17,"MassiveIntentClassification (ko)":2.64,"MassiveIntentClassification (lv)":36.32,"MassiveIntentClassification (ml)":3.18,"MassiveIntentClassification (mn)":22.85,"MassiveIntentClassification (ms)":42.87,"MassiveIntentClassification (my)":4.04,"MassiveIntentClassification (nl)":49.53,"MassiveIntentClassification (pt)":57.03,"MassiveIntentClassification (ro)":49.95,"MassiveIntentClassification (ru)":36.58,"MassiveIntentClassification (sl)":39.44,"MassiveIntentClassification (sq)":41.78,"MassiveIntentClassification (sw)":35.85,"MassiveIntentClassification (ta)":2.32,"MassiveIntentClassification (te)":2.2,"MassiveIntentClassification (th)":3.74,"MassiveIntentClassification (tl)":43.12,"MassiveIntentClassification (tr)":35.24,"MassiveIntentClassification (ur)":3.0,"MassiveIntentClassification (vi)":30.01,"MassiveIntentClassification (zh-TW)":3.35,"MassiveScenarioClassification (af)":52.54,"MassiveScenarioClassification (am)":6.3,"MassiveScenarioClassification (ar)":11.96,"MassiveScenarioClassification (az)":40.17,"MassiveScenarioClassification (bn)":8.29,"MassiveScenarioClassification (cy)":42.24,"MassiveScenarioClassification (de)":68.09,"MassiveScenarioClassification (el)":16.66,"MassiveScenarioClassification (es)":64.32,"MassiveScenarioClassification (fa)":6.9,"MassiveScenarioClassification (fi)":43.96,"MassiveScenarioClassification (fr)":66.72,"MassiveScenarioClassification (he)":7.51,"MassiveScenarioClassification (hi)":7.82,"MassiveScenarioClassification (hu)":42.16,"MassiveScenarioClassification (hy)":9.33,"MassiveScenarioClassification (id)":53.54,"MassiveScenarioClassification (is)":42.84,"MassiveScenarioClassification (it)":62.44,"MassiveScenarioClassification (ja)":7.29,"MassiveScenarioClassification (jv)":43.13,"MassiveScenarioClassification (ka)":7.63,"MassiveScenarioClassification (km)":9.08,"MassiveScenarioClassification (kn)":8.1,"MassiveScenarioClassification (ko)":6.35,"MassiveScenarioClassification (lv)":40.24,"MassiveScenarioClassification (ml)":7.65,"MassiveScenarioClassification (mn)":27.98,"MassiveScenarioClassification (ms)":52.41,"MassiveScenarioClassification (my)":9.21,"MassiveScenarioClassification (nl)":60.35,"MassiveScenarioClassification (pt)":62.78,"MassiveScenarioClassification (ro)":59.62,"MassiveScenarioClassification (ru)":43.44,"MassiveScenarioClassification (sl)":44.79,"MassiveScenarioClassification (sq)":50.84,"MassiveScenarioClassification (sw)":44.63,"MassiveScenarioClassification (ta)":7.95,"MassiveScenarioClassification (te)":7.5,"MassiveScenarioClassification (th)":8.79,"MassiveScenarioClassification (tl)":53.54,"MassiveScenarioClassification (tr)":42.47,"MassiveScenarioClassification (ur)":9.58,"MassiveScenarioClassification (vi)":34.68,"MassiveScenarioClassification (zh-TW)":8.77} +{"index":59,"Rank":23,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":30.35,"AmazonCounterfactualClassification (de)":57.98,"AmazonCounterfactualClassification (ja)":59.38,"AmazonReviewsClassification (de)":26.73,"AmazonReviewsClassification (es)":27.23,"AmazonReviewsClassification (fr)":27.0,"AmazonReviewsClassification (ja)":23.75,"AmazonReviewsClassification (zh)":23.13,"MTOPDomainClassification (de)":70.39,"MTOPDomainClassification (es)":73.35,"MTOPDomainClassification (fr)":75.57,"MTOPDomainClassification (hi)":39.06,"MTOPDomainClassification (th)":17.09,"MTOPIntentClassification (de)":45.26,"MTOPIntentClassification (es)":44.9,"MTOPIntentClassification (fr)":41.12,"MTOPIntentClassification (hi)":18.3,"MTOPIntentClassification (th)":4.68,"MassiveIntentClassification (af)":36.53,"MassiveIntentClassification (am)":2.44,"MassiveIntentClassification (ar)":18.02,"MassiveIntentClassification (az)":28.74,"MassiveIntentClassification (bn)":12.1,"MassiveIntentClassification (cy)":33.68,"MassiveIntentClassification (de)":42.21,"MassiveIntentClassification (el)":22.5,"MassiveIntentClassification (es)":40.63,"MassiveIntentClassification (fa)":19.65,"MassiveIntentClassification (fi)":36.97,"MassiveIntentClassification (fr)":41.95,"MassiveIntentClassification (he)":20.56,"MassiveIntentClassification (hi)":17.6,"MassiveIntentClassification (hu)":33.79,"MassiveIntentClassification (hy)":7.13,"MassiveIntentClassification (id)":38.6,"MassiveIntentClassification (is)":29.51,"MassiveIntentClassification (it)":40.84,"MassiveIntentClassification (ja)":30.52,"MassiveIntentClassification (jv)":35.6,"MassiveIntentClassification (ka)":8.55,"MassiveIntentClassification (km)":4.51,"MassiveIntentClassification (kn)":3.39,"MassiveIntentClassification (ko)":16.09,"MassiveIntentClassification (lv)":36.23,"MassiveIntentClassification (ml)":2.54,"MassiveIntentClassification (mn)":18.88,"MassiveIntentClassification (ms)":34.14,"MassiveIntentClassification (my)":4.49,"MassiveIntentClassification (nl)":38.17,"MassiveIntentClassification (pt)":42.6,"MassiveIntentClassification (ro)":39.3,"MassiveIntentClassification (ru)":27.14,"MassiveIntentClassification (sl)":36.45,"MassiveIntentClassification (sq)":40.24,"MassiveIntentClassification (sw)":33.87,"MassiveIntentClassification (ta)":11.43,"MassiveIntentClassification (te)":2.25,"MassiveIntentClassification (th)":10.3,"MassiveIntentClassification (tl)":38.09,"MassiveIntentClassification (tr)":33.09,"MassiveIntentClassification (ur)":15.12,"MassiveIntentClassification (vi)":37.36,"MassiveIntentClassification (zh-TW)":24.11,"MassiveScenarioClassification (af)":43.56,"MassiveScenarioClassification (am)":7.37,"MassiveScenarioClassification (ar)":24.37,"MassiveScenarioClassification (az)":35.12,"MassiveScenarioClassification (bn)":19.76,"MassiveScenarioClassification (cy)":38.78,"MassiveScenarioClassification (de)":50.05,"MassiveScenarioClassification (el)":29.29,"MassiveScenarioClassification (es)":49.3,"MassiveScenarioClassification (fa)":22.91,"MassiveScenarioClassification (fi)":40.72,"MassiveScenarioClassification (fr)":50.59,"MassiveScenarioClassification (he)":23.92,"MassiveScenarioClassification (hi)":23.15,"MassiveScenarioClassification (hu)":39.28,"MassiveScenarioClassification (hy)":12.36,"MassiveScenarioClassification (id)":43.03,"MassiveScenarioClassification (is)":35.19,"MassiveScenarioClassification (it)":49.37,"MassiveScenarioClassification (ja)":37.64,"MassiveScenarioClassification (jv)":42.82,"MassiveScenarioClassification (ka)":14.13,"MassiveScenarioClassification (km)":8.84,"MassiveScenarioClassification (kn)":8.35,"MassiveScenarioClassification (ko)":20.59,"MassiveScenarioClassification (lv)":40.16,"MassiveScenarioClassification (ml)":7.48,"MassiveScenarioClassification (mn)":24.15,"MassiveScenarioClassification (ms)":42.39,"MassiveScenarioClassification (my)":11.19,"MassiveScenarioClassification (nl)":46.52,"MassiveScenarioClassification (pt)":49.51,"MassiveScenarioClassification (ro)":47.62,"MassiveScenarioClassification (ru)":29.95,"MassiveScenarioClassification (sl)":41.42,"MassiveScenarioClassification (sq)":45.49,"MassiveScenarioClassification (sw)":41.83,"MassiveScenarioClassification (ta)":17.58,"MassiveScenarioClassification (te)":7.58,"MassiveScenarioClassification (th)":18.84,"MassiveScenarioClassification (tl)":46.35,"MassiveScenarioClassification (tr)":38.19,"MassiveScenarioClassification (ur)":23.33,"MassiveScenarioClassification (vi)":40.89,"MassiveScenarioClassification (zh-TW)":33.27} +{"index":118,"Rank":24,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":29.6,"AmazonCounterfactualClassification (de)":67.01,"AmazonCounterfactualClassification (ja)":45.61,"AmazonReviewsClassification (de)":44.05,"AmazonReviewsClassification (es)":45.01,"AmazonReviewsClassification (fr)":43.52,"AmazonReviewsClassification (ja)":22.23,"AmazonReviewsClassification (zh)":21.88,"MTOPDomainClassification (de)":83.28,"MTOPDomainClassification (es)":85.32,"MTOPDomainClassification (fr)":85.14,"MTOPDomainClassification (hi)":20.85,"MTOPDomainClassification (th)":15.62,"MTOPIntentClassification (de)":54.65,"MTOPIntentClassification (es)":57.38,"MTOPIntentClassification (fr)":54.39,"MTOPIntentClassification (hi)":3.28,"MTOPIntentClassification (th)":5.08,"MassiveIntentClassification (af)":40.17,"MassiveIntentClassification (am)":2.18,"MassiveIntentClassification (ar)":4.18,"MassiveIntentClassification (az)":30.02,"MassiveIntentClassification (bn)":2.6,"MassiveIntentClassification (cy)":29.15,"MassiveIntentClassification (de)":57.43,"MassiveIntentClassification (el)":9.96,"MassiveIntentClassification (es)":57.97,"MassiveIntentClassification (fa)":3.6,"MassiveIntentClassification (fi)":34.02,"MassiveIntentClassification (fr)":60.99,"MassiveIntentClassification (he)":2.51,"MassiveIntentClassification (hi)":3.02,"MassiveIntentClassification (hu)":31.66,"MassiveIntentClassification (hy)":3.32,"MassiveIntentClassification (id)":41.53,"MassiveIntentClassification (is)":30.25,"MassiveIntentClassification (it)":56.57,"MassiveIntentClassification (ja)":3.5,"MassiveIntentClassification (jv)":31.67,"MassiveIntentClassification (ka)":2.79,"MassiveIntentClassification (km)":5.43,"MassiveIntentClassification (kn)":2.79,"MassiveIntentClassification (ko)":2.67,"MassiveIntentClassification (lv)":34.25,"MassiveIntentClassification (ml)":2.98,"MassiveIntentClassification (mn)":20.99,"MassiveIntentClassification (ms)":37.43,"MassiveIntentClassification (my)":4.02,"MassiveIntentClassification (nl)":50.51,"MassiveIntentClassification (pt)":57.95,"MassiveIntentClassification (ro)":49.37,"MassiveIntentClassification (ru)":33.46,"MassiveIntentClassification (sl)":36.33,"MassiveIntentClassification (sq)":37.65,"MassiveIntentClassification (sw)":30.6,"MassiveIntentClassification (ta)":1.79,"MassiveIntentClassification (te)":2.26,"MassiveIntentClassification (th)":4.02,"MassiveIntentClassification (tl)":38.92,"MassiveIntentClassification (tr)":32.05,"MassiveIntentClassification (ur)":2.7,"MassiveIntentClassification (vi)":21.47,"MassiveIntentClassification (zh-TW)":3.24,"MassiveScenarioClassification (af)":50.81,"MassiveScenarioClassification (am)":6.95,"MassiveScenarioClassification (ar)":12.32,"MassiveScenarioClassification (az)":38.79,"MassiveScenarioClassification (bn)":8.0,"MassiveScenarioClassification (cy)":33.91,"MassiveScenarioClassification (de)":65.33,"MassiveScenarioClassification (el)":16.89,"MassiveScenarioClassification (es)":62.52,"MassiveScenarioClassification (fa)":6.08,"MassiveScenarioClassification (fi)":43.34,"MassiveScenarioClassification (fr)":66.42,"MassiveScenarioClassification (he)":7.55,"MassiveScenarioClassification (hi)":7.44,"MassiveScenarioClassification (hu)":40.85,"MassiveScenarioClassification (hy)":9.25,"MassiveScenarioClassification (id)":51.92,"MassiveScenarioClassification (is)":40.09,"MassiveScenarioClassification (it)":62.94,"MassiveScenarioClassification (ja)":7.9,"MassiveScenarioClassification (jv)":41.33,"MassiveScenarioClassification (ka)":7.76,"MassiveScenarioClassification (km)":9.19,"MassiveScenarioClassification (kn)":8.36,"MassiveScenarioClassification (ko)":6.13,"MassiveScenarioClassification (lv)":40.7,"MassiveScenarioClassification (ml)":6.98,"MassiveScenarioClassification (mn)":27.0,"MassiveScenarioClassification (ms)":46.9,"MassiveScenarioClassification (my)":9.55,"MassiveScenarioClassification (nl)":59.65,"MassiveScenarioClassification (pt)":62.18,"MassiveScenarioClassification (ro)":58.22,"MassiveScenarioClassification (ru)":40.73,"MassiveScenarioClassification (sl)":43.66,"MassiveScenarioClassification (sq)":49.25,"MassiveScenarioClassification (sw)":40.55,"MassiveScenarioClassification (ta)":7.46,"MassiveScenarioClassification (te)":7.03,"MassiveScenarioClassification (th)":8.52,"MassiveScenarioClassification (tl)":51.74,"MassiveScenarioClassification (tr)":43.01,"MassiveScenarioClassification (ur)":9.61,"MassiveScenarioClassification (vi)":28.91,"MassiveScenarioClassification (zh-TW)":7.14} +{"index":111,"Rank":25,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":28.9,"AmazonCounterfactualClassification (de)":59.38,"AmazonCounterfactualClassification (ja)":45.87,"AmazonReviewsClassification (de)":33.06,"AmazonReviewsClassification (es)":34.0,"AmazonReviewsClassification (fr)":33.48,"AmazonReviewsClassification (ja)":21.78,"AmazonReviewsClassification (zh)":21.83,"MTOPDomainClassification (de)":81.91,"MTOPDomainClassification (es)":84.7,"MTOPDomainClassification (fr)":82.48,"MTOPDomainClassification (hi)":22.11,"MTOPDomainClassification (th)":16.36,"MTOPIntentClassification (de)":52.13,"MTOPIntentClassification (es)":52.62,"MTOPIntentClassification (fr)":46.39,"MTOPIntentClassification (hi)":3.9,"MTOPIntentClassification (th)":5.38,"MassiveIntentClassification (af)":41.02,"MassiveIntentClassification (am)":2.34,"MassiveIntentClassification (ar)":4.87,"MassiveIntentClassification (az)":34.92,"MassiveIntentClassification (bn)":2.52,"MassiveIntentClassification (cy)":35.87,"MassiveIntentClassification (de)":51.48,"MassiveIntentClassification (el)":10.0,"MassiveIntentClassification (es)":53.3,"MassiveIntentClassification (fa)":3.59,"MassiveIntentClassification (fi)":37.35,"MassiveIntentClassification (fr)":54.83,"MassiveIntentClassification (he)":2.52,"MassiveIntentClassification (hi)":2.88,"MassiveIntentClassification (hu)":33.52,"MassiveIntentClassification (hy)":3.13,"MassiveIntentClassification (id)":40.11,"MassiveIntentClassification (is)":34.77,"MassiveIntentClassification (it)":51.21,"MassiveIntentClassification (ja)":4.75,"MassiveIntentClassification (jv)":35.6,"MassiveIntentClassification (ka)":2.71,"MassiveIntentClassification (km)":5.48,"MassiveIntentClassification (kn)":2.44,"MassiveIntentClassification (ko)":2.59,"MassiveIntentClassification (lv)":38.15,"MassiveIntentClassification (ml)":2.67,"MassiveIntentClassification (mn)":18.47,"MassiveIntentClassification (ms)":35.58,"MassiveIntentClassification (my)":4.35,"MassiveIntentClassification (nl)":45.96,"MassiveIntentClassification (pt)":52.27,"MassiveIntentClassification (ro)":46.39,"MassiveIntentClassification (ru)":16.82,"MassiveIntentClassification (sl)":37.3,"MassiveIntentClassification (sq)":41.73,"MassiveIntentClassification (sw)":35.97,"MassiveIntentClassification (ta)":1.52,"MassiveIntentClassification (te)":2.57,"MassiveIntentClassification (th)":3.94,"MassiveIntentClassification (tl)":41.03,"MassiveIntentClassification (tr)":33.75,"MassiveIntentClassification (ur)":2.57,"MassiveIntentClassification (vi)":25.23,"MassiveIntentClassification (zh-TW)":4.64,"MassiveScenarioClassification (af)":51.48,"MassiveScenarioClassification (am)":7.74,"MassiveScenarioClassification (ar)":12.03,"MassiveScenarioClassification (az)":41.77,"MassiveScenarioClassification (bn)":8.07,"MassiveScenarioClassification (cy)":43.67,"MassiveScenarioClassification (de)":63.63,"MassiveScenarioClassification (el)":16.83,"MassiveScenarioClassification (es)":61.48,"MassiveScenarioClassification (fa)":6.48,"MassiveScenarioClassification (fi)":43.54,"MassiveScenarioClassification (fr)":64.06,"MassiveScenarioClassification (he)":8.03,"MassiveScenarioClassification (hi)":7.5,"MassiveScenarioClassification (hu)":42.59,"MassiveScenarioClassification (hy)":9.22,"MassiveScenarioClassification (id)":48.67,"MassiveScenarioClassification (is)":43.87,"MassiveScenarioClassification (it)":59.83,"MassiveScenarioClassification (ja)":5.62,"MassiveScenarioClassification (jv)":42.18,"MassiveScenarioClassification (ka)":7.52,"MassiveScenarioClassification (km)":9.55,"MassiveScenarioClassification (kn)":8.34,"MassiveScenarioClassification (ko)":6.11,"MassiveScenarioClassification (lv)":43.35,"MassiveScenarioClassification (ml)":7.28,"MassiveScenarioClassification (mn)":23.94,"MassiveScenarioClassification (ms)":45.18,"MassiveScenarioClassification (my)":9.33,"MassiveScenarioClassification (nl)":57.02,"MassiveScenarioClassification (pt)":59.45,"MassiveScenarioClassification (ro)":56.8,"MassiveScenarioClassification (ru)":25.85,"MassiveScenarioClassification (sl)":42.51,"MassiveScenarioClassification (sq)":50.41,"MassiveScenarioClassification (sw)":43.02,"MassiveScenarioClassification (ta)":7.21,"MassiveScenarioClassification (te)":6.9,"MassiveScenarioClassification (th)":8.7,"MassiveScenarioClassification (tl)":51.76,"MassiveScenarioClassification (tr)":42.54,"MassiveScenarioClassification (ur)":9.32,"MassiveScenarioClassification (vi)":31.51,"MassiveScenarioClassification (zh-TW)":8.16} +{"index":117,"Rank":26,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":28.26,"AmazonCounterfactualClassification (de)":67.97,"AmazonCounterfactualClassification (ja)":45.72,"AmazonReviewsClassification (de)":43.16,"AmazonReviewsClassification (es)":42.89,"AmazonReviewsClassification (fr)":41.48,"AmazonReviewsClassification (ja)":22.49,"AmazonReviewsClassification (zh)":22.12,"MTOPDomainClassification (de)":80.56,"MTOPDomainClassification (es)":80.78,"MTOPDomainClassification (fr)":79.6,"MTOPDomainClassification (hi)":21.22,"MTOPDomainClassification (th)":15.82,"MTOPIntentClassification (de)":52.5,"MTOPIntentClassification (es)":52.07,"MTOPIntentClassification (fr)":47.73,"MTOPIntentClassification (hi)":3.74,"MTOPIntentClassification (th)":4.96,"MassiveIntentClassification (af)":38.41,"MassiveIntentClassification (am)":2.49,"MassiveIntentClassification (ar)":4.7,"MassiveIntentClassification (az)":31.77,"MassiveIntentClassification (bn)":2.77,"MassiveIntentClassification (cy)":31.69,"MassiveIntentClassification (de)":52.01,"MassiveIntentClassification (el)":9.74,"MassiveIntentClassification (es)":54.1,"MassiveIntentClassification (fa)":3.86,"MassiveIntentClassification (fi)":34.07,"MassiveIntentClassification (fr)":57.01,"MassiveIntentClassification (he)":2.14,"MassiveIntentClassification (hi)":2.97,"MassiveIntentClassification (hu)":32.01,"MassiveIntentClassification (hy)":3.17,"MassiveIntentClassification (id)":34.55,"MassiveIntentClassification (is)":32.0,"MassiveIntentClassification (it)":52.94,"MassiveIntentClassification (ja)":2.9,"MassiveIntentClassification (jv)":32.42,"MassiveIntentClassification (ka)":2.71,"MassiveIntentClassification (km)":5.5,"MassiveIntentClassification (kn)":2.41,"MassiveIntentClassification (ko)":2.57,"MassiveIntentClassification (lv)":35.09,"MassiveIntentClassification (ml)":2.95,"MassiveIntentClassification (mn)":18.33,"MassiveIntentClassification (ms)":29.69,"MassiveIntentClassification (my)":3.99,"MassiveIntentClassification (nl)":44.95,"MassiveIntentClassification (pt)":51.96,"MassiveIntentClassification (ro)":43.83,"MassiveIntentClassification (ru)":17.32,"MassiveIntentClassification (sl)":33.71,"MassiveIntentClassification (sq)":37.62,"MassiveIntentClassification (sw)":31.9,"MassiveIntentClassification (ta)":1.91,"MassiveIntentClassification (te)":2.54,"MassiveIntentClassification (th)":3.85,"MassiveIntentClassification (tl)":36.83,"MassiveIntentClassification (tr)":33.0,"MassiveIntentClassification (ur)":2.62,"MassiveIntentClassification (vi)":22.81,"MassiveIntentClassification (zh-TW)":3.49,"MassiveScenarioClassification (af)":50.28,"MassiveScenarioClassification (am)":7.15,"MassiveScenarioClassification (ar)":12.12,"MassiveScenarioClassification (az)":39.68,"MassiveScenarioClassification (bn)":8.06,"MassiveScenarioClassification (cy)":38.01,"MassiveScenarioClassification (de)":62.71,"MassiveScenarioClassification (el)":17.19,"MassiveScenarioClassification (es)":59.56,"MassiveScenarioClassification (fa)":6.5,"MassiveScenarioClassification (fi)":41.72,"MassiveScenarioClassification (fr)":63.6,"MassiveScenarioClassification (he)":7.93,"MassiveScenarioClassification (hi)":7.85,"MassiveScenarioClassification (hu)":41.37,"MassiveScenarioClassification (hy)":9.42,"MassiveScenarioClassification (id)":44.88,"MassiveScenarioClassification (is)":40.86,"MassiveScenarioClassification (it)":60.09,"MassiveScenarioClassification (ja)":6.56,"MassiveScenarioClassification (jv)":40.18,"MassiveScenarioClassification (ka)":7.37,"MassiveScenarioClassification (km)":9.56,"MassiveScenarioClassification (kn)":8.4,"MassiveScenarioClassification (ko)":5.96,"MassiveScenarioClassification (lv)":41.44,"MassiveScenarioClassification (ml)":7.47,"MassiveScenarioClassification (mn)":25.36,"MassiveScenarioClassification (ms)":39.69,"MassiveScenarioClassification (my)":9.68,"MassiveScenarioClassification (nl)":56.09,"MassiveScenarioClassification (pt)":57.99,"MassiveScenarioClassification (ro)":56.0,"MassiveScenarioClassification (ru)":27.47,"MassiveScenarioClassification (sl)":41.04,"MassiveScenarioClassification (sq)":49.38,"MassiveScenarioClassification (sw)":40.62,"MassiveScenarioClassification (ta)":7.59,"MassiveScenarioClassification (te)":7.07,"MassiveScenarioClassification (th)":8.52,"MassiveScenarioClassification (tl)":49.89,"MassiveScenarioClassification (tr)":43.08,"MassiveScenarioClassification (ur)":9.31,"MassiveScenarioClassification (vi)":27.46,"MassiveScenarioClassification (zh-TW)":7.24} +{"index":116,"Rank":27,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":26.73,"AmazonCounterfactualClassification (de)":69.98,"AmazonCounterfactualClassification (ja)":46.05,"AmazonReviewsClassification (de)":37.9,"AmazonReviewsClassification (es)":37.33,"AmazonReviewsClassification (fr)":37.35,"AmazonReviewsClassification (ja)":22.29,"AmazonReviewsClassification (zh)":21.53,"MTOPDomainClassification (de)":76.98,"MTOPDomainClassification (es)":73.61,"MTOPDomainClassification (fr)":75.03,"MTOPDomainClassification (hi)":21.4,"MTOPDomainClassification (th)":16.21,"MTOPIntentClassification (de)":44.43,"MTOPIntentClassification (es)":42.03,"MTOPIntentClassification (fr)":43.85,"MTOPIntentClassification (hi)":3.8,"MTOPIntentClassification (th)":5.21,"MassiveIntentClassification (af)":34.32,"MassiveIntentClassification (am)":2.38,"MassiveIntentClassification (ar)":4.53,"MassiveIntentClassification (az)":31.76,"MassiveIntentClassification (bn)":2.58,"MassiveIntentClassification (cy)":28.94,"MassiveIntentClassification (de)":45.23,"MassiveIntentClassification (el)":10.05,"MassiveIntentClassification (es)":45.32,"MassiveIntentClassification (fa)":3.58,"MassiveIntentClassification (fi)":33.52,"MassiveIntentClassification (fr)":51.13,"MassiveIntentClassification (he)":2.63,"MassiveIntentClassification (hi)":2.68,"MassiveIntentClassification (hu)":32.31,"MassiveIntentClassification (hy)":3.33,"MassiveIntentClassification (id)":35.5,"MassiveIntentClassification (is)":29.82,"MassiveIntentClassification (it)":45.59,"MassiveIntentClassification (ja)":3.67,"MassiveIntentClassification (jv)":31.15,"MassiveIntentClassification (ka)":2.77,"MassiveIntentClassification (km)":5.66,"MassiveIntentClassification (kn)":2.59,"MassiveIntentClassification (ko)":2.34,"MassiveIntentClassification (lv)":33.97,"MassiveIntentClassification (ml)":2.55,"MassiveIntentClassification (mn)":14.7,"MassiveIntentClassification (ms)":33.12,"MassiveIntentClassification (my)":4.42,"MassiveIntentClassification (nl)":37.96,"MassiveIntentClassification (pt)":43.35,"MassiveIntentClassification (ro)":42.69,"MassiveIntentClassification (ru)":14.82,"MassiveIntentClassification (sl)":34.54,"MassiveIntentClassification (sq)":38.54,"MassiveIntentClassification (sw)":32.14,"MassiveIntentClassification (ta)":1.41,"MassiveIntentClassification (te)":2.5,"MassiveIntentClassification (th)":3.71,"MassiveIntentClassification (tl)":36.04,"MassiveIntentClassification (tr)":33.77,"MassiveIntentClassification (ur)":2.99,"MassiveIntentClassification (vi)":22.62,"MassiveIntentClassification (zh-TW)":4.63,"MassiveScenarioClassification (af)":44.45,"MassiveScenarioClassification (am)":7.51,"MassiveScenarioClassification (ar)":12.32,"MassiveScenarioClassification (az)":38.41,"MassiveScenarioClassification (bn)":8.45,"MassiveScenarioClassification (cy)":35.04,"MassiveScenarioClassification (de)":59.12,"MassiveScenarioClassification (el)":17.68,"MassiveScenarioClassification (es)":55.61,"MassiveScenarioClassification (fa)":6.86,"MassiveScenarioClassification (fi)":41.34,"MassiveScenarioClassification (fr)":59.92,"MassiveScenarioClassification (he)":7.86,"MassiveScenarioClassification (hi)":7.63,"MassiveScenarioClassification (hu)":41.31,"MassiveScenarioClassification (hy)":9.23,"MassiveScenarioClassification (id)":44.64,"MassiveScenarioClassification (is)":39.63,"MassiveScenarioClassification (it)":54.58,"MassiveScenarioClassification (ja)":4.96,"MassiveScenarioClassification (jv)":40.73,"MassiveScenarioClassification (ka)":7.51,"MassiveScenarioClassification (km)":8.73,"MassiveScenarioClassification (kn)":7.99,"MassiveScenarioClassification (ko)":6.03,"MassiveScenarioClassification (lv)":36.42,"MassiveScenarioClassification (ml)":6.96,"MassiveScenarioClassification (mn)":19.85,"MassiveScenarioClassification (ms)":43.18,"MassiveScenarioClassification (my)":9.46,"MassiveScenarioClassification (nl)":50.0,"MassiveScenarioClassification (pt)":52.24,"MassiveScenarioClassification (ro)":53.7,"MassiveScenarioClassification (ru)":20.69,"MassiveScenarioClassification (sl)":39.79,"MassiveScenarioClassification (sq)":50.16,"MassiveScenarioClassification (sw)":40.48,"MassiveScenarioClassification (ta)":7.47,"MassiveScenarioClassification (te)":6.87,"MassiveScenarioClassification (th)":8.26,"MassiveScenarioClassification (tl)":48.94,"MassiveScenarioClassification (tr)":41.83,"MassiveScenarioClassification (ur)":9.77,"MassiveScenarioClassification (vi)":30.01,"MassiveScenarioClassification (zh-TW)":7.91} +{"index":109,"Rank":28,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":24.49,"AmazonCounterfactualClassification (de)":54.46,"AmazonCounterfactualClassification (ja)":43.87,"AmazonReviewsClassification (de)":24.08,"AmazonReviewsClassification (es)":23.88,"AmazonReviewsClassification (fr)":23.31,"AmazonReviewsClassification (ja)":20.25,"AmazonReviewsClassification (zh)":20.49,"MTOPDomainClassification (de)":48.55,"MTOPDomainClassification (es)":58.39,"MTOPDomainClassification (fr)":54.61,"MTOPDomainClassification (hi)":21.22,"MTOPDomainClassification (th)":14.98,"MTOPIntentClassification (de)":35.55,"MTOPIntentClassification (es)":36.72,"MTOPIntentClassification (fr)":34.71,"MTOPIntentClassification (hi)":4.44,"MTOPIntentClassification (th)":4.67,"MassiveIntentClassification (af)":33.68,"MassiveIntentClassification (am)":2.94,"MassiveIntentClassification (ar)":10.04,"MassiveIntentClassification (az)":30.74,"MassiveIntentClassification (bn)":3.02,"MassiveIntentClassification (cy)":33.94,"MassiveIntentClassification (de)":36.06,"MassiveIntentClassification (el)":27.7,"MassiveIntentClassification (es)":35.6,"MassiveIntentClassification (fa)":17.97,"MassiveIntentClassification (fi)":35.53,"MassiveIntentClassification (fr)":38.41,"MassiveIntentClassification (he)":2.69,"MassiveIntentClassification (hi)":3.43,"MassiveIntentClassification (hu)":34.05,"MassiveIntentClassification (hy)":3.11,"MassiveIntentClassification (id)":40.02,"MassiveIntentClassification (is)":32.63,"MassiveIntentClassification (it)":39.28,"MassiveIntentClassification (ja)":4.95,"MassiveIntentClassification (jv)":34.95,"MassiveIntentClassification (ka)":2.57,"MassiveIntentClassification (km)":4.73,"MassiveIntentClassification (kn)":3.54,"MassiveIntentClassification (ko)":2.68,"MassiveIntentClassification (lv)":37.91,"MassiveIntentClassification (ml)":2.88,"MassiveIntentClassification (mn)":16.94,"MassiveIntentClassification (ms)":36.6,"MassiveIntentClassification (my)":3.96,"MassiveIntentClassification (nl)":33.95,"MassiveIntentClassification (pt)":43.05,"MassiveIntentClassification (ro)":36.2,"MassiveIntentClassification (ru)":25.3,"MassiveIntentClassification (sl)":35.9,"MassiveIntentClassification (sq)":36.6,"MassiveIntentClassification (sw)":34.81,"MassiveIntentClassification (ta)":3.11,"MassiveIntentClassification (te)":2.53,"MassiveIntentClassification (th)":4.38,"MassiveIntentClassification (tl)":35.51,"MassiveIntentClassification (tr)":32.02,"MassiveIntentClassification (ur)":9.61,"MassiveIntentClassification (vi)":37.07,"MassiveIntentClassification (zh-TW)":4.79,"MassiveScenarioClassification (af)":36.17,"MassiveScenarioClassification (am)":7.64,"MassiveScenarioClassification (ar)":15.26,"MassiveScenarioClassification (az)":30.73,"MassiveScenarioClassification (bn)":7.15,"MassiveScenarioClassification (cy)":34.73,"MassiveScenarioClassification (de)":38.62,"MassiveScenarioClassification (el)":27.18,"MassiveScenarioClassification (es)":39.44,"MassiveScenarioClassification (fa)":21.43,"MassiveScenarioClassification (fi)":33.21,"MassiveScenarioClassification (fr)":40.26,"MassiveScenarioClassification (he)":7.42,"MassiveScenarioClassification (hi)":8.06,"MassiveScenarioClassification (hu)":34.54,"MassiveScenarioClassification (hy)":8.61,"MassiveScenarioClassification (id)":40.04,"MassiveScenarioClassification (is)":33.57,"MassiveScenarioClassification (it)":40.1,"MassiveScenarioClassification (ja)":9.96,"MassiveScenarioClassification (jv)":36.11,"MassiveScenarioClassification (ka)":7.13,"MassiveScenarioClassification (km)":9.66,"MassiveScenarioClassification (kn)":7.55,"MassiveScenarioClassification (ko)":7.27,"MassiveScenarioClassification (lv)":37.03,"MassiveScenarioClassification (ml)":7.22,"MassiveScenarioClassification (mn)":21.53,"MassiveScenarioClassification (ms)":37.57,"MassiveScenarioClassification (my)":9.54,"MassiveScenarioClassification (nl)":34.62,"MassiveScenarioClassification (pt)":44.68,"MassiveScenarioClassification (ro)":37.29,"MassiveScenarioClassification (ru)":28.16,"MassiveScenarioClassification (sl)":37.95,"MassiveScenarioClassification (sq)":37.82,"MassiveScenarioClassification (sw)":35.37,"MassiveScenarioClassification (ta)":7.19,"MassiveScenarioClassification (te)":7.29,"MassiveScenarioClassification (th)":9.47,"MassiveScenarioClassification (tl)":37.31,"MassiveScenarioClassification (tr)":34.57,"MassiveScenarioClassification (ur)":16.17,"MassiveScenarioClassification (vi)":35.91,"MassiveScenarioClassification (zh-TW)":10.19} +{"index":0,"Rank":29,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":41.59,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":90.05,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":66.09,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":62.83,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":69.71,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":1,"Rank":30,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":37.26,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":79.79,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":45.62,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":53.7,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":62.46,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":2,"Rank":31,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":42.15,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":87.68,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":59.44,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":63.08,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":70.15,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":3,"Rank":32,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":41.98,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":90.12,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":62.44,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.94,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":72.78,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":4,"Rank":33,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":43.36,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":90.33,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":60.52,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":68.06,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":74.29,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":6,"Rank":34,"Model":"OpenSearch-text-hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.18,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":7,"Rank":35,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":35.07,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":75.7,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":63.76,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":56.03,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":59.3,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":8,"Rank":36,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":52.95,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":9,"Rank":37,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":53.47,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":47.21,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":93.48,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":80.23,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":76.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":79.1,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":10,"Rank":38,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":55.53,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":53.98,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":96.69,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":87.47,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":81.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":86.64,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":11,"Rank":39,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":40.11,"AmazonReviewsClassification (es)":40.17,"AmazonReviewsClassification (fr)":39.57,"AmazonReviewsClassification (ja)":35.75,"AmazonReviewsClassification (zh)":33.34,"MTOPDomainClassification (de)":88.27,"MTOPDomainClassification (es)":90.88,"MTOPDomainClassification (fr)":87.49,"MTOPDomainClassification (hi)":89.45,"MTOPDomainClassification (th)":83.46,"MTOPIntentClassification (de)":63.51,"MTOPIntentClassification (es)":71.66,"MTOPIntentClassification (fr)":64.06,"MTOPIntentClassification (hi)":65.27,"MTOPIntentClassification (th)":63.05,"MassiveIntentClassification (af)":57.95,"MassiveIntentClassification (am)":49.27,"MassiveIntentClassification (ar)":55.49,"MassiveIntentClassification (az)":60.98,"MassiveIntentClassification (bn)":57.57,"MassiveIntentClassification (cy)":48.35,"MassiveIntentClassification (de)":62.55,"MassiveIntentClassification (el)":63.09,"MassiveIntentClassification (es)":67.41,"MassiveIntentClassification (fa)":65.6,"MassiveIntentClassification (fi)":62.91,"MassiveIntentClassification (fr)":67.92,"MassiveIntentClassification (he)":55.2,"MassiveIntentClassification (hi)":65.04,"MassiveIntentClassification (hu)":63.31,"MassiveIntentClassification (hy)":55.52,"MassiveIntentClassification (id)":66.06,"MassiveIntentClassification (is)":56.02,"MassiveIntentClassification (it)":67.28,"MassiveIntentClassification (ja)":66.8,"MassiveIntentClassification (jv)":50.18,"MassiveIntentClassification (ka)":47.89,"MassiveIntentClassification (km)":50.8,"MassiveIntentClassification (kn)":57.23,"MassiveIntentClassification (ko)":64.59,"MassiveIntentClassification (lv)":59.08,"MassiveIntentClassification (ml)":59.55,"MassiveIntentClassification (mn)":53.44,"MassiveIntentClassification (ms)":61.65,"MassiveIntentClassification (my)":53.46,"MassiveIntentClassification (nl)":66.36,"MassiveIntentClassification (pt)":68.07,"MassiveIntentClassification (ro)":63.12,"MassiveIntentClassification (ru)":67.46,"MassiveIntentClassification (sl)":60.54,"MassiveIntentClassification (sq)":58.2,"MassiveIntentClassification (sw)":51.68,"MassiveIntentClassification (ta)":58.52,"MassiveIntentClassification (te)":58.53,"MassiveIntentClassification (th)":61.88,"MassiveIntentClassification (tl)":56.65,"MassiveIntentClassification (tr)":64.85,"MassiveIntentClassification (ur)":58.62,"MassiveIntentClassification (vi)":64.16,"MassiveIntentClassification (zh-TW)":64.17,"MassiveScenarioClassification (af)":64.9,"MassiveScenarioClassification (am)":57.28,"MassiveScenarioClassification (ar)":62.27,"MassiveScenarioClassification (az)":65.1,"MassiveScenarioClassification (bn)":62.41,"MassiveScenarioClassification (cy)":55.37,"MassiveScenarioClassification (de)":70.3,"MassiveScenarioClassification (el)":69.53,"MassiveScenarioClassification (es)":72.45,"MassiveScenarioClassification (fa)":70.27,"MassiveScenarioClassification (fi)":67.21,"MassiveScenarioClassification (fr)":72.65,"MassiveScenarioClassification (he)":61.7,"MassiveScenarioClassification (hi)":70.14,"MassiveScenarioClassification (hu)":70.51,"MassiveScenarioClassification (hy)":60.14,"MassiveScenarioClassification (id)":70.62,"MassiveScenarioClassification (is)":61.53,"MassiveScenarioClassification (it)":72.0,"MassiveScenarioClassification (ja)":71.59,"MassiveScenarioClassification (jv)":57.01,"MassiveScenarioClassification (ka)":53.26,"MassiveScenarioClassification (km)":57.8,"MassiveScenarioClassification (kn)":62.39,"MassiveScenarioClassification (ko)":69.54,"MassiveScenarioClassification (lv)":63.37,"MassiveScenarioClassification (ml)":64.82,"MassiveScenarioClassification (mn)":59.35,"MassiveScenarioClassification (ms)":66.68,"MassiveScenarioClassification (my)":59.43,"MassiveScenarioClassification (nl)":71.96,"MassiveScenarioClassification (pt)":71.87,"MassiveScenarioClassification (ro)":68.51,"MassiveScenarioClassification (ru)":71.65,"MassiveScenarioClassification (sl)":66.82,"MassiveScenarioClassification (sq)":65.26,"MassiveScenarioClassification (sw)":58.3,"MassiveScenarioClassification (ta)":62.73,"MassiveScenarioClassification (te)":66.58,"MassiveScenarioClassification (th)":68.23,"MassiveScenarioClassification (tl)":61.97,"MassiveScenarioClassification (tr)":70.73,"MassiveScenarioClassification (ur)":63.16,"MassiveScenarioClassification (vi)":67.92,"MassiveScenarioClassification (zh-TW)":71.61} +{"index":12,"Rank":40,"Model":"tao<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.81,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":13,"Rank":41,"Model":"tao-8k<\/a>","Model Size (Million Parameters)":167,"Memory Usage (GB, fp32)":0.62,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.8,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":14,"Rank":42,"Model":"bge-base-zh-v1.5<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.15,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":15,"Rank":43,"Model":"bge-large-zh-noinstruct<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":41.94,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":16,"Rank":44,"Model":"bge-large-zh-v1.5<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":41.38,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":17,"Rank":45,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":55.19,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":54.34,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":97.2,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":93.07,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":79.6,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":82.18,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":18,"Rank":46,"Model":"bge-small-zh-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":35.91,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":19,"Rank":47,"Model":"Yinka<\/a>","Model Size (Million Parameters)":164,"Memory Usage (GB, fp32)":0.61,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":49.5,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":20,"Rank":48,"Model":"winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":54.11,"AmazonCounterfactualClassification (ja)":53.95,"AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":39.68,"MTOPDomainClassification (de)":57.22,"MTOPDomainClassification (es)":58.4,"MTOPDomainClassification (fr)":54.97,"MTOPDomainClassification (hi)":64.17,"MTOPDomainClassification (th)":70.47,"MTOPIntentClassification (de)":32.18,"MTOPIntentClassification (es)":33.9,"MTOPIntentClassification (fr)":26.69,"MTOPIntentClassification (hi)":38.27,"MTOPIntentClassification (th)":42.73,"MassiveIntentClassification (af)":33.5,"MassiveIntentClassification (am)":19.56,"MassiveIntentClassification (ar)":26.46,"MassiveIntentClassification (az)":31.58,"MassiveIntentClassification (bn)":27.99,"MassiveIntentClassification (cy)":28.26,"MassiveIntentClassification (de)":34.2,"MassiveIntentClassification (el)":26.02,"MassiveIntentClassification (es)":36.37,"MassiveIntentClassification (fa)":48.91,"MassiveIntentClassification (fi)":30.11,"MassiveIntentClassification (fr)":37.53,"MassiveIntentClassification (he)":24.86,"MassiveIntentClassification (hi)":39.14,"MassiveIntentClassification (hu)":31.97,"MassiveIntentClassification (hy)":31.36,"MassiveIntentClassification (id)":37.04,"MassiveIntentClassification (is)":28.61,"MassiveIntentClassification (it)":37.86,"MassiveIntentClassification (ja)":47.9,"MassiveIntentClassification (jv)":29.08,"MassiveIntentClassification (ka)":25.77,"MassiveIntentClassification (km)":23.66,"MassiveIntentClassification (kn)":21.27,"MassiveIntentClassification (ko)":40.42,"MassiveIntentClassification (lv)":30.13,"MassiveIntentClassification (ml)":25.89,"MassiveIntentClassification (mn)":27.71,"MassiveIntentClassification (ms)":33.04,"MassiveIntentClassification (my)":24.19,"MassiveIntentClassification (nl)":39.31,"MassiveIntentClassification (pt)":40.26,"MassiveIntentClassification (ro)":35.42,"MassiveIntentClassification (ru)":39.69,"MassiveIntentClassification (sl)":31.09,"MassiveIntentClassification (sq)":35.15,"MassiveIntentClassification (sw)":27.91,"MassiveIntentClassification (ta)":28.12,"MassiveIntentClassification (te)":26.34,"MassiveIntentClassification (th)":48.24,"MassiveIntentClassification (tl)":32.73,"MassiveIntentClassification (tr)":30.21,"MassiveIntentClassification (ur)":30.28,"MassiveIntentClassification (vi)":40.45,"MassiveIntentClassification (zh-TW)":64.03,"MassiveScenarioClassification (af)":43.53,"MassiveScenarioClassification (am)":25.3,"MassiveScenarioClassification (ar)":34.91,"MassiveScenarioClassification (az)":36.37,"MassiveScenarioClassification (bn)":39.2,"MassiveScenarioClassification (cy)":32.18,"MassiveScenarioClassification (de)":43.92,"MassiveScenarioClassification (el)":35.03,"MassiveScenarioClassification (es)":41.96,"MassiveScenarioClassification (fa)":58.36,"MassiveScenarioClassification (fi)":33.95,"MassiveScenarioClassification (fr)":45.32,"MassiveScenarioClassification (he)":34.06,"MassiveScenarioClassification (hi)":48.77,"MassiveScenarioClassification (hu)":39.92,"MassiveScenarioClassification (hy)":38.09,"MassiveScenarioClassification (id)":45.08,"MassiveScenarioClassification (is)":36.55,"MassiveScenarioClassification (it)":44.38,"MassiveScenarioClassification (ja)":57.02,"MassiveScenarioClassification (jv)":35.51,"MassiveScenarioClassification (ka)":33.41,"MassiveScenarioClassification (km)":30.9,"MassiveScenarioClassification (kn)":26.83,"MassiveScenarioClassification (ko)":49.52,"MassiveScenarioClassification (lv)":34.02,"MassiveScenarioClassification (ml)":34.55,"MassiveScenarioClassification (mn)":34.14,"MassiveScenarioClassification (ms)":42.71,"MassiveScenarioClassification (my)":31.0,"MassiveScenarioClassification (nl)":51.44,"MassiveScenarioClassification (pt)":45.9,"MassiveScenarioClassification (ro)":45.01,"MassiveScenarioClassification (ru)":48.66,"MassiveScenarioClassification (sl)":38.34,"MassiveScenarioClassification (sq)":44.78,"MassiveScenarioClassification (sw)":36.02,"MassiveScenarioClassification (ta)":37.81,"MassiveScenarioClassification (te)":34.6,"MassiveScenarioClassification (th)":57.38,"MassiveScenarioClassification (tl)":39.36,"MassiveScenarioClassification (tr)":36.16,"MassiveScenarioClassification (ur)":36.43,"MassiveScenarioClassification (vi)":47.04,"MassiveScenarioClassification (zh-TW)":71.96} +{"index":21,"Rank":49,"Model":"winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":42.04,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":25.8,"MassiveIntentClassification (am)":3.34,"MassiveIntentClassification (ar)":6.49,"MassiveIntentClassification (az)":24.77,"MassiveIntentClassification (bn)":4.3,"MassiveIntentClassification (cy)":26.39,"MassiveIntentClassification (de)":28.09,"MassiveIntentClassification (el)":19.24,"MassiveIntentClassification (es)":30.62,"MassiveIntentClassification (fa)":7.21,"MassiveIntentClassification (fi)":27.21,"MassiveIntentClassification (fr)":32.64,"MassiveIntentClassification (he)":2.66,"MassiveIntentClassification (hi)":4.59,"MassiveIntentClassification (hu)":25.65,"MassiveIntentClassification (hy)":4.86,"MassiveIntentClassification (id)":29.81,"MassiveIntentClassification (is)":23.53,"MassiveIntentClassification (it)":34.47,"MassiveIntentClassification (ja)":39.4,"MassiveIntentClassification (jv)":28.75,"MassiveIntentClassification (ka)":4.34,"MassiveIntentClassification (km)":6.1,"MassiveIntentClassification (kn)":4.46,"MassiveIntentClassification (ko)":14.16,"MassiveIntentClassification (lv)":29.86,"MassiveIntentClassification (ml)":3.69,"MassiveIntentClassification (mn)":7.86,"MassiveIntentClassification (ms)":28.05,"MassiveIntentClassification (my)":6.98,"MassiveIntentClassification (nl)":32.92,"MassiveIntentClassification (pt)":33.53,"MassiveIntentClassification (ro)":31.32,"MassiveIntentClassification (ru)":11.27,"MassiveIntentClassification (sl)":27.94,"MassiveIntentClassification (sq)":32.9,"MassiveIntentClassification (sw)":29.4,"MassiveIntentClassification (ta)":3.33,"MassiveIntentClassification (te)":3.46,"MassiveIntentClassification (th)":12.98,"MassiveIntentClassification (tl)":30.73,"MassiveIntentClassification (tr)":23.57,"MassiveIntentClassification (ur)":4.98,"MassiveIntentClassification (vi)":21.89,"MassiveIntentClassification (zh-TW)":65.53,"MassiveScenarioClassification (af)":31.55,"MassiveScenarioClassification (am)":7.49,"MassiveScenarioClassification (ar)":15.0,"MassiveScenarioClassification (az)":29.13,"MassiveScenarioClassification (bn)":9.24,"MassiveScenarioClassification (cy)":29.72,"MassiveScenarioClassification (de)":34.68,"MassiveScenarioClassification (el)":28.83,"MassiveScenarioClassification (es)":35.97,"MassiveScenarioClassification (fa)":11.12,"MassiveScenarioClassification (fi)":28.61,"MassiveScenarioClassification (fr)":40.66,"MassiveScenarioClassification (he)":9.01,"MassiveScenarioClassification (hi)":9.92,"MassiveScenarioClassification (hu)":32.07,"MassiveScenarioClassification (hy)":8.44,"MassiveScenarioClassification (id)":34.9,"MassiveScenarioClassification (is)":30.95,"MassiveScenarioClassification (it)":41.06,"MassiveScenarioClassification (ja)":48.73,"MassiveScenarioClassification (jv)":35.09,"MassiveScenarioClassification (ka)":9.29,"MassiveScenarioClassification (km)":11.19,"MassiveScenarioClassification (kn)":10.1,"MassiveScenarioClassification (ko)":19.2,"MassiveScenarioClassification (lv)":32.49,"MassiveScenarioClassification (ml)":6.37,"MassiveScenarioClassification (mn)":13.08,"MassiveScenarioClassification (ms)":39.18,"MassiveScenarioClassification (my)":12.25,"MassiveScenarioClassification (nl)":38.17,"MassiveScenarioClassification (pt)":40.01,"MassiveScenarioClassification (ro)":39.25,"MassiveScenarioClassification (ru)":16.71,"MassiveScenarioClassification (sl)":33.94,"MassiveScenarioClassification (sq)":40.4,"MassiveScenarioClassification (sw)":37.14,"MassiveScenarioClassification (ta)":8.21,"MassiveScenarioClassification (te)":7.97,"MassiveScenarioClassification (th)":21.56,"MassiveScenarioClassification (tl)":36.7,"MassiveScenarioClassification (tr)":28.8,"MassiveScenarioClassification (ur)":10.46,"MassiveScenarioClassification (vi)":27.72,"MassiveScenarioClassification (zh-TW)":71.52} +{"index":22,"Rank":50,"Model":"windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":43.32,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":28.81,"MassiveIntentClassification (am)":3.04,"MassiveIntentClassification (ar)":6.75,"MassiveIntentClassification (az)":27.0,"MassiveIntentClassification (bn)":3.24,"MassiveIntentClassification (cy)":31.18,"MassiveIntentClassification (de)":30.65,"MassiveIntentClassification (el)":18.17,"MassiveIntentClassification (es)":32.53,"MassiveIntentClassification (fa)":8.72,"MassiveIntentClassification (fi)":31.79,"MassiveIntentClassification (fr)":33.16,"MassiveIntentClassification (he)":3.03,"MassiveIntentClassification (hi)":3.61,"MassiveIntentClassification (hu)":30.47,"MassiveIntentClassification (hy)":5.35,"MassiveIntentClassification (id)":32.45,"MassiveIntentClassification (is)":30.12,"MassiveIntentClassification (it)":36.32,"MassiveIntentClassification (ja)":41.09,"MassiveIntentClassification (jv)":30.42,"MassiveIntentClassification (ka)":3.79,"MassiveIntentClassification (km)":6.79,"MassiveIntentClassification (kn)":3.86,"MassiveIntentClassification (ko)":8.82,"MassiveIntentClassification (lv)":30.23,"MassiveIntentClassification (ml)":2.93,"MassiveIntentClassification (mn)":12.61,"MassiveIntentClassification (ms)":30.66,"MassiveIntentClassification (my)":5.85,"MassiveIntentClassification (nl)":34.1,"MassiveIntentClassification (pt)":36.92,"MassiveIntentClassification (ro)":33.01,"MassiveIntentClassification (ru)":10.4,"MassiveIntentClassification (sl)":30.73,"MassiveIntentClassification (sq)":36.98,"MassiveIntentClassification (sw)":31.62,"MassiveIntentClassification (ta)":3.19,"MassiveIntentClassification (te)":2.59,"MassiveIntentClassification (th)":4.61,"MassiveIntentClassification (tl)":32.55,"MassiveIntentClassification (tr)":26.87,"MassiveIntentClassification (ur)":4.23,"MassiveIntentClassification (vi)":29.24,"MassiveIntentClassification (zh-TW)":65.49,"MassiveScenarioClassification (af)":35.41,"MassiveScenarioClassification (am)":9.05,"MassiveScenarioClassification (ar)":14.92,"MassiveScenarioClassification (az)":31.97,"MassiveScenarioClassification (bn)":9.15,"MassiveScenarioClassification (cy)":37.45,"MassiveScenarioClassification (de)":38.33,"MassiveScenarioClassification (el)":24.45,"MassiveScenarioClassification (es)":37.73,"MassiveScenarioClassification (fa)":11.84,"MassiveScenarioClassification (fi)":34.49,"MassiveScenarioClassification (fr)":40.92,"MassiveScenarioClassification (he)":7.64,"MassiveScenarioClassification (hi)":8.64,"MassiveScenarioClassification (hu)":37.25,"MassiveScenarioClassification (hy)":10.91,"MassiveScenarioClassification (id)":36.11,"MassiveScenarioClassification (is)":37.8,"MassiveScenarioClassification (it)":41.68,"MassiveScenarioClassification (ja)":48.38,"MassiveScenarioClassification (jv)":35.2,"MassiveScenarioClassification (ka)":9.9,"MassiveScenarioClassification (km)":12.75,"MassiveScenarioClassification (kn)":10.31,"MassiveScenarioClassification (ko)":14.52,"MassiveScenarioClassification (lv)":33.08,"MassiveScenarioClassification (ml)":7.44,"MassiveScenarioClassification (mn)":17.98,"MassiveScenarioClassification (ms)":37.93,"MassiveScenarioClassification (my)":11.73,"MassiveScenarioClassification (nl)":40.37,"MassiveScenarioClassification (pt)":41.83,"MassiveScenarioClassification (ro)":40.63,"MassiveScenarioClassification (ru)":18.96,"MassiveScenarioClassification (sl)":35.3,"MassiveScenarioClassification (sq)":41.96,"MassiveScenarioClassification (sw)":38.88,"MassiveScenarioClassification (ta)":8.51,"MassiveScenarioClassification (te)":7.35,"MassiveScenarioClassification (th)":10.1,"MassiveScenarioClassification (tl)":35.91,"MassiveScenarioClassification (tr)":32.08,"MassiveScenarioClassification (ur)":10.37,"MassiveScenarioClassification (vi)":33.91,"MassiveScenarioClassification (zh-TW)":71.0} +{"index":23,"Rank":51,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":38.6,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":80.79,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":50.01,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":56.31,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":59.5,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":24,"Rank":52,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":41.89,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":86.23,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":61.07,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":62.94,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":67.29,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":25,"Rank":53,"Model":"Dmeta-embedding-zh<\/a>","Model Size (Million Parameters)":103,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":44.93,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":26,"Rank":54,"Model":"Dmeta-embedding-zh-small<\/a>","Model Size (Million Parameters)":74,"Memory Usage (GB, fp32)":0.28,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":44.88,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":27,"Rank":55,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":37.51,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":28,"Rank":56,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":38.25,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":29,"Rank":57,"Model":"IYun-large-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":49.67,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":30,"Rank":58,"Model":"mist-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":39.32,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":31,"Rank":59,"Model":"text2vec-large-chinese<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":33.77,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":32,"Rank":60,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":29.38,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":63.65,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":37.87,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":37.28,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":44.5,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":33,"Rank":61,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":29.35,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":63.7,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":37.85,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":37.28,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":44.47,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":34,"Rank":62,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":29.39,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":63.63,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":37.86,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":37.3,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":44.47,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":35,"Rank":63,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":55.53,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":53.98,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":96.69,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":87.47,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":81.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":86.64,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":36,"Rank":64,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":55.53,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":53.98,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":96.69,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":87.47,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":81.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":86.64,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":40,"Rank":65,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":40.35,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":86.83,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":59.13,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":64.99,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.72,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":41,"Rank":66,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":43.42,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":88.33,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":62.85,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.81,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":72.99,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":42,"Rank":67,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":44.11,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":87.82,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":58.63,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.14,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":72.74,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":43,"Rank":68,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":36.48,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":84.19,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":58.35,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":64.57,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":69.04,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":44,"Rank":69,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":68.92,"AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":37.72,"AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":88.37,"MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":63.83,"MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":63.89,"MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":71.25,"MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":47,"Rank":70,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","AmazonCounterfactualClassification (de)":66.64,"AmazonCounterfactualClassification (ja)":58.06,"AmazonReviewsClassification (de)":35.29,"AmazonReviewsClassification (es)":38.34,"AmazonReviewsClassification (fr)":37.84,"AmazonReviewsClassification (ja)":30.94,"AmazonReviewsClassification (zh)":33.75,"MTOPDomainClassification (de)":84.54,"MTOPDomainClassification (es)":86.46,"MTOPDomainClassification (fr)":81.32,"MTOPDomainClassification (hi)":58.23,"MTOPDomainClassification (th)":72.29,"MTOPIntentClassification (de)":60.52,"MTOPIntentClassification (es)":64.32,"MTOPIntentClassification (fr)":58.67,"MTOPIntentClassification (hi)":41.96,"MTOPIntentClassification (th)":55.28,"MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":48,"Rank":71,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":42.08,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":89.26,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":68.55,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":67.4,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.29,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":49,"Rank":72,"Model":"alime-embedding-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.95,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":50,"Rank":73,"Model":"Conan-embedding-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":50.31,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":51,"Rank":74,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":34.79,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":85.52,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":63.12,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":59.41,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":65.29,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":52,"Rank":75,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.54,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":53.18,"MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":62.93} +{"index":53,"Rank":76,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":53.47,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":47.21,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":93.48,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":80.23,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":76.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":79.1,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":54,"Rank":77,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":67.16,"MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":71.93,"MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":56,"Rank":78,"Model":"acge_text_embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":48.54,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":57,"Rank":79,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":39.29,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":37.63,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":83.8,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":63.36,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":64.58,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":69.6,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":60,"Rank":80,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":55.53,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":53.98,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":96.69,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":87.47,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":81.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":86.64,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":61,"Rank":81,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":36.03,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":77.1,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":43.44,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":51.59,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":61.28,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":62,"Rank":82,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":37.97,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":85.74,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":58.62,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":62.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":69.29,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":63,"Rank":83,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":53.47,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":47.21,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":93.48,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":80.23,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":76.65,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":79.1,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":64,"Rank":84,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":34.55,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":65,"Rank":85,"Model":"stella-large-zh-v3-1792d<\/a>","Model Size (Million Parameters)":325,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.32,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":66,"Rank":86,"Model":"stella-mrl-large-zh-v3.5-1792d<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.59,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":68,"Rank":87,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":24.9,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":25.55,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":9.49,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":6.98,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":11.41,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":69,"Rank":88,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":23.52,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":27.74,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":8.61,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":6.24,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":10.98,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":70,"Rank":89,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":22.45,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":24.27,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":9.79,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":16.41,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":22.72,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":71,"Rank":90,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":29.39,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":63.61,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":37.84,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":37.3,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":44.47,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":72,"Rank":91,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":29.02,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":64.49,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":39.4,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":38.01,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":43.63,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":73,"Rank":92,"Model":"zpoint_large_embedding_zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":49.72,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":74,"Rank":93,"Model":"stella-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.25,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":75,"Rank":94,"Model":"stella-base-zh-v2<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":39.64,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":76,"Rank":95,"Model":"stella-base-zh-v3-1792d<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.34,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":77,"Rank":96,"Model":"stella-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.57,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":78,"Rank":97,"Model":"stella-large-zh-v2<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.82,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":86,"Rank":98,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","AmazonCounterfactualClassification (de)":68.92,"AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":37.72,"AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":88.37,"MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":63.83,"MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":63.89,"MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":71.25,"MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":87,"Rank":99,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":38.68,"AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":89.89,"MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":68.76,"MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":66.93,"MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":71.23,"MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":88,"Rank":100,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":34.94,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":89,"Rank":101,"Model":"xiaobu-embedding<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.72,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":90,"Rank":102,"Model":"xiaobu-embedding-v2<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":50.07,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":91,"Rank":103,"Model":"lim_base_zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":46.67,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":92,"Rank":104,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":42.33,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":90.39,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":60.88,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.7,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":74.58,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":93,"Rank":105,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":36.62,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":88.7,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":67.69,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.86,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.6,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":94,"Rank":106,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":36.48,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":88.96,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":67.76,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.3,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.7,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":95,"Rank":107,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":35.11,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":88.52,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":65.93,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":66.48,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.47,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":96,"Rank":108,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":34.62,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":86.97,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":62.59,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.67,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.61,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":97,"Rank":109,"Model":"m3e-base<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":43.02,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":98,"Rank":110,"Model":"m3e-large<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":44.44,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":99,"Rank":111,"Model":"m3e-ernie-xbase-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":47.79,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":100,"Rank":112,"Model":"mmarco-bert-base-italian-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":55.06,"MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":63.04,"MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":101,"Rank":113,"Model":"mmarco-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":22.3,"MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":27.41,"MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":102,"Rank":114,"Model":"stsbm-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":38.88,"MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":43.3,"MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":103,"Rank":115,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":38.68,"AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":89.89,"MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":68.76,"MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":66.93,"MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":71.23,"MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":104,"Rank":116,"Model":"piccolo-base-zh<\/a>","Model Size (Million Parameters)":51,"Memory Usage (GB, fp32)":0.19,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.24,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":105,"Rank":117,"Model":"piccolo-large-zh<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":40.33,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":106,"Rank":118,"Model":"piccolo-large-zh-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":49.44,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":113,"Rank":119,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":27.05,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":72.97,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":37.18,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":42.64,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":49.92,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":114,"Rank":120,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonCounterfactualClassification (de)":68.35,"AmazonCounterfactualClassification (ja)":63.45,"AmazonReviewsClassification (de)":35.91,"AmazonReviewsClassification (es)":37.49,"AmazonReviewsClassification (fr)":35.3,"AmazonReviewsClassification (ja)":33.24,"AmazonReviewsClassification (zh)":35.26,"MTOPDomainClassification (de)":79.2,"MTOPDomainClassification (es)":83.04,"MTOPDomainClassification (fr)":78.63,"MTOPDomainClassification (hi)":81.36,"MTOPDomainClassification (th)":79.99,"MTOPIntentClassification (de)":54.23,"MTOPIntentClassification (es)":60.28,"MTOPIntentClassification (fr)":54.05,"MTOPIntentClassification (hi)":59.9,"MTOPIntentClassification (th)":61.96,"MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":57.52,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":64.52,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":115,"Rank":121,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonCounterfactualClassification (de)":69.95,"AmazonCounterfactualClassification (ja)":69.79,"AmazonReviewsClassification (de)":39.52,"AmazonReviewsClassification (es)":39.99,"AmazonReviewsClassification (fr)":39.0,"AmazonReviewsClassification (ja)":36.64,"AmazonReviewsClassification (zh)":37.74,"MTOPDomainClassification (de)":85.73,"MTOPDomainClassification (es)":86.96,"MTOPDomainClassification (fr)":81.21,"MTOPDomainClassification (hi)":84.76,"MTOPDomainClassification (th)":82.51,"MTOPIntentClassification (de)":61.27,"MTOPIntentClassification (es)":66.59,"MTOPIntentClassification (fr)":59.76,"MTOPIntentClassification (hi)":62.37,"MTOPIntentClassification (th)":64.8,"MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":61.88,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":67.9,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":119,"Rank":122,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":46.09,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":86.2,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":58.33,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.91,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":68.53,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":120,"Rank":123,"Model":"ZNV-Embedding<\/a>","Model Size (Million Parameters)":6061,"Memory Usage (GB, fp32)":22.58,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":29.75,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":121,"Rank":124,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":29.85,"MassiveIntentClassification (am)":2.13,"MassiveIntentClassification (ar)":3.41,"MassiveIntentClassification (az)":22.73,"MassiveIntentClassification (bn)":2.87,"MassiveIntentClassification (cy)":29.43,"MassiveIntentClassification (de)":30.85,"MassiveIntentClassification (el)":8.74,"MassiveIntentClassification (es)":30.63,"MassiveIntentClassification (fa)":3.16,"MassiveIntentClassification (fi)":30.4,"MassiveIntentClassification (fr)":30.84,"MassiveIntentClassification (he)":2.06,"MassiveIntentClassification (hi)":2.43,"MassiveIntentClassification (hu)":24.87,"MassiveIntentClassification (hy)":2.67,"MassiveIntentClassification (id)":32.7,"MassiveIntentClassification (is)":24.13,"MassiveIntentClassification (it)":34.58,"MassiveIntentClassification (ja)":5.99,"MassiveIntentClassification (jv)":27.6,"MassiveIntentClassification (ka)":2.14,"MassiveIntentClassification (km)":4.38,"MassiveIntentClassification (kn)":2.1,"MassiveIntentClassification (ko)":2.36,"MassiveIntentClassification (lv)":22.06,"MassiveIntentClassification (ml)":2.29,"MassiveIntentClassification (mn)":28.51,"MassiveIntentClassification (ms)":28.16,"MassiveIntentClassification (my)":3.97,"MassiveIntentClassification (nl)":30.51,"MassiveIntentClassification (pt)":33.85,"MassiveIntentClassification (ro)":30.47,"MassiveIntentClassification (ru)":58.06,"MassiveIntentClassification (sl)":29.64,"MassiveIntentClassification (sq)":31.7,"MassiveIntentClassification (sw)":27.52,"MassiveIntentClassification (ta)":1.38,"MassiveIntentClassification (te)":2.04,"MassiveIntentClassification (th)":3.79,"MassiveIntentClassification (tl)":31.44,"MassiveIntentClassification (tr)":26.22,"MassiveIntentClassification (ur)":2.55,"MassiveIntentClassification (vi)":23.1,"MassiveIntentClassification (zh-TW)":6.3,"MassiveScenarioClassification (af)":39.37,"MassiveScenarioClassification (am)":7.51,"MassiveScenarioClassification (ar)":11.36,"MassiveScenarioClassification (az)":29.62,"MassiveScenarioClassification (bn)":8.79,"MassiveScenarioClassification (cy)":38.93,"MassiveScenarioClassification (de)":40.66,"MassiveScenarioClassification (el)":16.44,"MassiveScenarioClassification (es)":36.28,"MassiveScenarioClassification (fa)":6.8,"MassiveScenarioClassification (fi)":34.5,"MassiveScenarioClassification (fr)":42.42,"MassiveScenarioClassification (he)":7.95,"MassiveScenarioClassification (hi)":7.51,"MassiveScenarioClassification (hu)":35.04,"MassiveScenarioClassification (hy)":8.53,"MassiveScenarioClassification (id)":39.6,"MassiveScenarioClassification (is)":32.61,"MassiveScenarioClassification (it)":41.2,"MassiveScenarioClassification (ja)":11.21,"MassiveScenarioClassification (jv)":36.25,"MassiveScenarioClassification (ka)":6.59,"MassiveScenarioClassification (km)":8.15,"MassiveScenarioClassification (kn)":8.05,"MassiveScenarioClassification (ko)":5.62,"MassiveScenarioClassification (lv)":28.47,"MassiveScenarioClassification (ml)":7.35,"MassiveScenarioClassification (mn)":33.48,"MassiveScenarioClassification (ms)":38.85,"MassiveScenarioClassification (my)":11.23,"MassiveScenarioClassification (nl)":38.92,"MassiveScenarioClassification (pt)":40.23,"MassiveScenarioClassification (ro)":39.78,"MassiveScenarioClassification (ru)":64.15,"MassiveScenarioClassification (sl)":35.34,"MassiveScenarioClassification (sq)":42.07,"MassiveScenarioClassification (sw)":35.33,"MassiveScenarioClassification (ta)":7.21,"MassiveScenarioClassification (te)":6.86,"MassiveScenarioClassification (th)":8.25,"MassiveScenarioClassification (tl)":38.17,"MassiveScenarioClassification (tr)":33.85,"MassiveScenarioClassification (ur)":8.74,"MassiveScenarioClassification (vi)":31.94,"MassiveScenarioClassification (zh-TW)":11.68} +{"index":122,"Rank":125,"Model":"AGE_Hybrid<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":49.68,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":123,"Rank":126,"Model":"text2vec-base-chinese<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":34.12,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":125,"Rank":127,"Model":"luotuo-bert-medium<\/a>","Model Size (Million Parameters)":328,"Memory Usage (GB, fp32)":1.22,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":34.46,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":126,"Rank":128,"Model":"jina-embeddings-v2-base-zh<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":34.94,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":128,"Rank":129,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":34.25,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":71.83,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":44.53,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":51.93,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":58.31,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":129,"Rank":130,"Model":"gte-base-zh<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":45.82,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":130,"Rank":131,"Model":"gte-large-zh<\/a>","Model Size (Million Parameters)":326,"Memory Usage (GB, fp32)":1.21,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":47.23,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":131,"Rank":132,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":30,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":38.69,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":132,"Rank":133,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":21.96,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":133,"Rank":134,"Model":"gte-small-zh<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":38.69,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":134,"Rank":135,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":33.51,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":85.5,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":53.98,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":61.19,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":70.22,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":135,"Rank":136,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":35.09,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":88.19,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":63.64,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.8,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":73.47,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":136,"Rank":137,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":26.75,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":43.83,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":19.38,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":13.58,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":23.21,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":137,"Rank":138,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":26.62,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":36.77,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":15.37,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":15.82,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":23.92,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":138,"Rank":139,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":43.51,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":"","MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":85.33,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":59.01,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.15,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":69.94,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":139,"Rank":140,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":43.76,"AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":38.3,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":89.38,"MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":64.45,"MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":65.42,"MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":71.11,"MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} +{"index":140,"Rank":141,"Model":"Baichuan-text-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (de)":"","AmazonCounterfactualClassification (ja)":"","AmazonReviewsClassification (de)":"","AmazonReviewsClassification (es)":"","AmazonReviewsClassification (fr)":"","AmazonReviewsClassification (ja)":"","AmazonReviewsClassification (zh)":48.3,"MTOPDomainClassification (de)":"","MTOPDomainClassification (es)":"","MTOPDomainClassification (fr)":"","MTOPDomainClassification (hi)":"","MTOPDomainClassification (th)":"","MTOPIntentClassification (de)":"","MTOPIntentClassification (es)":"","MTOPIntentClassification (fr)":"","MTOPIntentClassification (hi)":"","MTOPIntentClassification (th)":"","MassiveIntentClassification (af)":"","MassiveIntentClassification (am)":"","MassiveIntentClassification (ar)":"","MassiveIntentClassification (az)":"","MassiveIntentClassification (bn)":"","MassiveIntentClassification (cy)":"","MassiveIntentClassification (de)":"","MassiveIntentClassification (el)":"","MassiveIntentClassification (es)":"","MassiveIntentClassification (fa)":"","MassiveIntentClassification (fi)":"","MassiveIntentClassification (fr)":"","MassiveIntentClassification (he)":"","MassiveIntentClassification (hi)":"","MassiveIntentClassification (hu)":"","MassiveIntentClassification (hy)":"","MassiveIntentClassification (id)":"","MassiveIntentClassification (is)":"","MassiveIntentClassification (it)":"","MassiveIntentClassification (ja)":"","MassiveIntentClassification (jv)":"","MassiveIntentClassification (ka)":"","MassiveIntentClassification (km)":"","MassiveIntentClassification (kn)":"","MassiveIntentClassification (ko)":"","MassiveIntentClassification (lv)":"","MassiveIntentClassification (ml)":"","MassiveIntentClassification (mn)":"","MassiveIntentClassification (ms)":"","MassiveIntentClassification (my)":"","MassiveIntentClassification (nl)":"","MassiveIntentClassification (pt)":"","MassiveIntentClassification (ro)":"","MassiveIntentClassification (ru)":"","MassiveIntentClassification (sl)":"","MassiveIntentClassification (sq)":"","MassiveIntentClassification (sw)":"","MassiveIntentClassification (ta)":"","MassiveIntentClassification (te)":"","MassiveIntentClassification (th)":"","MassiveIntentClassification (tl)":"","MassiveIntentClassification (tr)":"","MassiveIntentClassification (ur)":"","MassiveIntentClassification (vi)":"","MassiveIntentClassification (zh-TW)":"","MassiveScenarioClassification (af)":"","MassiveScenarioClassification (am)":"","MassiveScenarioClassification (ar)":"","MassiveScenarioClassification (az)":"","MassiveScenarioClassification (bn)":"","MassiveScenarioClassification (cy)":"","MassiveScenarioClassification (de)":"","MassiveScenarioClassification (el)":"","MassiveScenarioClassification (es)":"","MassiveScenarioClassification (fa)":"","MassiveScenarioClassification (fi)":"","MassiveScenarioClassification (fr)":"","MassiveScenarioClassification (he)":"","MassiveScenarioClassification (hi)":"","MassiveScenarioClassification (hu)":"","MassiveScenarioClassification (hy)":"","MassiveScenarioClassification (id)":"","MassiveScenarioClassification (is)":"","MassiveScenarioClassification (it)":"","MassiveScenarioClassification (ja)":"","MassiveScenarioClassification (jv)":"","MassiveScenarioClassification (ka)":"","MassiveScenarioClassification (km)":"","MassiveScenarioClassification (kn)":"","MassiveScenarioClassification (ko)":"","MassiveScenarioClassification (lv)":"","MassiveScenarioClassification (ml)":"","MassiveScenarioClassification (mn)":"","MassiveScenarioClassification (ms)":"","MassiveScenarioClassification (my)":"","MassiveScenarioClassification (nl)":"","MassiveScenarioClassification (pt)":"","MassiveScenarioClassification (ro)":"","MassiveScenarioClassification (ru)":"","MassiveScenarioClassification (sl)":"","MassiveScenarioClassification (sq)":"","MassiveScenarioClassification (sw)":"","MassiveScenarioClassification (ta)":"","MassiveScenarioClassification (te)":"","MassiveScenarioClassification (th)":"","MassiveScenarioClassification (tl)":"","MassiveScenarioClassification (tr)":"","MassiveScenarioClassification (ur)":"","MassiveScenarioClassification (vi)":"","MassiveScenarioClassification (zh-TW)":""} diff --git a/all_data_tasks/42/default.jsonl b/all_data_tasks/42/default.jsonl index a0ab7cfc551a9aa72877ad841f5d74a5de03d7e3..94e411b825afb3049383ce287ba8614b1c7c4604 100644 --- a/all_data_tasks/42/default.jsonl +++ b/all_data_tasks/42/default.jsonl @@ -1,36 +1,288 @@ -{"index":13,"Rank":1,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":35.2,"ARCChallenge":26.68,"AlphaNLI":34.0,"HellaSwag":39.45,"PIQA":44.35,"Quail":11.69,"RARbCode":84.0,"RARbMath":82.35,"SIQA":7.23,"SpartQA":9.29,"TempReasonL1":7.15,"TempReasonL2Fact":58.38,"TempReasonL2Pure":11.22,"TempReasonL3Fact":44.29,"TempReasonL3Pure":14.15,"WinoGrande":53.74} -{"index":32,"Rank":2,"Model":"text-embedding-3-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.13,"ARCChallenge":21.22,"AlphaNLI":34.23,"HellaSwag":31.4,"PIQA":37.52,"Quail":13.6,"RARbCode":89.41,"RARbMath":87.73,"SIQA":4.99,"SpartQA":7.45,"TempReasonL1":2.07,"TempReasonL2Fact":39.77,"TempReasonL2Pure":11.04,"TempReasonL3Fact":37.04,"TempReasonL3Pure":15.51,"WinoGrande":33.92} -{"index":12,"Rank":3,"Model":"GritLM-7B-noinstruct<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":30.57,"ARCChallenge":16.57,"AlphaNLI":29.56,"HellaSwag":36.03,"PIQA":35.8,"Quail":8.68,"RARbCode":83.14,"RARbMath":83.01,"SIQA":5.73,"SpartQA":1.56,"TempReasonL1":2.57,"TempReasonL2Fact":48.25,"TempReasonL2Pure":8.98,"TempReasonL3Fact":34.11,"TempReasonL3Pure":12.44,"WinoGrande":52.12} -{"index":33,"Rank":4,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.95,"ARCChallenge":23.98,"AlphaNLI":37.27,"HellaSwag":34.12,"PIQA":41.96,"Quail":10.15,"RARbCode":89.64,"RARbMath":90.08,"SIQA":3.44,"SpartQA":7.51,"TempReasonL1":2.13,"TempReasonL2Fact":28.65,"TempReasonL2Pure":10.34,"TempReasonL3Fact":25.52,"TempReasonL3Pure":15.28,"WinoGrande":29.11} -{"index":16,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.41,"ARCChallenge":17.81,"AlphaNLI":26.12,"HellaSwag":34.85,"PIQA":39.37,"Quail":7.01,"RARbCode":78.46,"RARbMath":72.16,"SIQA":5.42,"SpartQA":9.92,"TempReasonL1":3.31,"TempReasonL2Fact":36.9,"TempReasonL2Pure":9.18,"TempReasonL3Fact":30.18,"TempReasonL3Pure":14.31,"WinoGrande":41.21} -{"index":17,"Rank":6,"Model":"e5-mistral-7b-instruct-noinstruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.04,"ARCChallenge":20.48,"AlphaNLI":18.88,"HellaSwag":32.25,"PIQA":32.8,"Quail":6.25,"RARbCode":79.84,"RARbMath":76.19,"SIQA":5.08,"SpartQA":10.87,"TempReasonL1":3.04,"TempReasonL2Fact":35.63,"TempReasonL2Pure":9.32,"TempReasonL3Fact":30.41,"TempReasonL3Pure":14.39,"WinoGrande":45.18} -{"index":10,"Rank":7,"Model":"Cohere-embed-english-v3.0-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":25.41,"ARCChallenge":10.1,"AlphaNLI":18.75,"HellaSwag":29.02,"PIQA":27.89,"Quail":7.77,"RARbCode":56.56,"RARbMath":72.05,"SIQA":5.03,"SpartQA":3.33,"TempReasonL1":1.43,"TempReasonL2Fact":40.46,"TempReasonL2Pure":2.39,"TempReasonL3Fact":33.87,"TempReasonL3Pure":7.52,"WinoGrande":65.02} -{"index":19,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":24.69,"ARCChallenge":10.83,"AlphaNLI":13.59,"HellaSwag":27.35,"PIQA":28.82,"Quail":4.85,"RARbCode":58.92,"RARbMath":67.32,"SIQA":5.36,"SpartQA":5.64,"TempReasonL1":1.14,"TempReasonL2Fact":42.97,"TempReasonL2Pure":2.05,"TempReasonL3Fact":38.22,"TempReasonL3Pure":8.31,"WinoGrande":54.99} -{"index":35,"Rank":9,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.2,"ARCChallenge":14.63,"AlphaNLI":30.61,"HellaSwag":30.94,"PIQA":33.69,"Quail":6.11,"RARbCode":72.03,"RARbMath":71.07,"SIQA":3.03,"SpartQA":6.63,"TempReasonL1":2.35,"TempReasonL2Fact":25.68,"TempReasonL2Pure":2.76,"TempReasonL3Fact":22.09,"TempReasonL3Pure":9.79,"WinoGrande":31.53} -{"index":11,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":23.65,"ARCChallenge":9.89,"AlphaNLI":15.1,"HellaSwag":26.35,"PIQA":28.49,"Quail":4.1,"RARbCode":57.19,"RARbMath":72.26,"SIQA":4.26,"SpartQA":3.75,"TempReasonL1":1.5,"TempReasonL2Fact":35.91,"TempReasonL2Pure":1.89,"TempReasonL3Fact":27.51,"TempReasonL3Pure":8.53,"WinoGrande":58.01} -{"index":18,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":23.26,"ARCChallenge":9.61,"AlphaNLI":16.44,"HellaSwag":24.79,"PIQA":25.09,"Quail":3.52,"RARbCode":52.16,"RARbMath":65.35,"SIQA":3.72,"SpartQA":7.91,"TempReasonL1":0.72,"TempReasonL2Fact":38.76,"TempReasonL2Pure":1.63,"TempReasonL3Fact":35.85,"TempReasonL3Pure":7.11,"WinoGrande":56.18} -{"index":31,"Rank":12,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.57,"ARCChallenge":13.3,"AlphaNLI":25.65,"HellaSwag":29.29,"PIQA":31.02,"Quail":5.83,"RARbCode":83.39,"RARbMath":73.21,"SIQA":3.14,"SpartQA":4.23,"TempReasonL1":1.68,"TempReasonL2Fact":19.93,"TempReasonL2Pure":2.6,"TempReasonL3Fact":18.02,"TempReasonL3Pure":7.58,"WinoGrande":19.65} -{"index":34,"Rank":13,"Model":"text-embedding-3-small-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.09,"ARCChallenge":13.76,"AlphaNLI":21.14,"HellaSwag":27.2,"PIQA":29.59,"Quail":6.64,"RARbCode":72.14,"RARbMath":64.31,"SIQA":2.98,"SpartQA":3.58,"TempReasonL1":2.29,"TempReasonL2Fact":26.34,"TempReasonL2Pure":3.17,"TempReasonL3Fact":22.72,"TempReasonL3Pure":9.98,"WinoGrande":25.49} -{"index":7,"Rank":14,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":21.48,"ARCChallenge":9.02,"AlphaNLI":24.73,"HellaSwag":25.67,"PIQA":22.93,"Quail":7.51,"RARbCode":38.8,"RARbMath":69.19,"SIQA":4.89,"SpartQA":7.49,"TempReasonL1":0.99,"TempReasonL2Fact":33.23,"TempReasonL2Pure":0.68,"TempReasonL3Fact":30.05,"TempReasonL3Pure":5.28,"WinoGrande":41.72} -{"index":6,"Rank":15,"Model":"bge-m3-instruct<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":20.83,"ARCChallenge":9.03,"AlphaNLI":24.69,"HellaSwag":25.55,"PIQA":19.03,"Quail":7.08,"RARbCode":39.58,"RARbMath":64.51,"SIQA":4.77,"SpartQA":7.0,"TempReasonL1":0.8,"TempReasonL2Fact":34.99,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.47,"TempReasonL3Pure":7.01,"WinoGrande":35.33} -{"index":20,"Rank":16,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.04,"ARCChallenge":7.14,"AlphaNLI":13.0,"HellaSwag":23.73,"PIQA":21.08,"Quail":2.38,"RARbCode":46.96,"RARbMath":63.91,"SIQA":2.57,"SpartQA":5.43,"TempReasonL1":0.8,"TempReasonL2Fact":36.76,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.42,"TempReasonL3Pure":6.36,"WinoGrande":37.46} -{"index":24,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":19.61,"ARCChallenge":9.48,"AlphaNLI":28.19,"HellaSwag":24.21,"PIQA":25.28,"Quail":3.92,"RARbCode":44.27,"RARbMath":68.19,"SIQA":1.56,"SpartQA":1.65,"TempReasonL1":1.53,"TempReasonL2Fact":17.65,"TempReasonL2Pure":0.46,"TempReasonL3Fact":14.16,"TempReasonL3Pure":6.33,"WinoGrande":47.33} -{"index":30,"Rank":18,"Model":"text-embedding-ada-002-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":19.56,"ARCChallenge":11.85,"AlphaNLI":10.62,"HellaSwag":24.8,"PIQA":23.87,"Quail":5.79,"RARbCode":82.36,"RARbMath":67.26,"SIQA":2.64,"SpartQA":4.75,"TempReasonL1":1.44,"TempReasonL2Fact":19.38,"TempReasonL2Pure":2.43,"TempReasonL3Fact":17.58,"TempReasonL3Pure":7.31,"WinoGrande":11.36} -{"index":1,"Rank":19,"Model":"dragon-plus<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":19.1,"ARCChallenge":8.91,"AlphaNLI":32.1,"HellaSwag":27.69,"PIQA":28.01,"Quail":4.09,"RARbCode":17.58,"RARbMath":45.09,"SIQA":2.0,"SpartQA":10.34,"TempReasonL1":1.82,"TempReasonL2Fact":17.45,"TempReasonL2Pure":0.55,"TempReasonL3Fact":15.71,"TempReasonL3Pure":7.97,"WinoGrande":67.18} -{"index":26,"Rank":20,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":18.03,"ARCChallenge":11.8,"AlphaNLI":22.41,"HellaSwag":26.27,"PIQA":29.03,"Quail":3.41,"RARbCode":53.21,"RARbMath":71.85,"SIQA":2.38,"SpartQA":0.22,"TempReasonL1":1.77,"TempReasonL2Fact":11.2,"TempReasonL2Pure":1.15,"TempReasonL3Fact":9.42,"TempReasonL3Pure":5.59,"WinoGrande":20.8} -{"index":5,"Rank":21,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":17.7,"ARCChallenge":9.99,"AlphaNLI":13.13,"HellaSwag":28.5,"PIQA":27.99,"Quail":1.83,"RARbCode":48.12,"RARbMath":57.36,"SIQA":1.04,"SpartQA":2.99,"TempReasonL1":1.46,"TempReasonL2Fact":24.25,"TempReasonL2Pure":2.35,"TempReasonL3Fact":20.64,"TempReasonL3Pure":6.67,"WinoGrande":19.18} -{"index":22,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":17.35,"ARCChallenge":10.23,"AlphaNLI":25.35,"HellaSwag":24.08,"PIQA":26.44,"Quail":3.08,"RARbCode":42.44,"RARbMath":66.36,"SIQA":2.09,"SpartQA":2.67,"TempReasonL1":1.66,"TempReasonL2Fact":10.31,"TempReasonL2Pure":0.63,"TempReasonL3Fact":11.11,"TempReasonL3Pure":6.63,"WinoGrande":27.2} -{"index":0,"Rank":23,"Model":"dragon-plus-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.73,"ARCChallenge":8.24,"AlphaNLI":25.18,"HellaSwag":24.06,"PIQA":26.35,"Quail":4.2,"RARbCode":12.84,"RARbMath":36.15,"SIQA":1.75,"SpartQA":10.82,"TempReasonL1":1.54,"TempReasonL2Fact":16.11,"TempReasonL2Pure":0.57,"TempReasonL3Fact":14.81,"TempReasonL3Pure":7.46,"WinoGrande":60.84} -{"index":15,"Rank":24,"Model":"contriever<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.09,"ARCChallenge":8.62,"AlphaNLI":31.77,"HellaSwag":17.73,"PIQA":24.64,"Quail":4.97,"RARbCode":9.28,"RARbMath":30.76,"SIQA":1.27,"SpartQA":10.94,"TempReasonL1":1.93,"TempReasonL2Fact":22.68,"TempReasonL2Pure":1.12,"TempReasonL3Fact":20.62,"TempReasonL3Pure":7.8,"WinoGrande":47.15} -{"index":23,"Rank":25,"Model":"all-MiniLM-L6-v2-instruct<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":15.95,"ARCChallenge":9.4,"AlphaNLI":15.09,"HellaSwag":20.51,"PIQA":24.68,"Quail":3.46,"RARbCode":42.47,"RARbMath":62.39,"SIQA":1.53,"SpartQA":0.57,"TempReasonL1":1.05,"TempReasonL2Fact":16.57,"TempReasonL2Pure":0.49,"TempReasonL3Fact":14.01,"TempReasonL3Pure":6.27,"WinoGrande":20.73} -{"index":3,"Rank":26,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":14.93,"ARCChallenge":9.66,"AlphaNLI":10.99,"HellaSwag":26.64,"PIQA":25.69,"Quail":1.42,"RARbCode":46.47,"RARbMath":46.86,"SIQA":0.94,"SpartQA":3.37,"TempReasonL1":1.07,"TempReasonL2Fact":17.23,"TempReasonL2Pure":1.29,"TempReasonL3Fact":13.36,"TempReasonL3Pure":5.2,"WinoGrande":13.76} -{"index":4,"Rank":27,"Model":"bge-large-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.55,"ARCChallenge":8.86,"AlphaNLI":0.86,"HellaSwag":26.24,"PIQA":23.26,"Quail":2.72,"RARbCode":45.25,"RARbMath":49.82,"SIQA":0.59,"SpartQA":2.34,"TempReasonL1":1.17,"TempReasonL2Fact":21.19,"TempReasonL2Pure":2.1,"TempReasonL3Fact":17.59,"TempReasonL3Pure":5.99,"WinoGrande":10.31} -{"index":9,"Rank":28,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":14.15,"ARCChallenge":8.95,"AlphaNLI":11.64,"HellaSwag":25.44,"PIQA":23.92,"Quail":1.75,"RARbCode":42.36,"RARbMath":44.98,"SIQA":0.77,"SpartQA":3.55,"TempReasonL1":1.41,"TempReasonL2Fact":17.56,"TempReasonL2Pure":1.05,"TempReasonL3Fact":13.88,"TempReasonL3Pure":4.76,"WinoGrande":10.28} -{"index":25,"Rank":29,"Model":"all-mpnet-base-v2-instruct<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":13.84,"ARCChallenge":10.35,"AlphaNLI":1.96,"HellaSwag":13.01,"PIQA":27.18,"Quail":3.02,"RARbCode":48.95,"RARbMath":69.21,"SIQA":1.29,"SpartQA":1.01,"TempReasonL1":1.52,"TempReasonL2Fact":7.28,"TempReasonL2Pure":1.03,"TempReasonL3Fact":7.03,"TempReasonL3Pure":5.16,"WinoGrande":9.66} -{"index":2,"Rank":30,"Model":"bge-base-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":13.52,"ARCChallenge":8.85,"AlphaNLI":4.13,"HellaSwag":24.03,"PIQA":23.03,"Quail":1.25,"RARbCode":46.32,"RARbMath":45.62,"SIQA":0.24,"SpartQA":2.67,"TempReasonL1":0.8,"TempReasonL2Fact":16.56,"TempReasonL2Pure":1.33,"TempReasonL3Fact":12.68,"TempReasonL3Pure":5.08,"WinoGrande":10.27} -{"index":8,"Rank":31,"Model":"bge-small-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":12.6,"ARCChallenge":7.72,"AlphaNLI":1.26,"HellaSwag":23.41,"PIQA":20.79,"Quail":2.01,"RARbCode":41.52,"RARbMath":46.5,"SIQA":0.98,"SpartQA":2.86,"TempReasonL1":1.27,"TempReasonL2Fact":16.72,"TempReasonL2Pure":1.1,"TempReasonL3Fact":12.81,"TempReasonL3Pure":4.63,"WinoGrande":5.35} -{"index":28,"Rank":32,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":12.24,"ARCChallenge":7.19,"AlphaNLI":21.87,"HellaSwag":17.53,"PIQA":18.65,"Quail":2.98,"RARbCode":11.02,"RARbMath":30.93,"SIQA":1.21,"SpartQA":5.69,"TempReasonL1":1.94,"TempReasonL2Fact":5.34,"TempReasonL2Pure":0.33,"TempReasonL3Fact":6.79,"TempReasonL3Pure":3.19,"WinoGrande":49.01} -{"index":27,"Rank":33,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":11.55,"ARCChallenge":6.19,"AlphaNLI":20.89,"HellaSwag":16.98,"PIQA":15.79,"Quail":2.96,"RARbCode":8.48,"RARbMath":30.02,"SIQA":0.88,"SpartQA":4.94,"TempReasonL1":1.43,"TempReasonL2Fact":6.21,"TempReasonL2Pure":0.22,"TempReasonL3Fact":6.77,"TempReasonL3Pure":4.9,"WinoGrande":46.52} -{"index":21,"Rank":34,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":9.31,"ARCChallenge":3.78,"AlphaNLI":13.11,"HellaSwag":5.59,"PIQA":6.53,"Quail":1.91,"RARbCode":2.31,"RARbMath":27.19,"SIQA":1.07,"SpartQA":1.56,"TempReasonL1":1.56,"TempReasonL2Fact":7.06,"TempReasonL2Pure":0.14,"TempReasonL3Fact":8.74,"TempReasonL3Pure":4.73,"WinoGrande":54.3} -{"index":14,"Rank":35,"Model":"contriever-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":"","ARCChallenge":7.63,"AlphaNLI":27.09,"HellaSwag":"","PIQA":21.73,"Quail":4.92,"RARbCode":7.12,"RARbMath":21.83,"SIQA":0.88,"SpartQA":10.56,"TempReasonL1":1.8,"TempReasonL2Fact":22.03,"TempReasonL2Pure":0.94,"TempReasonL3Fact":20.82,"TempReasonL3Pure":7.15,"WinoGrande":26.3} -{"index":29,"Rank":36,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","ARCChallenge":3.85,"AlphaNLI":14.15,"HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":"","TempReasonL1":"","TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":""} +{"index":21,"Rank":1,"Model":"gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":73.41,"STS17 (ar-ar)":78.82,"STS17 (en-ar)":76.44,"STS17 (en-de)":84.71,"STS17 (en-tr)":76.36,"STS17 (es-en)":83.85,"STS17 (es-es)":87.04,"STS17 (fr-en)":84.43,"STS17 (it-en)":83.85,"STS17 (ko-ko)":81.59,"STS17 (nl-en)":82.46,"STS22 (ar)":58.55,"STS22 (de)":60.89,"STS22 (de-en)":62.28,"STS22 (de-fr)":56.01,"STS22 (de-pl)":53.64,"STS22 (es)":72.02,"STS22 (es-en)":79.64,"STS22 (es-it)":74.83,"STS22 (fr)":81.03,"STS22 (fr-pl)":73.25,"STS22 (it)":78.28,"STS22 (pl)":42.39,"STS22 (pl-en)":78.29,"STS22 (ru)":66.49,"STS22 (tr)":65.54,"STS22 (zh-en)":72.93,"STSBenchmark":86.46} +{"index":164,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":73.17,"STS17 (ar-ar)":81.87,"STS17 (en-ar)":77.93,"STS17 (en-de)":87.3,"STS17 (en-tr)":72.56,"STS17 (es-en)":88.24,"STS17 (es-es)":87.46,"STS17 (fr-en)":88.06,"STS17 (it-en)":89.68,"STS17 (ko-ko)":83.69,"STS17 (nl-en)":88.25,"STS22 (ar)":54.12,"STS22 (de)":49.12,"STS22 (de-en)":60.92,"STS22 (de-fr)":61.39,"STS22 (de-pl)":54.47,"STS22 (es)":67.0,"STS22 (es-en)":75.84,"STS22 (es-it)":75.04,"STS22 (fr)":69.82,"STS22 (fr-pl)":84.52,"STS22 (it)":75.87,"STS22 (pl)":39.21,"STS22 (pl-en)":73.18,"STS22 (ru)":60.83,"STS22 (tr)":68.72,"STS22 (zh-en)":71.88,"STSBenchmark":88.6} +{"index":56,"Rank":3,"Model":"multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29} +{"index":254,"Rank":4,"Model":"multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.68,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29} +{"index":168,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":70.02,"STS17 (ar-ar)":77.88,"STS17 (en-ar)":75.06,"STS17 (en-de)":86.16,"STS17 (en-tr)":71.23,"STS17 (es-en)":80.75,"STS17 (es-es)":86.74,"STS17 (fr-en)":85.62,"STS17 (it-en)":84.54,"STS17 (ko-ko)":82.27,"STS17 (nl-en)":85.28,"STS22 (ar)":56.99,"STS22 (de)":56.59,"STS22 (de-en)":56.6,"STS22 (de-fr)":67.79,"STS22 (de-pl)":49.58,"STS22 (es)":64.58,"STS22 (es-en)":72.52,"STS22 (es-it)":68.93,"STS22 (fr)":76.79,"STS22 (fr-pl)":50.71,"STS22 (it)":76.98,"STS22 (pl)":34.66,"STS22 (pl-en)":65.54,"STS22 (ru)":59.9,"STS22 (tr)":63.55,"STS22 (zh-en)":66.0,"STSBenchmark":87.29} +{"index":120,"Rank":6,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.85,"STS17 (ar-ar)":79.38,"STS17 (en-ar)":58.76,"STS17 (en-de)":76.13,"STS17 (en-tr)":55.53,"STS17 (es-en)":72.26,"STS17 (es-es)":85.06,"STS17 (fr-en)":75.63,"STS17 (it-en)":71.36,"STS17 (ko-ko)":80.79,"STS17 (nl-en)":71.99,"STS22 (ar)":57.44,"STS22 (de)":60.12,"STS22 (de-en)":53.36,"STS22 (de-fr)":58.25,"STS22 (de-pl)":48.47,"STS22 (es)":68.57,"STS22 (es-en)":77.41,"STS22 (es-it)":74.69,"STS22 (fr)":81.47,"STS22 (fr-pl)":73.25,"STS22 (it)":79.28,"STS22 (pl)":42.08,"STS22 (pl-en)":77.5,"STS22 (ru)":61.71,"STS22 (tr)":66.62,"STS22 (zh-en)":69.87,"STSBenchmark":81.95} +{"index":167,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":68.84,"STS17 (ar-ar)":74.52,"STS17 (en-ar)":71.27,"STS17 (en-de)":82.09,"STS17 (en-tr)":63.33,"STS17 (es-en)":76.5,"STS17 (es-es)":86.74,"STS17 (fr-en)":80.18,"STS17 (it-en)":80.15,"STS17 (ko-ko)":79.95,"STS17 (nl-en)":79.25,"STS22 (ar)":57.87,"STS22 (de)":55.95,"STS22 (de-en)":54.93,"STS22 (de-fr)":59.47,"STS22 (de-pl)":39.35,"STS22 (es)":66.58,"STS22 (es-en)":73.99,"STS22 (es-it)":66.46,"STS22 (fr)":74.8,"STS22 (fr-pl)":73.25,"STS22 (it)":77.76,"STS22 (pl)":34.07,"STS22 (pl-en)":70.37,"STS22 (ru)":60.66,"STS22 (tr)":63.7,"STS22 (zh-en)":69.92,"STSBenchmark":85.64} +{"index":170,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.08,"STS17 (ar-ar)":73.03,"STS17 (en-ar)":57.41,"STS17 (en-de)":77.24,"STS17 (en-tr)":55.97,"STS17 (es-en)":72.44,"STS17 (es-es)":84.84,"STS17 (fr-en)":72.29,"STS17 (it-en)":77.33,"STS17 (ko-ko)":78.87,"STS17 (nl-en)":75.38,"STS22 (ar)":56.65,"STS22 (de)":53.45,"STS22 (de-en)":56.49,"STS22 (de-fr)":60.57,"STS22 (de-pl)":28.24,"STS22 (es)":66.88,"STS22 (es-en)":74.57,"STS22 (es-it)":71.81,"STS22 (fr)":76.58,"STS22 (fr-pl)":84.52,"STS22 (it)":76.53,"STS22 (pl)":35.8,"STS22 (pl-en)":72.69,"STS22 (ru)":59.9,"STS22 (tr)":63.71,"STS22 (zh-en)":63.74,"STSBenchmark":84.11} +{"index":231,"Rank":9,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":66.01,"STS17 (ar-ar)":69.07,"STS17 (en-ar)":74.51,"STS17 (en-de)":73.85,"STS17 (en-tr)":72.07,"STS17 (es-en)":65.71,"STS17 (es-es)":80.83,"STS17 (fr-en)":76.98,"STS17 (it-en)":76.99,"STS17 (ko-ko)":71.32,"STS17 (nl-en)":75.22,"STS22 (ar)":57.67,"STS22 (de)":48.58,"STS22 (de-en)":50.14,"STS22 (de-fr)":53.28,"STS22 (de-pl)":58.69,"STS22 (es)":63.18,"STS22 (es-en)":71.86,"STS22 (es-it)":69.69,"STS22 (fr)":77.95,"STS22 (fr-pl)":61.98,"STS22 (it)":72.22,"STS22 (pl)":39.28,"STS22 (pl-en)":69.41,"STS22 (ru)":57.49,"STS22 (tr)":58.15,"STS22 (zh-en)":64.02,"STSBenchmark":72.25} +{"index":253,"Rank":10,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.66,"STS17 (ar-ar)":78.03,"STS17 (en-ar)":78.6,"STS17 (en-de)":81.48,"STS17 (en-tr)":76.34,"STS17 (es-en)":81.81,"STS17 (es-es)":87.91,"STS17 (fr-en)":78.06,"STS17 (it-en)":80.98,"STS17 (ko-ko)":68.24,"STS17 (nl-en)":81.0,"STS22 (ar)":54.51,"STS22 (de)":46.89,"STS22 (de-en)":45.0,"STS22 (de-fr)":49.43,"STS22 (de-pl)":39.32,"STS22 (es)":58.94,"STS22 (es-en)":67.71,"STS22 (es-it)":50.79,"STS22 (fr)":74.1,"STS22 (fr-pl)":73.25,"STS22 (it)":65.86,"STS22 (pl)":34.81,"STS22 (pl-en)":60.17,"STS22 (ru)":54.51,"STS22 (tr)":57.29,"STS22 (zh-en)":61.29,"STSBenchmark":86.45} +{"index":65,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.52,"STS17 (ar-ar)":76.04,"STS17 (en-ar)":77.6,"STS17 (en-de)":70.4,"STS17 (en-tr)":71.04,"STS17 (es-en)":81.59,"STS17 (es-es)":82.77,"STS17 (fr-en)":77.16,"STS17 (it-en)":81.52,"STS17 (ko-ko)":77.0,"STS17 (nl-en)":80.7,"STS22 (ar)":52.61,"STS22 (de)":41.84,"STS22 (de-en)":49.09,"STS22 (de-fr)":50.6,"STS22 (de-pl)":50.44,"STS22 (es)":57.23,"STS22 (es-en)":67.29,"STS22 (es-it)":57.93,"STS22 (fr)":72.79,"STS22 (fr-pl)":73.25,"STS22 (it)":64.17,"STS22 (pl)":36.37,"STS22 (pl-en)":67.72,"STS22 (ru)":53.35,"STS22 (tr)":52.71,"STS22 (zh-en)":64.45,"STSBenchmark":81.34} +{"index":238,"Rank":12,"Model":"distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":65.43,"STS17 (ar-ar)":77.34,"STS17 (en-ar)":77.46,"STS17 (en-de)":80.24,"STS17 (en-tr)":74.34,"STS17 (es-en)":77.4,"STS17 (es-es)":83.71,"STS17 (fr-en)":79.28,"STS17 (it-en)":80.82,"STS17 (ko-ko)":76.4,"STS17 (nl-en)":80.51,"STS22 (ar)":49.04,"STS22 (de)":35.73,"STS22 (de-en)":47.51,"STS22 (de-fr)":60.76,"STS22 (de-pl)":36.09,"STS22 (es)":59.34,"STS22 (es-en)":68.96,"STS22 (es-it)":63.28,"STS22 (fr)":76.41,"STS22 (fr-pl)":61.98,"STS22 (it)":65.1,"STS22 (pl)":34.58,"STS22 (pl-en)":71.33,"STS22 (ru)":52.4,"STS22 (tr)":54.07,"STS22 (zh-en)":61.75,"STSBenchmark":80.75} +{"index":173,"Rank":13,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":59.1,"STS17 (ar-ar)":81.13,"STS17 (en-ar)":79.64,"STS17 (en-de)":52.52,"STS17 (en-tr)":4.75,"STS17 (es-en)":85.41,"STS17 (es-es)":87.33,"STS17 (fr-en)":83.96,"STS17 (it-en)":45.62,"STS17 (ko-ko)":61.89,"STS17 (nl-en)":46.69,"STS22 (ar)":55.0,"STS22 (de)":37.51,"STS22 (de-en)":51.66,"STS22 (de-fr)":39.66,"STS22 (de-pl)":26.11,"STS22 (es)":59.79,"STS22 (es-en)":73.59,"STS22 (es-it)":67.83,"STS22 (fr)":77.1,"STS22 (fr-pl)":84.52,"STS22 (it)":68.87,"STS22 (pl)":27.98,"STS22 (pl-en)":60.77,"STS22 (ru)":43.14,"STS22 (tr)":42.33,"STS22 (zh-en)":65.01,"STSBenchmark":85.79} +{"index":130,"Rank":14,"Model":"sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":58.34,"STS17 (ar-ar)":76.42,"STS17 (en-ar)":78.07,"STS17 (en-de)":59.1,"STS17 (en-tr)":11.8,"STS17 (es-en)":78.22,"STS17 (es-es)":86.0,"STS17 (fr-en)":80.46,"STS17 (it-en)":51.58,"STS17 (ko-ko)":66.89,"STS17 (nl-en)":45.85,"STS22 (ar)":58.67,"STS22 (de)":30.05,"STS22 (de-en)":51.16,"STS22 (de-fr)":53.28,"STS22 (de-pl)":43.05,"STS22 (es)":65.41,"STS22 (es-en)":75.06,"STS22 (es-it)":65.5,"STS22 (fr)":80.38,"STS22 (fr-pl)":28.17,"STS22 (it)":65.65,"STS22 (pl)":31.13,"STS22 (pl-en)":53.31,"STS22 (ru)":43.36,"STS22 (tr)":47.14,"STS22 (zh-en)":68.45,"STSBenchmark":80.9} +{"index":150,"Rank":15,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":57.22,"STS17 (ar-ar)":74.97,"STS17 (en-ar)":74.05,"STS17 (en-de)":74.95,"STS17 (en-tr)":77.18,"STS17 (es-en)":72.25,"STS17 (es-es)":80.65,"STS17 (fr-en)":77.2,"STS17 (it-en)":78.67,"STS17 (ko-ko)":66.14,"STS17 (nl-en)":78.14,"STS22 (ar)":40.25,"STS22 (de)":24.09,"STS22 (de-en)":34.28,"STS22 (de-fr)":41.29,"STS22 (de-pl)":25.81,"STS22 (es)":55.4,"STS22 (es-en)":57.82,"STS22 (es-it)":49.13,"STS22 (fr)":61.72,"STS22 (fr-pl)":61.98,"STS22 (it)":62.2,"STS22 (pl)":25.31,"STS22 (pl-en)":44.72,"STS22 (ru)":43.57,"STS22 (tr)":46.46,"STS22 (zh-en)":49.19,"STSBenchmark":67.39} +{"index":11,"Rank":16,"Model":"LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":52.31,"STS17 (ar-ar)":67.47,"STS17 (en-ar)":65.05,"STS17 (en-de)":66.66,"STS17 (en-tr)":70.05,"STS17 (es-en)":55.3,"STS17 (es-es)":79.67,"STS17 (fr-en)":70.82,"STS17 (it-en)":70.98,"STS17 (ko-ko)":70.52,"STS17 (nl-en)":68.12,"STS22 (ar)":42.57,"STS22 (de)":25.69,"STS22 (de-en)":32.35,"STS22 (de-fr)":37.41,"STS22 (de-pl)":15.67,"STS22 (es)":54.92,"STS22 (es-en)":54.34,"STS22 (es-it)":42.21,"STS22 (fr)":58.61,"STS22 (fr-pl)":39.44,"STS22 (it)":60.31,"STS22 (pl)":18.34,"STS22 (pl-en)":53.63,"STS22 (ru)":39.24,"STS22 (tr)":36.97,"STS22 (zh-en)":46.19,"STSBenchmark":69.77} +{"index":175,"Rank":17,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":52.04,"STS17 (ar-ar)":80.6,"STS17 (en-ar)":72.6,"STS17 (en-de)":40.34,"STS17 (en-tr)":6.79,"STS17 (es-en)":81.8,"STS17 (es-es)":85.65,"STS17 (fr-en)":79.94,"STS17 (it-en)":34.8,"STS17 (ko-ko)":57.28,"STS17 (nl-en)":33.58,"STS22 (ar)":54.82,"STS22 (de)":26.63,"STS22 (de-en)":49.55,"STS22 (de-fr)":22.36,"STS22 (de-pl)":35.32,"STS22 (es)":56.31,"STS22 (es-en)":71.03,"STS22 (es-it)":61.3,"STS22 (fr)":61.35,"STS22 (fr-pl)":73.25,"STS22 (it)":62.61,"STS22 (pl)":15.06,"STS22 (pl-en)":43.72,"STS22 (ru)":28.77,"STS22 (tr)":22.11,"STS22 (zh-en)":63.9,"STSBenchmark":83.63} +{"index":249,"Rank":18,"Model":"sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":50.06,"STS17 (ar-ar)":11.13,"STS17 (en-ar)":-3.93,"STS17 (en-de)":79.04,"STS17 (en-tr)":13.61,"STS17 (es-en)":71.72,"STS17 (es-es)":83.42,"STS17 (fr-en)":71.38,"STS17 (it-en)":69.5,"STS17 (ko-ko)":9.61,"STS17 (nl-en)":66.12,"STS22 (ar)":29.6,"STS22 (de)":47.72,"STS22 (de-en)":49.64,"STS22 (de-fr)":62.21,"STS22 (de-pl)":34.34,"STS22 (es)":58.16,"STS22 (es-en)":69.15,"STS22 (es-it)":65.26,"STS22 (fr)":77.49,"STS22 (fr-pl)":50.71,"STS22 (it)":66.91,"STS22 (pl)":27.04,"STS22 (pl-en)":58.85,"STS22 (ru)":26.63,"STS22 (tr)":43.36,"STS22 (zh-en)":29.0,"STSBenchmark":83.93} +{"index":241,"Rank":19,"Model":"gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":49.47,"STS17 (ar-ar)":9.06,"STS17 (en-ar)":-3.22,"STS17 (en-de)":70.38,"STS17 (en-tr)":17.17,"STS17 (es-en)":60.24,"STS17 (es-es)":81.93,"STS17 (fr-en)":62.17,"STS17 (it-en)":59.11,"STS17 (ko-ko)":8.9,"STS17 (nl-en)":56.91,"STS22 (ar)":37.66,"STS22 (de)":50.58,"STS22 (de-en)":53.63,"STS22 (de-fr)":55.72,"STS22 (de-pl)":27.99,"STS22 (es)":59.14,"STS22 (es-en)":69.99,"STS22 (es-it)":60.94,"STS22 (fr)":79.43,"STS22 (fr-pl)":61.98,"STS22 (it)":67.14,"STS22 (pl)":33.74,"STS22 (pl-en)":60.18,"STS22 (ru)":32.69,"STS22 (tr)":55.79,"STS22 (zh-en)":28.85,"STSBenchmark":77.65} +{"index":58,"Rank":20,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":47.36,"STS17 (ar-ar)":46.8,"STS17 (en-ar)":-0.78,"STS17 (en-de)":47.5,"STS17 (en-tr)":4.18,"STS17 (es-en)":44.27,"STS17 (es-es)":79.22,"STS17 (fr-en)":47.15,"STS17 (it-en)":42.65,"STS17 (ko-ko)":39.79,"STS17 (nl-en)":36.6,"STS22 (ar)":25.06,"STS22 (de)":39.49,"STS22 (de-en)":54.22,"STS22 (de-fr)":48.91,"STS22 (de-pl)":33.04,"STS22 (es)":59.47,"STS22 (es-en)":66.65,"STS22 (es-it)":64.37,"STS22 (fr)":79.88,"STS22 (fr-pl)":39.44,"STS22 (it)":68.15,"STS22 (pl)":35.38,"STS22 (pl-en)":62.7,"STS22 (ru)":30.62,"STS22 (tr)":45.65,"STS22 (zh-en)":49.25,"STSBenchmark":88.96} +{"index":240,"Rank":21,"Model":"gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":46.79,"STS17 (ar-ar)":10.19,"STS17 (en-ar)":-5.77,"STS17 (en-de)":67.43,"STS17 (en-tr)":8.75,"STS17 (es-en)":54.96,"STS17 (es-es)":82.74,"STS17 (fr-en)":60.5,"STS17 (it-en)":46.26,"STS17 (ko-ko)":8.96,"STS17 (nl-en)":47.48,"STS22 (ar)":34.97,"STS22 (de)":51.7,"STS22 (de-en)":48.76,"STS22 (de-fr)":57.5,"STS22 (de-pl)":32.76,"STS22 (es)":57.49,"STS22 (es-en)":67.76,"STS22 (es-it)":57.18,"STS22 (fr)":78.7,"STS22 (fr-pl)":61.98,"STS22 (it)":67.67,"STS22 (pl)":30.68,"STS22 (pl-en)":54.17,"STS22 (ru)":15.36,"STS22 (tr)":58.12,"STS22 (zh-en)":29.42,"STSBenchmark":77.6} +{"index":248,"Rank":22,"Model":"sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":44.35,"STS17 (ar-ar)":10.75,"STS17 (en-ar)":-4.71,"STS17 (en-de)":73.62,"STS17 (en-tr)":-0.42,"STS17 (es-en)":62.62,"STS17 (es-es)":82.74,"STS17 (fr-en)":67.86,"STS17 (it-en)":51.86,"STS17 (ko-ko)":9.44,"STS17 (nl-en)":45.95,"STS22 (ar)":27.01,"STS22 (de)":43.73,"STS22 (de-en)":49.93,"STS22 (de-fr)":61.58,"STS22 (de-pl)":38.83,"STS22 (es)":57.68,"STS22 (es-en)":68.09,"STS22 (es-it)":61.58,"STS22 (fr)":75.01,"STS22 (fr-pl)":5.63,"STS22 (it)":62.01,"STS22 (pl)":25.0,"STS22 (pl-en)":51.72,"STS22 (ru)":14.21,"STS22 (tr)":47.3,"STS22 (zh-en)":23.1,"STSBenchmark":85.36} +{"index":247,"Rank":23,"Model":"sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":41.17,"STS17 (ar-ar)":13.36,"STS17 (en-ar)":-5.65,"STS17 (en-de)":67.11,"STS17 (en-tr)":-0.02,"STS17 (es-en)":47.72,"STS17 (es-es)":79.94,"STS17 (fr-en)":56.61,"STS17 (it-en)":30.46,"STS17 (ko-ko)":10.06,"STS17 (nl-en)":36.46,"STS22 (ar)":31.2,"STS22 (de)":42.08,"STS22 (de-en)":46.9,"STS22 (de-fr)":55.04,"STS22 (de-pl)":33.94,"STS22 (es)":53.81,"STS22 (es-en)":65.19,"STS22 (es-it)":55.29,"STS22 (fr)":77.69,"STS22 (fr-pl)":28.17,"STS22 (it)":60.65,"STS22 (pl)":24.42,"STS22 (pl-en)":42.97,"STS22 (ru)":12.13,"STS22 (tr)":40.45,"STS22 (zh-en)":20.15,"STSBenchmark":85.52} +{"index":233,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":37.71,"STS17 (ar-ar)":50.89,"STS17 (en-ar)":-4.28,"STS17 (en-de)":35.82,"STS17 (en-tr)":4.5,"STS17 (es-en)":16.31,"STS17 (es-es)":76.12,"STS17 (fr-en)":37.09,"STS17 (it-en)":24.45,"STS17 (ko-ko)":43.39,"STS17 (nl-en)":29.0,"STS22 (ar)":22.64,"STS22 (de)":31.04,"STS22 (de-en)":44.04,"STS22 (de-fr)":30.07,"STS22 (de-pl)":4.93,"STS22 (es)":54.78,"STS22 (es-en)":53.42,"STS22 (es-it)":44.27,"STS22 (fr)":77.0,"STS22 (fr-pl)":50.71,"STS22 (it)":60.4,"STS22 (pl)":26.77,"STS22 (pl-en)":32.8,"STS22 (ru)":14.72,"STS22 (tr)":33.69,"STS22 (zh-en)":41.64,"STSBenchmark":82.03} +{"index":82,"Rank":25,"Model":"SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":37.32,"STS17 (ar-ar)":55.62,"STS17 (en-ar)":8.21,"STS17 (en-de)":30.18,"STS17 (en-tr)":1.04,"STS17 (es-en)":28.78,"STS17 (es-es)":71.88,"STS17 (fr-en)":26.34,"STS17 (it-en)":20.73,"STS17 (ko-ko)":52.39,"STS17 (nl-en)":25.05,"STS22 (ar)":28.19,"STS22 (de)":21.99,"STS22 (de-en)":53.07,"STS22 (de-fr)":32.97,"STS22 (de-pl)":20.45,"STS22 (es)":49.81,"STS22 (es-en)":49.51,"STS22 (es-it)":45.78,"STS22 (fr)":67.66,"STS22 (fr-pl)":61.98,"STS22 (it)":48.25,"STS22 (pl)":23.31,"STS22 (pl-en)":36.8,"STS22 (ru)":9.07,"STS22 (tr)":34.66,"STS22 (zh-en)":28.68,"STSBenchmark":75.34} +{"index":232,"Rank":26,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":34.57,"STS17 (ar-ar)":58.71,"STS17 (en-ar)":0.54,"STS17 (en-de)":27.54,"STS17 (en-tr)":0.43,"STS17 (es-en)":22.01,"STS17 (es-es)":78.37,"STS17 (fr-en)":30.7,"STS17 (it-en)":24.28,"STS17 (ko-ko)":43.37,"STS17 (nl-en)":24.51,"STS22 (ar)":17.54,"STS22 (de)":22.53,"STS22 (de-en)":42.86,"STS22 (de-fr)":43.52,"STS22 (de-pl)":1.63,"STS22 (es)":43.98,"STS22 (es-en)":53.99,"STS22 (es-it)":40.71,"STS22 (fr)":69.51,"STS22 (fr-pl)":16.9,"STS22 (it)":47.48,"STS22 (pl)":19.22,"STS22 (pl-en)":42.67,"STS22 (ru)":11.19,"STS22 (tr)":21.6,"STS22 (zh-en)":44.39,"STSBenchmark":83.09} +{"index":83,"Rank":27,"Model":"SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":27.72,"STS17 (ar-ar)":54.16,"STS17 (en-ar)":1.72,"STS17 (en-de)":25.48,"STS17 (en-tr)":2.09,"STS17 (es-en)":21.93,"STS17 (es-es)":67.8,"STS17 (fr-en)":18.91,"STS17 (it-en)":16.39,"STS17 (ko-ko)":45.66,"STS17 (nl-en)":23.49,"STS22 (ar)":5.17,"STS22 (de)":11.0,"STS22 (de-en)":53.93,"STS22 (de-fr)":25.11,"STS22 (de-pl)":20.94,"STS22 (es)":43.05,"STS22 (es-en)":32.74,"STS22 (es-it)":35.99,"STS22 (fr)":54.56,"STS22 (fr-pl)":5.63,"STS22 (it)":33.68,"STS22 (pl)":14.91,"STS22 (pl-en)":20.54,"STS22 (ru)":3.36,"STS22 (tr)":3.82,"STS22 (zh-en)":26.71,"STSBenchmark":79.54} +{"index":235,"Rank":28,"Model":"allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":25.1,"STS17 (ar-ar)":27.14,"STS17 (en-ar)":6.9,"STS17 (en-de)":11.59,"STS17 (en-tr)":6.46,"STS17 (es-en)":10.86,"STS17 (es-es)":55.45,"STS17 (fr-en)":16.02,"STS17 (it-en)":19.87,"STS17 (ko-ko)":8.08,"STS17 (nl-en)":24.92,"STS22 (ar)":19.57,"STS22 (de)":17.31,"STS22 (de-en)":26.03,"STS22 (de-fr)":10.26,"STS22 (de-pl)":16.94,"STS22 (es)":48.89,"STS22 (es-en)":51.79,"STS22 (es-it)":25.24,"STS22 (fr)":53.92,"STS22 (fr-pl)":39.44,"STS22 (it)":39.43,"STS22 (pl)":13.56,"STS22 (pl-en)":25.36,"STS22 (ru)":1.11,"STS22 (tr)":31.73,"STS22 (zh-en)":8.44,"STSBenchmark":61.26} +{"index":237,"Rank":29,"Model":"komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":24.28,"STS17 (ar-ar)":13.78,"STS17 (en-ar)":9.08,"STS17 (en-de)":-3.11,"STS17 (en-tr)":-0.45,"STS17 (es-en)":-8.18,"STS17 (es-es)":48.23,"STS17 (fr-en)":5.81,"STS17 (it-en)":3.64,"STS17 (ko-ko)":2.54,"STS17 (nl-en)":0.44,"STS22 (ar)":32.42,"STS22 (de)":33.04,"STS22 (de-en)":28.65,"STS22 (de-fr)":14.77,"STS22 (de-pl)":11.21,"STS22 (es)":48.53,"STS22 (es-en)":26.97,"STS22 (es-it)":41.1,"STS22 (fr)":49.43,"STS22 (fr-pl)":39.44,"STS22 (it)":57.77,"STS22 (pl)":12.47,"STS22 (pl-en)":45.55,"STS22 (ru)":19.44,"STS22 (tr)":47.38,"STS22 (zh-en)":14.05,"STSBenchmark":61.55} +{"index":0,"Rank":30,"Model":"google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.33} +{"index":1,"Rank":31,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.99} +{"index":2,"Rank":32,"Model":"titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.85} +{"index":3,"Rank":33,"Model":"mistral-embed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.74,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":4,"Rank":34,"Model":"voyage-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.51,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":5,"Rank":35,"Model":"voyage-code-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":79.99,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":6,"Rank":36,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.22} +{"index":7,"Rank":37,"Model":"voyage-law-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.75,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":8,"Rank":38,"Model":"voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.86} +{"index":9,"Rank":39,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.56} +{"index":10,"Rank":40,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":12,"Rank":41,"Model":"Arabic_text_embedding_for_sts<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.05,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":13,"Rank":42,"Model":"arabic_text_embedding_sts_arabertv02_arabicnlitriplet<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":84.96,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":14,"Rank":43,"Model":"llm2vec-croissant-mntp<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":15,"Rank":44,"Model":"llm2vec-occiglot-mntp<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":67.83,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":16,"Rank":45,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.35} +{"index":17,"Rank":46,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38} +{"index":18,"Rank":47,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85} +{"index":19,"Rank":48,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.04} +{"index":20,"Rank":49,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.07} +{"index":22,"Rank":50,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} +{"index":23,"Rank":51,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.42} +{"index":24,"Rank":52,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.52} +{"index":25,"Rank":53,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":26,"Rank":54,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.28,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":42.79,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.25} +{"index":27,"Rank":55,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.86} +{"index":28,"Rank":56,"Model":"UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54} +{"index":29,"Rank":57,"Model":"UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54} +{"index":30,"Rank":58,"Model":"UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54} +{"index":31,"Rank":59,"Model":"UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54} +{"index":32,"Rank":60,"Model":"Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.58} +{"index":33,"Rank":61,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.55} +{"index":34,"Rank":62,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.46} +{"index":35,"Rank":63,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.76,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.79} +{"index":36,"Rank":64,"Model":"sbert-chinese-general-v1<\/a>","Model Size (Million Parameters)":102,"Memory Usage (GB, fp32)":0.38,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":33.88,"STSBenchmark":""} +{"index":37,"Rank":65,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":38,"Rank":66,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":39,"Rank":67,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":40,"Rank":68,"Model":"STS-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.98} +{"index":41,"Rank":69,"Model":"bert-base-10lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":42,"Rank":70,"Model":"bert-base-15lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":40.4,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":43,"Rank":71,"Model":"bert-base-25lang-cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":38.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":44,"Rank":72,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.64} +{"index":45,"Rank":73,"Model":"GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.43} +{"index":46,"Rank":74,"Model":"lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.57} +{"index":47,"Rank":75,"Model":"2024-06-15_10-09-42<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":48,"Rank":76,"Model":"2024-06-17_21-37-12<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":49,"Rank":77,"Model":"2024-06-19_08-22-22<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":50,"Rank":78,"Model":"2024-06-19_10-03-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":51,"Rank":79,"Model":"2024-06-19_21-12-17<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":52,"Rank":80,"Model":"2024-06-19_22-23-38<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":53,"Rank":81,"Model":"e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74} +{"index":54,"Rank":82,"Model":"gte-Qwen2-7B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85} +{"index":55,"Rank":83,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85} +{"index":57,"Rank":84,"Model":"multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38} +{"index":59,"Rank":85,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.14,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.44} +{"index":60,"Rank":86,"Model":"bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":84.64,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.28} +{"index":61,"Rank":87,"Model":"bilingual-embedding-large-8k<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":62,"Rank":88,"Model":"bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.57,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.08} +{"index":63,"Rank":89,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.81} +{"index":64,"Rank":90,"Model":"jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14} +{"index":66,"Rank":91,"Model":"LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.72} +{"index":67,"Rank":92,"Model":"LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.32} +{"index":68,"Rank":93,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.05} +{"index":69,"Rank":94,"Model":"LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.44} +{"index":70,"Rank":95,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.65} +{"index":71,"Rank":96,"Model":"LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.42} +{"index":72,"Rank":97,"Model":"LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.16} +{"index":73,"Rank":98,"Model":"LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":73.36} +{"index":74,"Rank":99,"Model":"Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.34} +{"index":75,"Rank":100,"Model":"Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25} +{"index":76,"Rank":101,"Model":"Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21} +{"index":77,"Rank":102,"Model":"Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.72} +{"index":78,"Rank":103,"Model":"Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.79} +{"index":79,"Rank":104,"Model":"test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.93} +{"index":80,"Rank":105,"Model":"test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.61} +{"index":81,"Rank":106,"Model":"SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.59} +{"index":84,"Rank":107,"Model":"SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.21} +{"index":85,"Rank":108,"Model":"SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.39} +{"index":86,"Rank":109,"Model":"SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67} +{"index":87,"Rank":110,"Model":"Arabert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":83.16,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.29,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":88,"Rank":111,"Model":"Arabic-MiniLM-L12-v2-all-nli-triplet<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":81.11,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.41,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":89,"Rank":112,"Model":"Arabic-Triplet-Matryoshka-V2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":85.31,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":90,"Rank":113,"Model":"Arabic-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":82.4,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":51.38,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":91,"Rank":114,"Model":"Arabic-labse-Matryoshka<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","STS17 (ar-ar)":82.47,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":57.26,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":92,"Rank":115,"Model":"Arabic-mpnet-base-all-nli-triplet<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":79.93,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":52.44,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":93,"Rank":116,"Model":"GATE-AraBert-v1<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":"","STS17 (ar-ar)":82.78,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":59.75,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":94,"Rank":117,"Model":"Marbert-all-nli-triplet-Matryoshka<\/a>","Model Size (Million Parameters)":163,"Memory Usage (GB, fp32)":0.61,"Average":"","STS17 (ar-ar)":82.18,"STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":58.08,"STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":95,"Rank":118,"Model":"Solon-embeddings-large-0.1<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":83.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":96,"Rank":119,"Model":"st-polish-kartonberta-base-alpha-v1<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":36.78,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":97,"Rank":120,"Model":"nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47} +{"index":98,"Rank":121,"Model":"bge_m3e_stella<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.83} +{"index":99,"Rank":122,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.6} +{"index":100,"Rank":123,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.0} +{"index":101,"Rank":124,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":52.67} +{"index":102,"Rank":125,"Model":"snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.68} +{"index":103,"Rank":126,"Model":"snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":74.1} +{"index":104,"Rank":127,"Model":"snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.9} +{"index":105,"Rank":128,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":106,"Rank":129,"Model":"snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.19} +{"index":107,"Rank":130,"Model":"snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.18} +{"index":108,"Rank":131,"Model":"bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.32} +{"index":109,"Rank":132,"Model":"bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.5} +{"index":110,"Rank":133,"Model":"gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.38} +{"index":111,"Rank":134,"Model":"UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.06} +{"index":112,"Rank":135,"Model":"sentence-croissant-llm-base<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.77,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":113,"Rank":136,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":55.58,"STS17 (en-de)":71.04,"STS17 (en-tr)":48.6,"STS17 (es-en)":67.38,"STS17 (es-es)":"","STS17 (fr-en)":70.42,"STS17 (it-en)":70.64,"STS17 (ko-ko)":"","STS17 (nl-en)":66.38,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":57.01,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":74.65,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":72.32,"STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":75.16,"STSBenchmark":""} +{"index":114,"Rank":137,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47} +{"index":115,"Rank":138,"Model":"German_Semantic_STS_V2<\/a>","Model Size (Million Parameters)":336,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":116,"Rank":139,"Model":"gte-Qwen2-1.5B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38} +{"index":117,"Rank":140,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":67.06,"STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":118,"Rank":141,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":119,"Rank":142,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":121,"Rank":143,"Model":"bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.94} +{"index":122,"Rank":144,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.32} +{"index":123,"Rank":145,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.4} +{"index":124,"Rank":146,"Model":"GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.3} +{"index":125,"Rank":147,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.08} +{"index":126,"Rank":148,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.98} +{"index":127,"Rank":149,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} +{"index":128,"Rank":150,"Model":"bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":47.29} +{"index":129,"Rank":151,"Model":"sgpt-bloom-1b7-nli<\/a>","Model Size (Million Parameters)":1722,"Memory Usage (GB, fp32)":6.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":73.13,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":131,"Rank":152,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.85} +{"index":132,"Rank":153,"Model":"nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47} +{"index":133,"Rank":154,"Model":"gte-Qwen2-7B-instruct-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.58,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":41.02,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.85} +{"index":134,"Rank":155,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":135,"Rank":156,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":136,"Rank":157,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":137,"Rank":158,"Model":"cai-lunaris-text-embeddings<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":71.4} +{"index":138,"Rank":159,"Model":"sentence-camembert-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.54,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":139,"Rank":160,"Model":"sentence-camembert-large<\/a>","Model Size (Million Parameters)":337,"Memory Usage (GB, fp32)":1.26,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.73,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":140,"Rank":161,"Model":"embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.2} +{"index":141,"Rank":162,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":142,"Rank":163,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":143,"Rank":164,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":144,"Rank":165,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.98} +{"index":145,"Rank":166,"Model":"gte-Qwen2-1.5B-instruct-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.84,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.83,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.38} +{"index":146,"Rank":167,"Model":"sft-bge-small<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":147,"Rank":168,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.23} +{"index":148,"Rank":169,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74} +{"index":149,"Rank":170,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52} +{"index":151,"Rank":171,"Model":"flaubert_base_cased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":65.37,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":152,"Rank":172,"Model":"flaubert_base_uncased<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.15,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":153,"Rank":173,"Model":"flaubert_large_cased<\/a>","Model Size (Million Parameters)":372,"Memory Usage (GB, fp32)":1.39,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":48.52,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":154,"Rank":174,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":39.05,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":155,"Rank":175,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.47,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":156,"Rank":176,"Model":"instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.43} +{"index":157,"Rank":177,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88} +{"index":158,"Rank":178,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.56} +{"index":159,"Rank":179,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.45} +{"index":160,"Rank":180,"Model":"e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.18} +{"index":161,"Rank":181,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.52} +{"index":162,"Rank":182,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.21} +{"index":163,"Rank":183,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.74} +{"index":165,"Rank":184,"Model":"e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.36} +{"index":166,"Rank":185,"Model":"e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.95} +{"index":169,"Rank":186,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.38} +{"index":171,"Rank":187,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":172,"Rank":188,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":38.69,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":174,"Rank":189,"Model":"udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.71} +{"index":176,"Rank":190,"Model":"udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.02} +{"index":177,"Rank":191,"Model":"sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.33} +{"index":178,"Rank":192,"Model":"jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.57} +{"index":179,"Rank":193,"Model":"jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.6} +{"index":180,"Rank":194,"Model":"jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.2} +{"index":181,"Rank":195,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":86.72,"STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":59.07,"STS22 (de-en)":55.97,"STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.14} +{"index":182,"Rank":196,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84} +{"index":183,"Rank":197,"Model":"jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84} +{"index":184,"Rank":198,"Model":"jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.04} +{"index":185,"Rank":199,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.67} +{"index":186,"Rank":200,"Model":"privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} +{"index":187,"Rank":201,"Model":"privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} +{"index":188,"Rank":202,"Model":"privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} +{"index":189,"Rank":203,"Model":"privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.42} +{"index":190,"Rank":204,"Model":"MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.69} +{"index":191,"Rank":205,"Model":"XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.5} +{"index":192,"Rank":206,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.46} +{"index":193,"Rank":207,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.77} +{"index":194,"Rank":208,"Model":"bge-m3-custom-fr<\/a>","Model Size (Million Parameters)":568,"Memory Usage (GB, fp32)":2.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.7,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":195,"Rank":209,"Model":"sentence_croissant_alpha_v0.1<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":75.66,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":196,"Rank":210,"Model":"sentence_croissant_alpha_v0.2<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":78.68,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":197,"Rank":211,"Model":"sentence_croissant_alpha_v0.3<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":198,"Rank":212,"Model":"sentence_croissant_alpha_v0.4<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":82.35,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":199,"Rank":213,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.2} +{"index":200,"Rank":214,"Model":"mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":89.1} +{"index":201,"Rank":215,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.79} +{"index":202,"Rank":216,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.93} +{"index":203,"Rank":217,"Model":"bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.89} +{"index":204,"Rank":218,"Model":"bge-large-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.88} +{"index":205,"Rank":219,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.31} +{"index":206,"Rank":220,"Model":"bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.77} +{"index":207,"Rank":221,"Model":"mmarco-bert-base-italian-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":69.44,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":208,"Rank":222,"Model":"mmarco-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":37.93,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":209,"Rank":223,"Model":"stsbm-sentence-flare-it<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":65.71,"STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":210,"Rank":224,"Model":"nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.54} +{"index":211,"Rank":225,"Model":"nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42} +{"index":212,"Rank":226,"Model":"nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.96} +{"index":213,"Rank":227,"Model":"nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.28} +{"index":214,"Rank":228,"Model":"nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.8} +{"index":215,"Rank":229,"Model":"nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.14} +{"index":216,"Rank":230,"Model":"nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.46} +{"index":217,"Rank":231,"Model":"nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.47} +{"index":218,"Rank":232,"Model":"contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":78.81} +{"index":219,"Rank":233,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.14} +{"index":220,"Rank":234,"Model":"jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":86.49,"STS17 (es-es)":88.25,"STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":67.97,"STS22 (es-en)":78.8,"STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":87.84} +{"index":221,"Rank":235,"Model":"sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.25} +{"index":222,"Rank":236,"Model":"unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.52} +{"index":223,"Rank":237,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.15} +{"index":224,"Rank":238,"Model":"mmlw-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":225,"Rank":239,"Model":"mmlw-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.4,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":226,"Rank":240,"Model":"mmlw-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.63,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":227,"Rank":241,"Model":"mmlw-roberta-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":228,"Rank":242,"Model":"mmlw-roberta-large<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":39.32,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":229,"Rank":243,"Model":"st-polish-paraphrase-from-distilroberta<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":40.36,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":230,"Rank":244,"Model":"st-polish-paraphrase-from-mpnet<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":37.34,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":234,"Rank":245,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.42} +{"index":236,"Rank":246,"Model":"glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":61.54} +{"index":239,"Rank":247,"Model":"gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.58} +{"index":242,"Rank":248,"Model":"gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.73} +{"index":243,"Rank":249,"Model":"msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":76.97} +{"index":244,"Rank":250,"Model":"multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.62,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":245,"Rank":251,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":79.16,"STS17 (en-ar)":81.22,"STS17 (en-de)":84.22,"STS17 (en-tr)":76.74,"STS17 (es-en)":84.44,"STS17 (es-es)":85.56,"STS17 (fr-en)":76.59,"STS17 (it-en)":82.35,"STS17 (ko-ko)":77.03,"STS17 (nl-en)":81.71,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":70.55,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.73,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.42} +{"index":246,"Rank":252,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":79.1,"STS17 (en-ar)":80.85,"STS17 (en-de)":83.28,"STS17 (en-tr)":74.9,"STS17 (es-en)":86.11,"STS17 (es-es)":85.14,"STS17 (fr-en)":81.17,"STS17 (it-en)":84.24,"STS17 (ko-ko)":83.41,"STS17 (nl-en)":82.51,"STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.3,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":33.64,"STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.82} +{"index":250,"Rank":253,"Model":"sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":76.8,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.01} +{"index":251,"Rank":254,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":252,"Rank":255,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":27.95,"STS22 (de)":8.16,"STS22 (de-en)":21.55,"STS22 (de-fr)":17.5,"STS22 (de-pl)":25.53,"STS22 (es)":45.31,"STS22 (es-en)":42.77,"STS22 (es-it)":32.83,"STS22 (fr)":42.0,"STS22 (fr-pl)":39.44,"STS22 (it)":39.69,"STS22 (pl)":9.71,"STS22 (pl-en)":42.08,"STS22 (ru)":60.06,"STS22 (tr)":15.46,"STS22 (zh-en)":31.25,"STSBenchmark":""} +{"index":255,"Rank":256,"Model":"text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":74.1,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":256,"Rank":257,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.73} +{"index":257,"Rank":258,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":86.07} +{"index":258,"Rank":259,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.57} +{"index":259,"Rank":260,"Model":"ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":44.39} +{"index":260,"Rank":261,"Model":"tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":68.04} +{"index":261,"Rank":262,"Model":"tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":75.32} +{"index":262,"Rank":263,"Model":"universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":77.08} +{"index":263,"Rank":264,"Model":"universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.93} +{"index":264,"Rank":265,"Model":"universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":77.91,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":80.28} +{"index":265,"Rank":266,"Model":"universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":71.11,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":81.24} +{"index":266,"Rank":267,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":88.77} +{"index":267,"Rank":268,"Model":"b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.69} +{"index":268,"Rank":269,"Model":"b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":0.8} +{"index":269,"Rank":270,"Model":"jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.84} +{"index":270,"Rank":271,"Model":"xlm-roberta-base<\/a>","Model Size (Million Parameters)":279,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":56.72,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":271,"Rank":272,"Model":"xlm-roberta-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":55.49,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":272,"Rank":273,"Model":"bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":80.31,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":273,"Rank":274,"Model":"new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.92} +{"index":274,"Rank":275,"Model":"snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":""} +{"index":275,"Rank":276,"Model":"gte-large-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.4} +{"index":276,"Rank":277,"Model":"gte-large-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.45} +{"index":277,"Rank":278,"Model":"gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":85.13} +{"index":278,"Rank":279,"Model":"bi-cse<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":70.01,"STSBenchmark":85.99} +{"index":279,"Rank":280,"Model":"text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.78} +{"index":280,"Rank":281,"Model":"text-similarity-babbage-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.32} +{"index":281,"Rank":282,"Model":"text-similarity-curie-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.02} +{"index":282,"Rank":283,"Model":"text-similarity-davinci-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.08} +{"index":283,"Rank":284,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":81.09,"STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":64.5,"STS22 (zh-en)":"","STSBenchmark":83.17} +{"index":284,"Rank":285,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":82.34} +{"index":285,"Rank":286,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":83.56} +{"index":286,"Rank":287,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":84.24} +{"index":287,"Rank":288,"Model":"elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","STS17 (ar-ar)":"","STS17 (en-ar)":"","STS17 (en-de)":"","STS17 (en-tr)":"","STS17 (es-en)":"","STS17 (es-es)":"","STS17 (fr-en)":"","STS17 (it-en)":"","STS17 (ko-ko)":"","STS17 (nl-en)":"","STS22 (ar)":"","STS22 (de)":"","STS22 (de-en)":"","STS22 (de-fr)":"","STS22 (de-pl)":"","STS22 (es)":"","STS22 (es-en)":"","STS22 (es-it)":"","STS22 (fr)":"","STS22 (fr-pl)":"","STS22 (it)":"","STS22 (pl)":"","STS22 (pl-en)":"","STS22 (ru)":"","STS22 (tr)":"","STS22 (zh-en)":"","STSBenchmark":79.54} diff --git a/all_data_tasks/43/default.jsonl b/all_data_tasks/43/default.jsonl index dd8ff771c0e30041e69501eef76afd269ec19f9d..a0ab7cfc551a9aa72877ad841f5d74a5de03d7e3 100644 --- a/all_data_tasks/43/default.jsonl +++ b/all_data_tasks/43/default.jsonl @@ -1,14 +1,36 @@ -{"index":4,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":22.38,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":28.15} -{"index":3,"Rank":2,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":21.75,"BrightRetrieval (aops)":14.36,"BrightRetrieval (biology)":30.92,"BrightRetrieval (earth_science)":36.22,"BrightRetrieval (economics)":17.72,"BrightRetrieval (leetcode)":25.46,"BrightRetrieval (pony)":9.79,"BrightRetrieval (psychology)":24.61,"BrightRetrieval (robotics)":13.47,"BrightRetrieval (stackoverflow)":19.85,"BrightRetrieval (sustainable_living)":14.93,"BrightRetrieval (theoremqa_questions)":26.97,"BrightRetrieval (theoremqa_theorems)":26.66} -{"index":7,"Rank":3,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":20.43,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":17.41} -{"index":0,"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":19.73,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":16.77} -{"index":10,"Rank":5,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":18.64,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.5} -{"index":8,"Rank":6,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":18.0,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.05} -{"index":1,"Rank":7,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.57,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":10.13} -{"index":13,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.43,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":9.25} -{"index":11,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":17.43,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":23.78} -{"index":6,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.24,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":6.04} -{"index":12,"Rank":11,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":14.8,"BrightRetrieval (aops)":5.32,"BrightRetrieval (biology)":15.52,"BrightRetrieval (earth_science)":20.11,"BrightRetrieval (economics)":16.64,"BrightRetrieval (leetcode)":26.4,"BrightRetrieval (pony)":6.95,"BrightRetrieval (psychology)":22.63,"BrightRetrieval (robotics)":8.36,"BrightRetrieval (stackoverflow)":9.48,"BrightRetrieval (sustainable_living)":15.34,"BrightRetrieval (theoremqa_questions)":18.49,"BrightRetrieval (theoremqa_theorems)":12.38} -{"index":2,"Rank":12,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.29,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.25} -{"index":9,"Rank":13,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":14.12,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":9.29} -{"index":5,"Rank":14,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.47,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":5.51} +{"index":13,"Rank":1,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":35.2,"ARCChallenge":26.68,"AlphaNLI":34.0,"HellaSwag":39.45,"PIQA":44.35,"Quail":11.69,"RARbCode":84.0,"RARbMath":82.35,"SIQA":7.23,"SpartQA":9.29,"TempReasonL1":7.15,"TempReasonL2Fact":58.38,"TempReasonL2Pure":11.22,"TempReasonL3Fact":44.29,"TempReasonL3Pure":14.15,"WinoGrande":53.74} +{"index":32,"Rank":2,"Model":"text-embedding-3-large-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":31.13,"ARCChallenge":21.22,"AlphaNLI":34.23,"HellaSwag":31.4,"PIQA":37.52,"Quail":13.6,"RARbCode":89.41,"RARbMath":87.73,"SIQA":4.99,"SpartQA":7.45,"TempReasonL1":2.07,"TempReasonL2Fact":39.77,"TempReasonL2Pure":11.04,"TempReasonL3Fact":37.04,"TempReasonL3Pure":15.51,"WinoGrande":33.92} +{"index":12,"Rank":3,"Model":"GritLM-7B-noinstruct<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":30.57,"ARCChallenge":16.57,"AlphaNLI":29.56,"HellaSwag":36.03,"PIQA":35.8,"Quail":8.68,"RARbCode":83.14,"RARbMath":83.01,"SIQA":5.73,"SpartQA":1.56,"TempReasonL1":2.57,"TempReasonL2Fact":48.25,"TempReasonL2Pure":8.98,"TempReasonL3Fact":34.11,"TempReasonL3Pure":12.44,"WinoGrande":52.12} +{"index":33,"Rank":4,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":29.95,"ARCChallenge":23.98,"AlphaNLI":37.27,"HellaSwag":34.12,"PIQA":41.96,"Quail":10.15,"RARbCode":89.64,"RARbMath":90.08,"SIQA":3.44,"SpartQA":7.51,"TempReasonL1":2.13,"TempReasonL2Fact":28.65,"TempReasonL2Pure":10.34,"TempReasonL3Fact":25.52,"TempReasonL3Pure":15.28,"WinoGrande":29.11} +{"index":16,"Rank":5,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.41,"ARCChallenge":17.81,"AlphaNLI":26.12,"HellaSwag":34.85,"PIQA":39.37,"Quail":7.01,"RARbCode":78.46,"RARbMath":72.16,"SIQA":5.42,"SpartQA":9.92,"TempReasonL1":3.31,"TempReasonL2Fact":36.9,"TempReasonL2Pure":9.18,"TempReasonL3Fact":30.18,"TempReasonL3Pure":14.31,"WinoGrande":41.21} +{"index":17,"Rank":6,"Model":"e5-mistral-7b-instruct-noinstruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":28.04,"ARCChallenge":20.48,"AlphaNLI":18.88,"HellaSwag":32.25,"PIQA":32.8,"Quail":6.25,"RARbCode":79.84,"RARbMath":76.19,"SIQA":5.08,"SpartQA":10.87,"TempReasonL1":3.04,"TempReasonL2Fact":35.63,"TempReasonL2Pure":9.32,"TempReasonL3Fact":30.41,"TempReasonL3Pure":14.39,"WinoGrande":45.18} +{"index":10,"Rank":7,"Model":"Cohere-embed-english-v3.0-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":25.41,"ARCChallenge":10.1,"AlphaNLI":18.75,"HellaSwag":29.02,"PIQA":27.89,"Quail":7.77,"RARbCode":56.56,"RARbMath":72.05,"SIQA":5.03,"SpartQA":3.33,"TempReasonL1":1.43,"TempReasonL2Fact":40.46,"TempReasonL2Pure":2.39,"TempReasonL3Fact":33.87,"TempReasonL3Pure":7.52,"WinoGrande":65.02} +{"index":19,"Rank":8,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":24.69,"ARCChallenge":10.83,"AlphaNLI":13.59,"HellaSwag":27.35,"PIQA":28.82,"Quail":4.85,"RARbCode":58.92,"RARbMath":67.32,"SIQA":5.36,"SpartQA":5.64,"TempReasonL1":1.14,"TempReasonL2Fact":42.97,"TempReasonL2Pure":2.05,"TempReasonL3Fact":38.22,"TempReasonL3Pure":8.31,"WinoGrande":54.99} +{"index":35,"Rank":9,"Model":"text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":24.2,"ARCChallenge":14.63,"AlphaNLI":30.61,"HellaSwag":30.94,"PIQA":33.69,"Quail":6.11,"RARbCode":72.03,"RARbMath":71.07,"SIQA":3.03,"SpartQA":6.63,"TempReasonL1":2.35,"TempReasonL2Fact":25.68,"TempReasonL2Pure":2.76,"TempReasonL3Fact":22.09,"TempReasonL3Pure":9.79,"WinoGrande":31.53} +{"index":11,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":23.65,"ARCChallenge":9.89,"AlphaNLI":15.1,"HellaSwag":26.35,"PIQA":28.49,"Quail":4.1,"RARbCode":57.19,"RARbMath":72.26,"SIQA":4.26,"SpartQA":3.75,"TempReasonL1":1.5,"TempReasonL2Fact":35.91,"TempReasonL2Pure":1.89,"TempReasonL3Fact":27.51,"TempReasonL3Pure":8.53,"WinoGrande":58.01} +{"index":18,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":23.26,"ARCChallenge":9.61,"AlphaNLI":16.44,"HellaSwag":24.79,"PIQA":25.09,"Quail":3.52,"RARbCode":52.16,"RARbMath":65.35,"SIQA":3.72,"SpartQA":7.91,"TempReasonL1":0.72,"TempReasonL2Fact":38.76,"TempReasonL2Pure":1.63,"TempReasonL3Fact":35.85,"TempReasonL3Pure":7.11,"WinoGrande":56.18} +{"index":31,"Rank":12,"Model":"text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.57,"ARCChallenge":13.3,"AlphaNLI":25.65,"HellaSwag":29.29,"PIQA":31.02,"Quail":5.83,"RARbCode":83.39,"RARbMath":73.21,"SIQA":3.14,"SpartQA":4.23,"TempReasonL1":1.68,"TempReasonL2Fact":19.93,"TempReasonL2Pure":2.6,"TempReasonL3Fact":18.02,"TempReasonL3Pure":7.58,"WinoGrande":19.65} +{"index":34,"Rank":13,"Model":"text-embedding-3-small-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":22.09,"ARCChallenge":13.76,"AlphaNLI":21.14,"HellaSwag":27.2,"PIQA":29.59,"Quail":6.64,"RARbCode":72.14,"RARbMath":64.31,"SIQA":2.98,"SpartQA":3.58,"TempReasonL1":2.29,"TempReasonL2Fact":26.34,"TempReasonL2Pure":3.17,"TempReasonL3Fact":22.72,"TempReasonL3Pure":9.98,"WinoGrande":25.49} +{"index":7,"Rank":14,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":21.48,"ARCChallenge":9.02,"AlphaNLI":24.73,"HellaSwag":25.67,"PIQA":22.93,"Quail":7.51,"RARbCode":38.8,"RARbMath":69.19,"SIQA":4.89,"SpartQA":7.49,"TempReasonL1":0.99,"TempReasonL2Fact":33.23,"TempReasonL2Pure":0.68,"TempReasonL3Fact":30.05,"TempReasonL3Pure":5.28,"WinoGrande":41.72} +{"index":6,"Rank":15,"Model":"bge-m3-instruct<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":20.83,"ARCChallenge":9.03,"AlphaNLI":24.69,"HellaSwag":25.55,"PIQA":19.03,"Quail":7.08,"RARbCode":39.58,"RARbMath":64.51,"SIQA":4.77,"SpartQA":7.0,"TempReasonL1":0.8,"TempReasonL2Fact":34.99,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.47,"TempReasonL3Pure":7.01,"WinoGrande":35.33} +{"index":20,"Rank":16,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":20.04,"ARCChallenge":7.14,"AlphaNLI":13.0,"HellaSwag":23.73,"PIQA":21.08,"Quail":2.38,"RARbCode":46.96,"RARbMath":63.91,"SIQA":2.57,"SpartQA":5.43,"TempReasonL1":0.8,"TempReasonL2Fact":36.76,"TempReasonL2Pure":0.62,"TempReasonL3Fact":32.42,"TempReasonL3Pure":6.36,"WinoGrande":37.46} +{"index":24,"Rank":17,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":19.61,"ARCChallenge":9.48,"AlphaNLI":28.19,"HellaSwag":24.21,"PIQA":25.28,"Quail":3.92,"RARbCode":44.27,"RARbMath":68.19,"SIQA":1.56,"SpartQA":1.65,"TempReasonL1":1.53,"TempReasonL2Fact":17.65,"TempReasonL2Pure":0.46,"TempReasonL3Fact":14.16,"TempReasonL3Pure":6.33,"WinoGrande":47.33} +{"index":30,"Rank":18,"Model":"text-embedding-ada-002-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":19.56,"ARCChallenge":11.85,"AlphaNLI":10.62,"HellaSwag":24.8,"PIQA":23.87,"Quail":5.79,"RARbCode":82.36,"RARbMath":67.26,"SIQA":2.64,"SpartQA":4.75,"TempReasonL1":1.44,"TempReasonL2Fact":19.38,"TempReasonL2Pure":2.43,"TempReasonL3Fact":17.58,"TempReasonL3Pure":7.31,"WinoGrande":11.36} +{"index":1,"Rank":19,"Model":"dragon-plus<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":19.1,"ARCChallenge":8.91,"AlphaNLI":32.1,"HellaSwag":27.69,"PIQA":28.01,"Quail":4.09,"RARbCode":17.58,"RARbMath":45.09,"SIQA":2.0,"SpartQA":10.34,"TempReasonL1":1.82,"TempReasonL2Fact":17.45,"TempReasonL2Pure":0.55,"TempReasonL3Fact":15.71,"TempReasonL3Pure":7.97,"WinoGrande":67.18} +{"index":26,"Rank":20,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":18.03,"ARCChallenge":11.8,"AlphaNLI":22.41,"HellaSwag":26.27,"PIQA":29.03,"Quail":3.41,"RARbCode":53.21,"RARbMath":71.85,"SIQA":2.38,"SpartQA":0.22,"TempReasonL1":1.77,"TempReasonL2Fact":11.2,"TempReasonL2Pure":1.15,"TempReasonL3Fact":9.42,"TempReasonL3Pure":5.59,"WinoGrande":20.8} +{"index":5,"Rank":21,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":17.7,"ARCChallenge":9.99,"AlphaNLI":13.13,"HellaSwag":28.5,"PIQA":27.99,"Quail":1.83,"RARbCode":48.12,"RARbMath":57.36,"SIQA":1.04,"SpartQA":2.99,"TempReasonL1":1.46,"TempReasonL2Fact":24.25,"TempReasonL2Pure":2.35,"TempReasonL3Fact":20.64,"TempReasonL3Pure":6.67,"WinoGrande":19.18} +{"index":22,"Rank":22,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":17.35,"ARCChallenge":10.23,"AlphaNLI":25.35,"HellaSwag":24.08,"PIQA":26.44,"Quail":3.08,"RARbCode":42.44,"RARbMath":66.36,"SIQA":2.09,"SpartQA":2.67,"TempReasonL1":1.66,"TempReasonL2Fact":10.31,"TempReasonL2Pure":0.63,"TempReasonL3Fact":11.11,"TempReasonL3Pure":6.63,"WinoGrande":27.2} +{"index":0,"Rank":23,"Model":"dragon-plus-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.73,"ARCChallenge":8.24,"AlphaNLI":25.18,"HellaSwag":24.06,"PIQA":26.35,"Quail":4.2,"RARbCode":12.84,"RARbMath":36.15,"SIQA":1.75,"SpartQA":10.82,"TempReasonL1":1.54,"TempReasonL2Fact":16.11,"TempReasonL2Pure":0.57,"TempReasonL3Fact":14.81,"TempReasonL3Pure":7.46,"WinoGrande":60.84} +{"index":15,"Rank":24,"Model":"contriever<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":16.09,"ARCChallenge":8.62,"AlphaNLI":31.77,"HellaSwag":17.73,"PIQA":24.64,"Quail":4.97,"RARbCode":9.28,"RARbMath":30.76,"SIQA":1.27,"SpartQA":10.94,"TempReasonL1":1.93,"TempReasonL2Fact":22.68,"TempReasonL2Pure":1.12,"TempReasonL3Fact":20.62,"TempReasonL3Pure":7.8,"WinoGrande":47.15} +{"index":23,"Rank":25,"Model":"all-MiniLM-L6-v2-instruct<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":15.95,"ARCChallenge":9.4,"AlphaNLI":15.09,"HellaSwag":20.51,"PIQA":24.68,"Quail":3.46,"RARbCode":42.47,"RARbMath":62.39,"SIQA":1.53,"SpartQA":0.57,"TempReasonL1":1.05,"TempReasonL2Fact":16.57,"TempReasonL2Pure":0.49,"TempReasonL3Fact":14.01,"TempReasonL3Pure":6.27,"WinoGrande":20.73} +{"index":3,"Rank":26,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":14.93,"ARCChallenge":9.66,"AlphaNLI":10.99,"HellaSwag":26.64,"PIQA":25.69,"Quail":1.42,"RARbCode":46.47,"RARbMath":46.86,"SIQA":0.94,"SpartQA":3.37,"TempReasonL1":1.07,"TempReasonL2Fact":17.23,"TempReasonL2Pure":1.29,"TempReasonL3Fact":13.36,"TempReasonL3Pure":5.2,"WinoGrande":13.76} +{"index":4,"Rank":27,"Model":"bge-large-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":14.55,"ARCChallenge":8.86,"AlphaNLI":0.86,"HellaSwag":26.24,"PIQA":23.26,"Quail":2.72,"RARbCode":45.25,"RARbMath":49.82,"SIQA":0.59,"SpartQA":2.34,"TempReasonL1":1.17,"TempReasonL2Fact":21.19,"TempReasonL2Pure":2.1,"TempReasonL3Fact":17.59,"TempReasonL3Pure":5.99,"WinoGrande":10.31} +{"index":9,"Rank":28,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":14.15,"ARCChallenge":8.95,"AlphaNLI":11.64,"HellaSwag":25.44,"PIQA":23.92,"Quail":1.75,"RARbCode":42.36,"RARbMath":44.98,"SIQA":0.77,"SpartQA":3.55,"TempReasonL1":1.41,"TempReasonL2Fact":17.56,"TempReasonL2Pure":1.05,"TempReasonL3Fact":13.88,"TempReasonL3Pure":4.76,"WinoGrande":10.28} +{"index":25,"Rank":29,"Model":"all-mpnet-base-v2-instruct<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":13.84,"ARCChallenge":10.35,"AlphaNLI":1.96,"HellaSwag":13.01,"PIQA":27.18,"Quail":3.02,"RARbCode":48.95,"RARbMath":69.21,"SIQA":1.29,"SpartQA":1.01,"TempReasonL1":1.52,"TempReasonL2Fact":7.28,"TempReasonL2Pure":1.03,"TempReasonL3Fact":7.03,"TempReasonL3Pure":5.16,"WinoGrande":9.66} +{"index":2,"Rank":30,"Model":"bge-base-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":13.52,"ARCChallenge":8.85,"AlphaNLI":4.13,"HellaSwag":24.03,"PIQA":23.03,"Quail":1.25,"RARbCode":46.32,"RARbMath":45.62,"SIQA":0.24,"SpartQA":2.67,"TempReasonL1":0.8,"TempReasonL2Fact":16.56,"TempReasonL2Pure":1.33,"TempReasonL3Fact":12.68,"TempReasonL3Pure":5.08,"WinoGrande":10.27} +{"index":8,"Rank":31,"Model":"bge-small-en-v1.5-instruct<\/a>","Model Size (Million Parameters)":24,"Memory Usage (GB, fp32)":0.09,"Average":12.6,"ARCChallenge":7.72,"AlphaNLI":1.26,"HellaSwag":23.41,"PIQA":20.79,"Quail":2.01,"RARbCode":41.52,"RARbMath":46.5,"SIQA":0.98,"SpartQA":2.86,"TempReasonL1":1.27,"TempReasonL2Fact":16.72,"TempReasonL2Pure":1.1,"TempReasonL3Fact":12.81,"TempReasonL3Pure":4.63,"WinoGrande":5.35} +{"index":28,"Rank":32,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":12.24,"ARCChallenge":7.19,"AlphaNLI":21.87,"HellaSwag":17.53,"PIQA":18.65,"Quail":2.98,"RARbCode":11.02,"RARbMath":30.93,"SIQA":1.21,"SpartQA":5.69,"TempReasonL1":1.94,"TempReasonL2Fact":5.34,"TempReasonL2Pure":0.33,"TempReasonL3Fact":6.79,"TempReasonL3Pure":3.19,"WinoGrande":49.01} +{"index":27,"Rank":33,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":11.55,"ARCChallenge":6.19,"AlphaNLI":20.89,"HellaSwag":16.98,"PIQA":15.79,"Quail":2.96,"RARbCode":8.48,"RARbMath":30.02,"SIQA":0.88,"SpartQA":4.94,"TempReasonL1":1.43,"TempReasonL2Fact":6.21,"TempReasonL2Pure":0.22,"TempReasonL3Fact":6.77,"TempReasonL3Pure":4.9,"WinoGrande":46.52} +{"index":21,"Rank":34,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":9.31,"ARCChallenge":3.78,"AlphaNLI":13.11,"HellaSwag":5.59,"PIQA":6.53,"Quail":1.91,"RARbCode":2.31,"RARbMath":27.19,"SIQA":1.07,"SpartQA":1.56,"TempReasonL1":1.56,"TempReasonL2Fact":7.06,"TempReasonL2Pure":0.14,"TempReasonL3Fact":8.74,"TempReasonL3Pure":4.73,"WinoGrande":54.3} +{"index":14,"Rank":35,"Model":"contriever-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":"","ARCChallenge":7.63,"AlphaNLI":27.09,"HellaSwag":"","PIQA":21.73,"Quail":4.92,"RARbCode":7.12,"RARbMath":21.83,"SIQA":0.88,"SpartQA":10.56,"TempReasonL1":1.8,"TempReasonL2Fact":22.03,"TempReasonL2Pure":0.94,"TempReasonL3Fact":20.82,"TempReasonL3Pure":7.15,"WinoGrande":26.3} +{"index":29,"Rank":36,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","ARCChallenge":3.85,"AlphaNLI":14.15,"HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":"","TempReasonL1":"","TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":""} diff --git a/all_data_tasks/44/default.jsonl b/all_data_tasks/44/default.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..61446a9b3c6fae64f0751a18e208be7bfaa05f74 --- /dev/null +++ b/all_data_tasks/44/default.jsonl @@ -0,0 +1,13 @@ +{"index":4,"Rank":1,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":22.38,"BrightRetrieval (aops)":15.1,"BrightRetrieval (biology)":32.09,"BrightRetrieval (earth_science)":40.66,"BrightRetrieval (economics)":16.18,"BrightRetrieval (leetcode)":31.07,"BrightRetrieval (pony)":1.25,"BrightRetrieval (psychology)":26.58,"BrightRetrieval (robotics)":12.82,"BrightRetrieval (stackoverflow)":13.95,"BrightRetrieval (sustainable_living)":20.82,"BrightRetrieval (theoremqa_questions)":29.9,"BrightRetrieval (theoremqa_theorems)":28.15} +{"index":3,"Rank":2,"Model":"gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":21.75,"BrightRetrieval (aops)":14.36,"BrightRetrieval (biology)":30.92,"BrightRetrieval (earth_science)":36.22,"BrightRetrieval (economics)":17.72,"BrightRetrieval (leetcode)":25.46,"BrightRetrieval (pony)":9.79,"BrightRetrieval (psychology)":24.61,"BrightRetrieval (robotics)":13.47,"BrightRetrieval (stackoverflow)":19.85,"BrightRetrieval (sustainable_living)":14.93,"BrightRetrieval (theoremqa_questions)":26.97,"BrightRetrieval (theoremqa_theorems)":26.66} +{"index":7,"Rank":3,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Average":20.43,"BrightRetrieval (aops)":8.91,"BrightRetrieval (biology)":25.04,"BrightRetrieval (earth_science)":32.77,"BrightRetrieval (economics)":19.0,"BrightRetrieval (leetcode)":29.85,"BrightRetrieval (pony)":21.98,"BrightRetrieval (psychology)":19.92,"BrightRetrieval (robotics)":17.31,"BrightRetrieval (stackoverflow)":11.62,"BrightRetrieval (sustainable_living)":18.04,"BrightRetrieval (theoremqa_questions)":23.34,"BrightRetrieval (theoremqa_theorems)":17.41} +{"index":0,"Rank":4,"Model":"google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":19.73,"BrightRetrieval (aops)":9.33,"BrightRetrieval (biology)":22.98,"BrightRetrieval (earth_science)":34.38,"BrightRetrieval (economics)":19.5,"BrightRetrieval (leetcode)":29.64,"BrightRetrieval (pony)":3.59,"BrightRetrieval (psychology)":27.86,"BrightRetrieval (robotics)":15.98,"BrightRetrieval (stackoverflow)":17.93,"BrightRetrieval (sustainable_living)":17.25,"BrightRetrieval (theoremqa_questions)":21.51,"BrightRetrieval (theoremqa_theorems)":16.77} +{"index":10,"Rank":5,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":18.64,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.5} +{"index":8,"Rank":6,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":18.0,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.05} +{"index":1,"Rank":7,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.57,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":10.13} +{"index":12,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.43,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":9.25} +{"index":11,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":17.43,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":23.78} +{"index":6,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.24,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":6.04} +{"index":2,"Rank":11,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.29,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.25} +{"index":9,"Rank":12,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":14.12,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":9.29} +{"index":5,"Rank":13,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.47,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":5.51} diff --git a/boards_data/bright/data_tasks/Retrieval/default.jsonl b/boards_data/bright/data_tasks/Retrieval/default.jsonl index dd8ff771c0e30041e69501eef76afd269ec19f9d..61446a9b3c6fae64f0751a18e208be7bfaa05f74 100644 --- a/boards_data/bright/data_tasks/Retrieval/default.jsonl +++ b/boards_data/bright/data_tasks/Retrieval/default.jsonl @@ -5,10 +5,9 @@ {"index":10,"Rank":5,"Model":"instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":18.64,"BrightRetrieval (aops)":8.26,"BrightRetrieval (biology)":21.91,"BrightRetrieval (earth_science)":34.35,"BrightRetrieval (economics)":22.81,"BrightRetrieval (leetcode)":27.5,"BrightRetrieval (pony)":5.02,"BrightRetrieval (psychology)":27.43,"BrightRetrieval (robotics)":17.39,"BrightRetrieval (stackoverflow)":19.06,"BrightRetrieval (sustainable_living)":18.82,"BrightRetrieval (theoremqa_questions)":14.59,"BrightRetrieval (theoremqa_theorems)":6.5} {"index":8,"Rank":6,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":18.0,"BrightRetrieval (aops)":7.43,"BrightRetrieval (biology)":19.49,"BrightRetrieval (earth_science)":26.63,"BrightRetrieval (economics)":17.84,"BrightRetrieval (leetcode)":27.35,"BrightRetrieval (pony)":1.97,"BrightRetrieval (psychology)":18.97,"BrightRetrieval (robotics)":16.7,"BrightRetrieval (stackoverflow)":12.72,"BrightRetrieval (sustainable_living)":19.79,"BrightRetrieval (theoremqa_questions)":23.05,"BrightRetrieval (theoremqa_theorems)":24.05} {"index":1,"Rank":7,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.57,"BrightRetrieval (aops)":7.45,"BrightRetrieval (biology)":23.55,"BrightRetrieval (earth_science)":25.09,"BrightRetrieval (economics)":19.85,"BrightRetrieval (leetcode)":30.6,"BrightRetrieval (pony)":1.48,"BrightRetrieval (psychology)":24.79,"BrightRetrieval (robotics)":11.21,"BrightRetrieval (stackoverflow)":15.03,"BrightRetrieval (sustainable_living)":15.58,"BrightRetrieval (theoremqa_questions)":26.06,"BrightRetrieval (theoremqa_theorems)":10.13} -{"index":13,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.43,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":9.25} +{"index":12,"Rank":8,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":17.43,"BrightRetrieval (aops)":8.45,"BrightRetrieval (biology)":23.67,"BrightRetrieval (earth_science)":26.27,"BrightRetrieval (economics)":19.98,"BrightRetrieval (leetcode)":23.65,"BrightRetrieval (pony)":2.45,"BrightRetrieval (psychology)":27.52,"BrightRetrieval (robotics)":12.93,"BrightRetrieval (stackoverflow)":12.49,"BrightRetrieval (sustainable_living)":20.32,"BrightRetrieval (theoremqa_questions)":22.22,"BrightRetrieval (theoremqa_theorems)":9.25} {"index":11,"Rank":9,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":17.43,"BrightRetrieval (aops)":7.1,"BrightRetrieval (biology)":18.84,"BrightRetrieval (earth_science)":25.96,"BrightRetrieval (economics)":15.49,"BrightRetrieval (leetcode)":28.72,"BrightRetrieval (pony)":4.81,"BrightRetrieval (psychology)":15.79,"BrightRetrieval (robotics)":16.37,"BrightRetrieval (stackoverflow)":9.83,"BrightRetrieval (sustainable_living)":18.51,"BrightRetrieval (theoremqa_questions)":23.94,"BrightRetrieval (theoremqa_theorems)":23.78} {"index":6,"Rank":10,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":16.24,"BrightRetrieval (aops)":6.46,"BrightRetrieval (biology)":18.98,"BrightRetrieval (earth_science)":27.45,"BrightRetrieval (economics)":20.18,"BrightRetrieval (leetcode)":26.78,"BrightRetrieval (pony)":1.77,"BrightRetrieval (psychology)":21.82,"BrightRetrieval (robotics)":16.21,"BrightRetrieval (stackoverflow)":16.47,"BrightRetrieval (sustainable_living)":17.69,"BrightRetrieval (theoremqa_questions)":15.07,"BrightRetrieval (theoremqa_theorems)":6.04} -{"index":12,"Rank":11,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":14.8,"BrightRetrieval (aops)":5.32,"BrightRetrieval (biology)":15.52,"BrightRetrieval (earth_science)":20.11,"BrightRetrieval (economics)":16.64,"BrightRetrieval (leetcode)":26.4,"BrightRetrieval (pony)":6.95,"BrightRetrieval (psychology)":22.63,"BrightRetrieval (robotics)":8.36,"BrightRetrieval (stackoverflow)":9.48,"BrightRetrieval (sustainable_living)":15.34,"BrightRetrieval (theoremqa_questions)":18.49,"BrightRetrieval (theoremqa_theorems)":12.38} -{"index":2,"Rank":12,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.29,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.25} -{"index":9,"Rank":13,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":14.12,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":9.29} -{"index":5,"Rank":14,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.47,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":5.51} +{"index":2,"Rank":11,"Model":"bm25<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":14.29,"BrightRetrieval (aops)":6.2,"BrightRetrieval (biology)":19.19,"BrightRetrieval (earth_science)":27.06,"BrightRetrieval (economics)":14.87,"BrightRetrieval (leetcode)":24.37,"BrightRetrieval (pony)":7.93,"BrightRetrieval (psychology)":12.51,"BrightRetrieval (robotics)":13.53,"BrightRetrieval (stackoverflow)":16.55,"BrightRetrieval (sustainable_living)":15.22,"BrightRetrieval (theoremqa_questions)":9.78,"BrightRetrieval (theoremqa_theorems)":4.25} +{"index":9,"Rank":12,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":14.12,"BrightRetrieval (aops)":7.94,"BrightRetrieval (biology)":15.61,"BrightRetrieval (earth_science)":21.52,"BrightRetrieval (economics)":15.99,"BrightRetrieval (leetcode)":20.0,"BrightRetrieval (pony)":1.32,"BrightRetrieval (psychology)":21.94,"BrightRetrieval (robotics)":11.45,"BrightRetrieval (stackoverflow)":11.21,"BrightRetrieval (sustainable_living)":13.16,"BrightRetrieval (theoremqa_questions)":20.07,"BrightRetrieval (theoremqa_theorems)":9.29} +{"index":5,"Rank":13,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":1340,"Memory Usage (GB, fp32)":4.99,"Average":13.47,"BrightRetrieval (aops)":6.08,"BrightRetrieval (biology)":11.96,"BrightRetrieval (earth_science)":24.15,"BrightRetrieval (economics)":16.59,"BrightRetrieval (leetcode)":26.68,"BrightRetrieval (pony)":5.64,"BrightRetrieval (psychology)":17.44,"BrightRetrieval (robotics)":12.21,"BrightRetrieval (stackoverflow)":9.51,"BrightRetrieval (sustainable_living)":13.27,"BrightRetrieval (theoremqa_questions)":12.56,"BrightRetrieval (theoremqa_theorems)":5.51} diff --git a/boards_data/en/data_tasks/Classification/default.jsonl b/boards_data/en/data_tasks/Classification/default.jsonl index 76e7093fa08cbae86587f5c3ce9ad475cc060bd8..afc224fb9c48b6cd64517260dcaa0590d8262551 100644 --- a/boards_data/en/data_tasks/Classification/default.jsonl +++ b/boards_data/en/data_tasks/Classification/default.jsonl @@ -205,7 +205,7 @@ {"index":107,"Rank":238,"Model":"LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":84.82,"AmazonPolarityClassification":76.88,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":"","EmotionClassification":41.93,"ImdbClassification":"","MassiveIntentClassification (en)":65.91,"MassiveScenarioClassification (en)":67.62,"MTOPDomainClassification (en)":87.95,"MTOPIntentClassification (en)":78.43,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":56.28} {"index":108,"Rank":239,"Model":"yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":74.78,"AmazonPolarityClassification":71.89,"AmazonReviewsClassification (en)":36.7,"Banking77Classification":81.37,"EmotionClassification":42.6,"ImdbClassification":63.96,"MassiveIntentClassification (en)":68.56,"MassiveScenarioClassification (en)":74.15,"MTOPDomainClassification (en)":90.19,"MTOPIntentClassification (en)":69.5,"ToxicConversationsClassification":69.85,"TweetSentimentExtractionClassification":""} {"index":112,"Rank":240,"Model":"snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} -{"index":121,"Rank":243,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":62.97,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":48.48,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":72.55,"MTOPDomainClassification (en)":90.15,"MTOPIntentClassification (en)":57.92,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} +{"index":121,"Rank":243,"Model":"EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":67.79,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":48.48,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":72.55,"MTOPDomainClassification (en)":90.15,"MTOPIntentClassification (en)":57.92,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} {"index":140,"Rank":248,"Model":"slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonCounterfactualClassification (en)":61.46,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.3,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":67.94,"MassiveScenarioClassification (en)":73.91,"MTOPDomainClassification (en)":91.97,"MTOPIntentClassification (en)":63.3,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} {"index":142,"Rank":249,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":65.43,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} {"index":212,"Rank":272,"Model":"fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":29.13,"Banking77Classification":80.25,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""} diff --git a/boards_data/ru/data_overall/default.jsonl b/boards_data/ru/data_overall/default.jsonl index 4a02a822a1e38dd6625d5db72c9547f35e1f17f6..784ae127e10a0ea5cb8af1b637cc29558861c83b 100644 --- a/boards_data/ru/data_overall/default.jsonl +++ b/boards_data/ru/data_overall/default.jsonl @@ -1,25 +1,25 @@ -{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (16 datasets)":67.64,"Classification Average (7 datasets)":64.57,"Clustering Average (3 datasets)":59.98,"PairClassification Average (1 datasets)":59.38,"Reranking Average (1 datasets)":74.61,"Retrieval Average (2 datasets)":77.96,"STS Average (2 datasets)":80.15} -{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (16 datasets)":64.23,"Classification Average (7 datasets)":59.36,"Clustering Average (3 datasets)":53.61,"PairClassification Average (1 datasets)":64.99,"Reranking Average (1 datasets)":73.08,"Retrieval Average (2 datasets)":76.78,"STS Average (2 datasets)":79.85} -{"index":4,"Rank":3,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":64.14,"Classification Average (7 datasets)":60.84,"Clustering Average (3 datasets)":56.06,"PairClassification Average (1 datasets)":60.79,"Reranking Average (1 datasets)":70.87,"Retrieval Average (2 datasets)":72.82,"STS Average (2 datasets)":77.42} -{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":63.36,"Classification Average (7 datasets)":58.92,"Clustering Average (3 datasets)":52.55,"PairClassification Average (1 datasets)":58.4,"Reranking Average (1 datasets)":75.58,"Retrieval Average (2 datasets)":77.39,"STS Average (2 datasets)":77.48} -{"index":0,"Rank":5,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (16 datasets)":62.69,"Classification Average (7 datasets)":57.43,"Clustering Average (3 datasets)":52.51,"PairClassification Average (1 datasets)":60.6,"Reranking Average (1 datasets)":74.02,"Retrieval Average (2 datasets)":77.1,"STS Average (2 datasets)":77.39} -{"index":10,"Rank":6,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":61.26,"Classification Average (7 datasets)":57.86,"Clustering Average (3 datasets)":53.42,"PairClassification Average (1 datasets)":60.02,"Reranking Average (1 datasets)":64.42,"Retrieval Average (2 datasets)":67.34,"STS Average (2 datasets)":77.91} -{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":60.74,"Classification Average (7 datasets)":56.55,"Clustering Average (3 datasets)":53.22,"PairClassification Average (1 datasets)":57.81,"Reranking Average (1 datasets)":68.65,"Retrieval Average (2 datasets)":67.54,"STS Average (2 datasets)":77.37} -{"index":14,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":60.04,"Classification Average (7 datasets)":56.19,"Clustering Average (3 datasets)":50.27,"PairClassification Average (1 datasets)":54.96,"Reranking Average (1 datasets)":72.01,"Retrieval Average (2 datasets)":69.91,"STS Average (2 datasets)":74.9} -{"index":16,"Rank":9,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":59.64,"Classification Average (7 datasets)":55.09,"Clustering Average (3 datasets)":51.65,"PairClassification Average (1 datasets)":55.14,"Reranking Average (1 datasets)":71.46,"Retrieval Average (2 datasets)":69.27,"STS Average (2 datasets)":74.27} -{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (16 datasets)":55.92,"Classification Average (7 datasets)":53.46,"Clustering Average (3 datasets)":49.57,"PairClassification Average (1 datasets)":56.09,"Reranking Average (1 datasets)":62.15,"Retrieval Average (2 datasets)":51.5,"STS Average (2 datasets)":75.32} -{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":55.42,"Classification Average (7 datasets)":54.11,"Clustering Average (3 datasets)":49.18,"PairClassification Average (1 datasets)":64.57,"Reranking Average (1 datasets)":58.77,"Retrieval Average (2 datasets)":44.4,"STS Average (2 datasets)":74.1} -{"index":5,"Rank":12,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (16 datasets)":52.61,"Classification Average (7 datasets)":55.44,"Clustering Average (3 datasets)":52.65,"PairClassification Average (1 datasets)":51.97,"Reranking Average (1 datasets)":56.13,"Retrieval Average (2 datasets)":25.6,"STS Average (2 datasets)":68.19} -{"index":17,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":52.02,"Classification Average (7 datasets)":52.35,"Clustering Average (3 datasets)":47.75,"PairClassification Average (1 datasets)":55.71,"Reranking Average (1 datasets)":55.13,"Retrieval Average (2 datasets)":36.38,"STS Average (2 datasets)":69.54} -{"index":21,"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":51.89,"Classification Average (7 datasets)":51.38,"Clustering Average (3 datasets)":47.75,"PairClassification Average (1 datasets)":58.56,"Reranking Average (1 datasets)":52.8,"Retrieval Average (2 datasets)":37.26,"STS Average (2 datasets)":70.71} -{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":51.44,"Classification Average (7 datasets)":52.73,"Clustering Average (3 datasets)":46.84,"PairClassification Average (1 datasets)":55.61,"Reranking Average (1 datasets)":54.83,"Retrieval Average (2 datasets)":31.88,"STS Average (2 datasets)":69.6} -{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (16 datasets)":48.98,"Classification Average (7 datasets)":55.21,"Clustering Average (3 datasets)":51.94,"PairClassification Average (1 datasets)":50.17,"Reranking Average (1 datasets)":46.81,"Retrieval Average (2 datasets)":11.78,"STS Average (2 datasets)":60.44} -{"index":9,"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (16 datasets)":46.28,"Classification Average (7 datasets)":51.37,"Clustering Average (3 datasets)":41.23,"PairClassification Average (1 datasets)":51.87,"Reranking Average (1 datasets)":46.09,"Retrieval Average (2 datasets)":12.4,"STS Average (2 datasets)":67.28} -{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":46.28,"Classification Average (7 datasets)":51.49,"Clustering Average (3 datasets)":43.13,"PairClassification Average (1 datasets)":59.12,"Reranking Average (1 datasets)":39.89,"Retrieval Average (2 datasets)":9.68,"STS Average (2 datasets)":66.13} -{"index":12,"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":45.23,"Classification Average (7 datasets)":54.23,"Clustering Average (3 datasets)":42.92,"PairClassification Average (1 datasets)":53.78,"Reranking Average (1 datasets)":34.01,"Retrieval Average (2 datasets)":7.5,"STS Average (2 datasets)":56.25} -{"index":1,"Rank":20,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":44.18,"Classification Average (7 datasets)":52.16,"Clustering Average (3 datasets)":38.41,"PairClassification Average (1 datasets)":52.48,"Reranking Average (1 datasets)":42.58,"Retrieval Average (2 datasets)":7.37,"STS Average (2 datasets)":58.36} -{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (16 datasets)":40.68,"Classification Average (7 datasets)":50.66,"Clustering Average (3 datasets)":27.91,"PairClassification Average (1 datasets)":52.12,"Reranking Average (1 datasets)":41.65,"Retrieval Average (2 datasets)":7.55,"STS Average (2 datasets)":51.84} -{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (16 datasets)":37.07,"Classification Average (7 datasets)":42.68,"Clustering Average (3 datasets)":30.76,"PairClassification Average (1 datasets)":51.06,"Reranking Average (1 datasets)":35.44,"Retrieval Average (2 datasets)":2.02,"STS Average (2 datasets)":55.78} -{"index":19,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":25.97,"Classification Average (7 datasets)":28.67,"Clustering Average (3 datasets)":13.3,"PairClassification Average (1 datasets)":45.03,"Reranking Average (1 datasets)":27.05,"Retrieval Average (2 datasets)":1.66,"STS Average (2 datasets)":49.74} -{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (16 datasets)":"","Classification Average (7 datasets)":28.33,"Clustering Average (3 datasets)":13.87,"PairClassification Average (1 datasets)":46.4,"Reranking Average (1 datasets)":38.51,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":50.9} -{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (16 datasets)":"","Classification Average (7 datasets)":29.53,"Clustering Average (3 datasets)":15.83,"PairClassification Average (1 datasets)":44.52,"Reranking Average (1 datasets)":30.96,"Retrieval Average (2 datasets)":"","STS Average (2 datasets)":48.92} +{"index":0,"Rank":1,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (23 datasets)":61.54,"Classification Average (9 datasets)":60.46,"Clustering Average (3 datasets)":52.51,"PairClassification Average (1 datasets)":60.6,"Reranking Average (2 datasets)":69.7,"Retrieval Average (3 datasets)":74.77,"STS Average (3 datasets)":73.68,"MultilabelClassification Average (2 datasets)":34.25} +{"index":15,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":61.45,"Classification Average (9 datasets)":61.01,"Clustering Average (3 datasets)":52.55,"PairClassification Average (1 datasets)":58.4,"Reranking Average (2 datasets)":69.64,"Retrieval Average (3 datasets)":74.04,"STS Average (3 datasets)":71.62,"MultilabelClassification Average (2 datasets)":36.01} +{"index":14,"Rank":3,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":58.34,"Classification Average (9 datasets)":58.26,"Clustering Average (3 datasets)":50.27,"PairClassification Average (1 datasets)":54.96,"Reranking Average (2 datasets)":66.24,"Retrieval Average (3 datasets)":67.14,"STS Average (3 datasets)":70.16,"MultilabelClassification Average (2 datasets)":33.65} +{"index":16,"Rank":4,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":57.33,"Classification Average (9 datasets)":56.44,"Clustering Average (3 datasets)":51.65,"PairClassification Average (1 datasets)":55.14,"Reranking Average (2 datasets)":65.29,"Retrieval Average (3 datasets)":65.85,"STS Average (3 datasets)":69.48,"MultilabelClassification Average (2 datasets)":31.99} +{"index":5,"Rank":5,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":48.89,"Classification Average (9 datasets)":57.52,"Clustering Average (3 datasets)":52.65,"PairClassification Average (1 datasets)":51.97,"Reranking Average (2 datasets)":40.56,"Retrieval Average (3 datasets)":19.13,"STS Average (3 datasets)":64.4,"MultilabelClassification Average (2 datasets)":32.64} +{"index":6,"Rank":6,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average (23 datasets)":45.55,"Classification Average (9 datasets)":57.24,"Clustering Average (3 datasets)":51.94,"PairClassification Average (1 datasets)":50.17,"Reranking Average (2 datasets)":32.8,"Retrieval Average (3 datasets)":8.51,"STS Average (3 datasets)":57.21,"MultilabelClassification Average (2 datasets)":31.9} +{"index":9,"Rank":7,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average (23 datasets)":42.49,"Classification Average (9 datasets)":52.17,"Clustering Average (3 datasets)":41.23,"PairClassification Average (1 datasets)":51.87,"Reranking Average (2 datasets)":30.95,"Retrieval Average (3 datasets)":8.89,"STS Average (3 datasets)":61.6,"MultilabelClassification Average (2 datasets)":29.44} +{"index":1,"Rank":8,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":55.15,"Clustering Average (3 datasets)":38.41,"PairClassification Average (1 datasets)":52.48,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":56.2,"MultilabelClassification Average (2 datasets)":29.32} +{"index":2,"Rank":9,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":51.6,"Clustering Average (3 datasets)":27.91,"PairClassification Average (1 datasets)":52.12,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":46.22,"MultilabelClassification Average (2 datasets)":26.2} +{"index":3,"Rank":10,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":51.27,"Clustering Average (3 datasets)":43.13,"PairClassification Average (1 datasets)":59.12,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":61.18,"MultilabelClassification Average (2 datasets)":27.8} +{"index":4,"Rank":11,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Embedding Dimensions":1024,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":"","Clustering Average (3 datasets)":56.06,"PairClassification Average (1 datasets)":60.79,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":38.88} +{"index":7,"Rank":12,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":54.98,"Clustering Average (3 datasets)":46.84,"PairClassification Average (1 datasets)":55.61,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":65.91,"MultilabelClassification Average (2 datasets)":31.27} +{"index":8,"Rank":13,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":44.55,"Clustering Average (3 datasets)":30.76,"PairClassification Average (1 datasets)":51.06,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":53.15,"MultilabelClassification Average (2 datasets)":27.96} +{"index":10,"Rank":14,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":59.88,"Clustering Average (3 datasets)":53.42,"PairClassification Average (1 datasets)":60.02,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":73.07,"MultilabelClassification Average (2 datasets)":36.98} +{"index":11,"Rank":15,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average (23 datasets)":"","Classification Average (9 datasets)":61.92,"Clustering Average (3 datasets)":53.61,"PairClassification Average (1 datasets)":64.99,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":75.38,"MultilabelClassification Average (2 datasets)":35.88} +{"index":12,"Rank":16,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":56.18,"Clustering Average (3 datasets)":42.92,"PairClassification Average (1 datasets)":53.78,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":53.39,"MultilabelClassification Average (2 datasets)":28.9} +{"index":13,"Rank":17,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average (23 datasets)":"","Classification Average (9 datasets)":67.52,"Clustering Average (3 datasets)":59.98,"PairClassification Average (1 datasets)":59.38,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":"","MultilabelClassification Average (2 datasets)":33.37} +{"index":17,"Rank":18,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":54.7,"Clustering Average (3 datasets)":47.75,"PairClassification Average (1 datasets)":55.71,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":65.52,"MultilabelClassification Average (2 datasets)":31.42} +{"index":18,"Rank":19,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":28.15,"Clustering Average (3 datasets)":13.87,"PairClassification Average (1 datasets)":46.4,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":37.66,"MultilabelClassification Average (2 datasets)":25.96} +{"index":19,"Rank":20,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":28.75,"Clustering Average (3 datasets)":13.3,"PairClassification Average (1 datasets)":45.03,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":1.23,"STS Average (3 datasets)":38.07,"MultilabelClassification Average (2 datasets)":25.27} +{"index":20,"Rank":21,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":28.82,"Clustering Average (3 datasets)":15.83,"PairClassification Average (1 datasets)":44.52,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":37.89,"MultilabelClassification Average (2 datasets)":26.9} +{"index":21,"Rank":22,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Embedding Dimensions":384,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":53.77,"Clustering Average (3 datasets)":47.75,"PairClassification Average (1 datasets)":58.56,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":66.17,"MultilabelClassification Average (2 datasets)":31.3} +{"index":22,"Rank":23,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Embedding Dimensions":768,"Max Tokens":514,"Average (23 datasets)":"","Classification Average (9 datasets)":56.88,"Clustering Average (3 datasets)":49.18,"PairClassification Average (1 datasets)":64.57,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":68.98,"MultilabelClassification Average (2 datasets)":32.9} +{"index":23,"Rank":24,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average (23 datasets)":"","Classification Average (9 datasets)":59.23,"Clustering Average (3 datasets)":53.22,"PairClassification Average (1 datasets)":57.81,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":72.54,"MultilabelClassification Average (2 datasets)":36.32} +{"index":24,"Rank":25,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average (23 datasets)":"","Classification Average (9 datasets)":55.01,"Clustering Average (3 datasets)":49.57,"PairClassification Average (1 datasets)":56.09,"Reranking Average (2 datasets)":"","Retrieval Average (3 datasets)":"","STS Average (3 datasets)":70.23,"MultilabelClassification Average (2 datasets)":31.7} diff --git a/boards_data/ru/data_tasks/Classification/default.jsonl b/boards_data/ru/data_tasks/Classification/default.jsonl index 346574ffc075324f912aac6963c0502e7c699ab1..7dc310344150232bb0ea8382a118fb9520db31fe 100644 --- a/boards_data/ru/data_tasks/Classification/default.jsonl +++ b/boards_data/ru/data_tasks/Classification/default.jsonl @@ -1,25 +1,25 @@ -{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":64.57,"GeoreviewClassification (rus-Cyrl)":50.25,"HeadlineClassification (rus-Cyrl)":85.68,"InappropriatenessClassification (rus-Cyrl)":67.19,"KinopoiskClassification (rus-Cyrl)":65.49,"RuReviewsClassification (rus-Cyrl)":67.68,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.59,"RuSciBenchOECDClassification (rus-Cyrl)":51.13} -{"index":4,"Rank":2,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":60.84,"GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33} -{"index":11,"Rank":3,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":59.36,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2} -{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":58.92,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91} -{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":57.86,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28} -{"index":0,"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":57.43,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57} -{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":56.55,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58} -{"index":14,"Rank":8,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.19,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69} -{"index":5,"Rank":9,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.44,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8} -{"index":6,"Rank":10,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":55.21,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04} -{"index":16,"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":55.09,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72} -{"index":12,"Rank":12,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":54.23,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34} -{"index":22,"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":54.11,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14} -{"index":24,"Rank":14,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":53.46,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79} -{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":52.73,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36} -{"index":17,"Rank":16,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":52.35,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48} -{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":52.16,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65} -{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.49,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11} -{"index":21,"Rank":19,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":51.38,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41} -{"index":9,"Rank":20,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.37,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48} -{"index":2,"Rank":21,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":50.66,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13} -{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":42.68,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51} -{"index":20,"Rank":23,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":29.53,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62} -{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.67,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3} -{"index":18,"Rank":25,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.33,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31} +{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":67.52,"GeoreviewClassification (rus-Cyrl)":50.25,"HeadlineClassification (rus-Cyrl)":85.68,"InappropriatenessClassification (rus-Cyrl)":67.19,"KinopoiskClassification (rus-Cyrl)":65.49,"RuReviewsClassification (rus-Cyrl)":67.68,"RuSciBenchGRNTIClassification (rus-Cyrl)":64.59,"RuSciBenchOECDClassification (rus-Cyrl)":51.13,"MassiveIntentClassification (rus-Cyrl)":76.08,"MassiveScenarioClassification (rus-Cyrl)":79.61} +{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":61.92,"GeoreviewClassification (rus-Cyrl)":50.98,"HeadlineClassification (rus-Cyrl)":70.09,"InappropriatenessClassification (rus-Cyrl)":60.76,"KinopoiskClassification (rus-Cyrl)":63.33,"RuReviewsClassification (rus-Cyrl)":68.52,"RuSciBenchGRNTIClassification (rus-Cyrl)":57.67,"RuSciBenchOECDClassification (rus-Cyrl)":44.2,"MassiveIntentClassification (rus-Cyrl)":68.85,"MassiveScenarioClassification (rus-Cyrl)":72.9} +{"index":15,"Rank":3,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":61.01,"GeoreviewClassification (rus-Cyrl)":49.69,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":61.6,"KinopoiskClassification (rus-Cyrl)":56.59,"RuReviewsClassification (rus-Cyrl)":65.28,"RuSciBenchGRNTIClassification (rus-Cyrl)":58.2,"RuSciBenchOECDClassification (rus-Cyrl)":43.91,"MassiveIntentClassification (rus-Cyrl)":65.76,"MassiveScenarioClassification (rus-Cyrl)":70.85} +{"index":0,"Rank":4,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":60.46,"GeoreviewClassification (rus-Cyrl)":48.27,"HeadlineClassification (rus-Cyrl)":70.32,"InappropriatenessClassification (rus-Cyrl)":59.87,"KinopoiskClassification (rus-Cyrl)":58.23,"RuReviewsClassification (rus-Cyrl)":66.91,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.81,"RuSciBenchOECDClassification (rus-Cyrl)":42.57,"MassiveIntentClassification (rus-Cyrl)":68.75,"MassiveScenarioClassification (rus-Cyrl)":73.42} +{"index":10,"Rank":5,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":59.88,"GeoreviewClassification (rus-Cyrl)":47.23,"HeadlineClassification (rus-Cyrl)":74.88,"InappropriatenessClassification (rus-Cyrl)":61.94,"KinopoiskClassification (rus-Cyrl)":55.69,"RuReviewsClassification (rus-Cyrl)":66.44,"RuSciBenchGRNTIClassification (rus-Cyrl)":55.55,"RuSciBenchOECDClassification (rus-Cyrl)":43.28,"MassiveIntentClassification (rus-Cyrl)":65.57,"MassiveScenarioClassification (rus-Cyrl)":68.33} +{"index":23,"Rank":6,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":59.23,"GeoreviewClassification (rus-Cyrl)":46.04,"HeadlineClassification (rus-Cyrl)":69.98,"InappropriatenessClassification (rus-Cyrl)":61.39,"KinopoiskClassification (rus-Cyrl)":53.59,"RuReviewsClassification (rus-Cyrl)":64.58,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.67,"RuSciBenchOECDClassification (rus-Cyrl)":43.58,"MassiveIntentClassification (rus-Cyrl)":66.08,"MassiveScenarioClassification (rus-Cyrl)":71.13} +{"index":14,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":58.26,"GeoreviewClassification (rus-Cyrl)":46.05,"HeadlineClassification (rus-Cyrl)":75.64,"InappropriatenessClassification (rus-Cyrl)":58.78,"KinopoiskClassification (rus-Cyrl)":50.89,"RuReviewsClassification (rus-Cyrl)":62.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.28,"RuSciBenchOECDClassification (rus-Cyrl)":42.69,"MassiveIntentClassification (rus-Cyrl)":62.78,"MassiveScenarioClassification (rus-Cyrl)":68.21} +{"index":5,"Rank":8,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.52,"GeoreviewClassification (rus-Cyrl)":39.67,"HeadlineClassification (rus-Cyrl)":77.19,"InappropriatenessClassification (rus-Cyrl)":64.64,"KinopoiskClassification (rus-Cyrl)":50.33,"RuReviewsClassification (rus-Cyrl)":58.29,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.19,"RuSciBenchOECDClassification (rus-Cyrl)":43.8,"MassiveIntentClassification (rus-Cyrl)":61.42,"MassiveScenarioClassification (rus-Cyrl)":68.13} +{"index":6,"Rank":9,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.24,"GeoreviewClassification (rus-Cyrl)":39.97,"HeadlineClassification (rus-Cyrl)":79.26,"InappropriatenessClassification (rus-Cyrl)":62.52,"KinopoiskClassification (rus-Cyrl)":49.51,"RuReviewsClassification (rus-Cyrl)":58.27,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.9,"RuSciBenchOECDClassification (rus-Cyrl)":43.04,"MassiveIntentClassification (rus-Cyrl)":61.09,"MassiveScenarioClassification (rus-Cyrl)":67.6} +{"index":22,"Rank":10,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":56.88,"GeoreviewClassification (rus-Cyrl)":42.33,"HeadlineClassification (rus-Cyrl)":70.35,"InappropriatenessClassification (rus-Cyrl)":59.32,"KinopoiskClassification (rus-Cyrl)":44.31,"RuReviewsClassification (rus-Cyrl)":62.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":56.01,"RuSciBenchOECDClassification (rus-Cyrl)":44.14,"MassiveIntentClassification (rus-Cyrl)":63.23,"MassiveScenarioClassification (rus-Cyrl)":69.92} +{"index":16,"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":56.44,"GeoreviewClassification (rus-Cyrl)":44.66,"HeadlineClassification (rus-Cyrl)":73.94,"InappropriatenessClassification (rus-Cyrl)":59.16,"KinopoiskClassification (rus-Cyrl)":49.96,"RuReviewsClassification (rus-Cyrl)":61.18,"RuSciBenchGRNTIClassification (rus-Cyrl)":54.99,"RuSciBenchOECDClassification (rus-Cyrl)":41.72,"MassiveIntentClassification (rus-Cyrl)":58.43,"MassiveScenarioClassification (rus-Cyrl)":63.89} +{"index":12,"Rank":12,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.18,"GeoreviewClassification (rus-Cyrl)":40.19,"HeadlineClassification (rus-Cyrl)":78.75,"InappropriatenessClassification (rus-Cyrl)":61.33,"KinopoiskClassification (rus-Cyrl)":48.78,"RuReviewsClassification (rus-Cyrl)":55.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.53,"RuSciBenchOECDClassification (rus-Cyrl)":41.34,"MassiveIntentClassification (rus-Cyrl)":61.32,"MassiveScenarioClassification (rus-Cyrl)":64.71} +{"index":1,"Rank":13,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":55.15,"GeoreviewClassification (rus-Cyrl)":38.95,"HeadlineClassification (rus-Cyrl)":75.59,"InappropriatenessClassification (rus-Cyrl)":60.68,"KinopoiskClassification (rus-Cyrl)":49.67,"RuReviewsClassification (rus-Cyrl)":54.05,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.53,"RuSciBenchOECDClassification (rus-Cyrl)":37.65,"MassiveIntentClassification (rus-Cyrl)":63.12,"MassiveScenarioClassification (rus-Cyrl)":68.08} +{"index":24,"Rank":14,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":55.01,"GeoreviewClassification (rus-Cyrl)":41.36,"HeadlineClassification (rus-Cyrl)":68.9,"InappropriatenessClassification (rus-Cyrl)":59.11,"KinopoiskClassification (rus-Cyrl)":50.47,"RuReviewsClassification (rus-Cyrl)":60.66,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.93,"RuSciBenchOECDClassification (rus-Cyrl)":40.79,"MassiveIntentClassification (rus-Cyrl)":57.98,"MassiveScenarioClassification (rus-Cyrl)":62.9} +{"index":7,"Rank":15,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":54.98,"GeoreviewClassification (rus-Cyrl)":40.89,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.48,"KinopoiskClassification (rus-Cyrl)":49.85,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.8,"RuSciBenchOECDClassification (rus-Cyrl)":40.36,"MassiveIntentClassification (rus-Cyrl)":60.53,"MassiveScenarioClassification (rus-Cyrl)":65.15} +{"index":17,"Rank":16,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":54.7,"GeoreviewClassification (rus-Cyrl)":40.86,"HeadlineClassification (rus-Cyrl)":68.75,"InappropriatenessClassification (rus-Cyrl)":58.52,"KinopoiskClassification (rus-Cyrl)":46.77,"RuReviewsClassification (rus-Cyrl)":58.01,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.04,"RuSciBenchOECDClassification (rus-Cyrl)":40.48,"MassiveIntentClassification (rus-Cyrl)":60.64,"MassiveScenarioClassification (rus-Cyrl)":65.23} +{"index":21,"Rank":17,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":53.77,"GeoreviewClassification (rus-Cyrl)":38.24,"HeadlineClassification (rus-Cyrl)":68.3,"InappropriatenessClassification (rus-Cyrl)":58.18,"KinopoiskClassification (rus-Cyrl)":41.45,"RuReviewsClassification (rus-Cyrl)":58.88,"RuSciBenchGRNTIClassification (rus-Cyrl)":53.19,"RuSciBenchOECDClassification (rus-Cyrl)":41.41,"MassiveIntentClassification (rus-Cyrl)":59.06,"MassiveScenarioClassification (rus-Cyrl)":65.25} +{"index":9,"Rank":18,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":52.17,"GeoreviewClassification (rus-Cyrl)":39.64,"HeadlineClassification (rus-Cyrl)":74.19,"InappropriatenessClassification (rus-Cyrl)":58.57,"KinopoiskClassification (rus-Cyrl)":49.06,"RuReviewsClassification (rus-Cyrl)":56.99,"RuSciBenchGRNTIClassification (rus-Cyrl)":45.63,"RuSciBenchOECDClassification (rus-Cyrl)":35.48,"MassiveIntentClassification (rus-Cyrl)":50.83,"MassiveScenarioClassification (rus-Cyrl)":59.15} +{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.6,"GeoreviewClassification (rus-Cyrl)":37.22,"HeadlineClassification (rus-Cyrl)":75.23,"InappropriatenessClassification (rus-Cyrl)":57.34,"KinopoiskClassification (rus-Cyrl)":49.91,"RuReviewsClassification (rus-Cyrl)":50.74,"RuSciBenchGRNTIClassification (rus-Cyrl)":48.03,"RuSciBenchOECDClassification (rus-Cyrl)":36.13,"MassiveIntentClassification (rus-Cyrl)":53.02,"MassiveScenarioClassification (rus-Cyrl)":56.79} +{"index":3,"Rank":20,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.27,"GeoreviewClassification (rus-Cyrl)":38.05,"HeadlineClassification (rus-Cyrl)":67.64,"InappropriatenessClassification (rus-Cyrl)":58.27,"KinopoiskClassification (rus-Cyrl)":45.86,"RuReviewsClassification (rus-Cyrl)":58.34,"RuSciBenchGRNTIClassification (rus-Cyrl)":52.18,"RuSciBenchOECDClassification (rus-Cyrl)":40.11,"MassiveIntentClassification (rus-Cyrl)":49.1,"MassiveScenarioClassification (rus-Cyrl)":51.91} +{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":44.55,"GeoreviewClassification (rus-Cyrl)":33.45,"HeadlineClassification (rus-Cyrl)":57.65,"InappropriatenessClassification (rus-Cyrl)":54.5,"KinopoiskClassification (rus-Cyrl)":41.36,"RuReviewsClassification (rus-Cyrl)":49.56,"RuSciBenchGRNTIClassification (rus-Cyrl)":35.71,"RuSciBenchOECDClassification (rus-Cyrl)":26.51,"MassiveIntentClassification (rus-Cyrl)":50.1,"MassiveScenarioClassification (rus-Cyrl)":52.15} +{"index":20,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":28.82,"GeoreviewClassification (rus-Cyrl)":25.93,"HeadlineClassification (rus-Cyrl)":28.53,"InappropriatenessClassification (rus-Cyrl)":51.82,"KinopoiskClassification (rus-Cyrl)":34.18,"RuReviewsClassification (rus-Cyrl)":42.33,"RuSciBenchGRNTIClassification (rus-Cyrl)":13.29,"RuSciBenchOECDClassification (rus-Cyrl)":10.62,"MassiveIntentClassification (rus-Cyrl)":23.98,"MassiveScenarioClassification (rus-Cyrl)":28.71} +{"index":19,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":28.75,"GeoreviewClassification (rus-Cyrl)":27.08,"HeadlineClassification (rus-Cyrl)":27.77,"InappropriatenessClassification (rus-Cyrl)":51.73,"KinopoiskClassification (rus-Cyrl)":33.93,"RuReviewsClassification (rus-Cyrl)":41.79,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.08,"RuSciBenchOECDClassification (rus-Cyrl)":8.3,"MassiveIntentClassification (rus-Cyrl)":27.58,"MassiveScenarioClassification (rus-Cyrl)":30.46} +{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":28.15,"GeoreviewClassification (rus-Cyrl)":23.49,"HeadlineClassification (rus-Cyrl)":28.49,"InappropriatenessClassification (rus-Cyrl)":50.85,"KinopoiskClassification (rus-Cyrl)":34.17,"RuReviewsClassification (rus-Cyrl)":42.49,"RuSciBenchGRNTIClassification (rus-Cyrl)":10.49,"RuSciBenchOECDClassification (rus-Cyrl)":8.31,"MassiveIntentClassification (rus-Cyrl)":26.29,"MassiveScenarioClassification (rus-Cyrl)":28.77} +{"index":4,"Rank":25,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","GeoreviewClassification (rus-Cyrl)":49.7,"HeadlineClassification (rus-Cyrl)":78.0,"InappropriatenessClassification (rus-Cyrl)":61.32,"KinopoiskClassification (rus-Cyrl)":63.27,"RuReviewsClassification (rus-Cyrl)":67.96,"RuSciBenchGRNTIClassification (rus-Cyrl)":59.33,"RuSciBenchOECDClassification (rus-Cyrl)":46.33,"MassiveIntentClassification (rus-Cyrl)":"","MassiveScenarioClassification (rus-Cyrl)":""} diff --git a/boards_data/ru/data_tasks/Clustering/default.jsonl b/boards_data/ru/data_tasks/Clustering/default.jsonl index 639ccd83dc5ddfac5549c8f21a8d3b2614186cda..215b1424011c3b76cb70dcb565fae6d28a81c201 100644 --- a/boards_data/ru/data_tasks/Clustering/default.jsonl +++ b/boards_data/ru/data_tasks/Clustering/default.jsonl @@ -11,8 +11,8 @@ {"index":14,"Rank":11,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":50.27,"GeoreviewClusteringP2P (rus-Cyrl)":54.46,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":51.56,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":44.78} {"index":24,"Rank":12,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":49.57,"GeoreviewClusteringP2P (rus-Cyrl)":59.71,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.55,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.44} {"index":22,"Rank":13,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":49.18,"GeoreviewClusteringP2P (rus-Cyrl)":56.18,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.47,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":42.9} -{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97} -{"index":21,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68} +{"index":21,"Rank":14,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":53.35,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":48.22,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.68} +{"index":17,"Rank":15,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":47.75,"GeoreviewClusteringP2P (rus-Cyrl)":52.19,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":49.09,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.97} {"index":7,"Rank":16,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":46.84,"GeoreviewClusteringP2P (rus-Cyrl)":51.89,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":47.48,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.16} {"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":43.13,"GeoreviewClusteringP2P (rus-Cyrl)":41.82,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":46.29,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":41.28} {"index":12,"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":42.92,"GeoreviewClusteringP2P (rus-Cyrl)":58.79,"RuSciBenchGRNTIClusteringP2P (rus-Cyrl)":36.66,"RuSciBenchOECDClusteringP2P (rus-Cyrl)":33.31} diff --git a/boards_data/ru/data_tasks/MultilabelClassification/default.jsonl b/boards_data/ru/data_tasks/MultilabelClassification/default.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1b9fdd8b44a1b6505710a548b5391a8770332ef9 --- /dev/null +++ b/boards_data/ru/data_tasks/MultilabelClassification/default.jsonl @@ -0,0 +1,25 @@ +{"index":4,"Rank":1,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":38.88,"CEDRClassification (rus-Cyrl)":44.69,"SensitiveTopicsClassification (rus-Cyrl)":33.07} +{"index":10,"Rank":2,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":36.98,"CEDRClassification (rus-Cyrl)":46.47,"SensitiveTopicsClassification (rus-Cyrl)":27.5} +{"index":23,"Rank":3,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":36.32,"CEDRClassification (rus-Cyrl)":45.11,"SensitiveTopicsClassification (rus-Cyrl)":27.52} +{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":36.01,"CEDRClassification (rus-Cyrl)":44.84,"SensitiveTopicsClassification (rus-Cyrl)":27.17} +{"index":11,"Rank":5,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":35.88,"CEDRClassification (rus-Cyrl)":45.48,"SensitiveTopicsClassification (rus-Cyrl)":26.29} +{"index":0,"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":34.25,"CEDRClassification (rus-Cyrl)":43.47,"SensitiveTopicsClassification (rus-Cyrl)":25.03} +{"index":14,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":33.65,"CEDRClassification (rus-Cyrl)":42.32,"SensitiveTopicsClassification (rus-Cyrl)":24.98} +{"index":13,"Rank":8,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":33.37,"CEDRClassification (rus-Cyrl)":40.8,"SensitiveTopicsClassification (rus-Cyrl)":25.94} +{"index":22,"Rank":9,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":32.9,"CEDRClassification (rus-Cyrl)":39.98,"SensitiveTopicsClassification (rus-Cyrl)":25.83} +{"index":5,"Rank":10,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":32.64,"CEDRClassification (rus-Cyrl)":36.81,"SensitiveTopicsClassification (rus-Cyrl)":28.47} +{"index":16,"Rank":11,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.99,"CEDRClassification (rus-Cyrl)":40.07,"SensitiveTopicsClassification (rus-Cyrl)":23.91} +{"index":6,"Rank":12,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":31.9,"CEDRClassification (rus-Cyrl)":35.84,"SensitiveTopicsClassification (rus-Cyrl)":27.97} +{"index":24,"Rank":13,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":31.7,"CEDRClassification (rus-Cyrl)":38.95,"SensitiveTopicsClassification (rus-Cyrl)":24.44} +{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":31.42,"CEDRClassification (rus-Cyrl)":40.61,"SensitiveTopicsClassification (rus-Cyrl)":22.23} +{"index":21,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":31.3,"CEDRClassification (rus-Cyrl)":37.76,"SensitiveTopicsClassification (rus-Cyrl)":24.84} +{"index":7,"Rank":16,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.27,"CEDRClassification (rus-Cyrl)":40.75,"SensitiveTopicsClassification (rus-Cyrl)":21.79} +{"index":9,"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":29.44,"CEDRClassification (rus-Cyrl)":36.87,"SensitiveTopicsClassification (rus-Cyrl)":22.02} +{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":29.32,"CEDRClassification (rus-Cyrl)":36.19,"SensitiveTopicsClassification (rus-Cyrl)":22.45} +{"index":12,"Rank":19,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":28.9,"CEDRClassification (rus-Cyrl)":34.14,"SensitiveTopicsClassification (rus-Cyrl)":23.67} +{"index":8,"Rank":20,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":27.96,"CEDRClassification (rus-Cyrl)":37.39,"SensitiveTopicsClassification (rus-Cyrl)":18.54} +{"index":3,"Rank":21,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":27.8,"CEDRClassification (rus-Cyrl)":35.55,"SensitiveTopicsClassification (rus-Cyrl)":20.05} +{"index":20,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":26.9,"CEDRClassification (rus-Cyrl)":35.98,"SensitiveTopicsClassification (rus-Cyrl)":17.83} +{"index":2,"Rank":23,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":26.2,"CEDRClassification (rus-Cyrl)":33.59,"SensitiveTopicsClassification (rus-Cyrl)":18.8} +{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":25.96,"CEDRClassification (rus-Cyrl)":33.86,"SensitiveTopicsClassification (rus-Cyrl)":18.05} +{"index":19,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":25.27,"CEDRClassification (rus-Cyrl)":32.72,"SensitiveTopicsClassification (rus-Cyrl)":17.82} diff --git a/boards_data/ru/data_tasks/Reranking/default.jsonl b/boards_data/ru/data_tasks/Reranking/default.jsonl index 94b26645ae88603d8786540ad94907d69e1570f6..11bca3023892126f3f107fe108c1fa324f7d3ed2 100644 --- a/boards_data/ru/data_tasks/Reranking/default.jsonl +++ b/boards_data/ru/data_tasks/Reranking/default.jsonl @@ -1,25 +1,25 @@ -{"index":15,"Rank":1,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"RuBQReranking (rus-Cyrl)":75.58} -{"index":13,"Rank":2,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"RuBQReranking (rus-Cyrl)":74.61} -{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"RuBQReranking (rus-Cyrl)":74.02} -{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"RuBQReranking (rus-Cyrl)":73.08} -{"index":14,"Rank":5,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":72.01} -{"index":16,"Rank":6,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":71.46} -{"index":4,"Rank":7,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"RuBQReranking (rus-Cyrl)":70.87} -{"index":23,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":68.65} -{"index":10,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":64.42} -{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":62.15} -{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"RuBQReranking (rus-Cyrl)":58.77} -{"index":5,"Rank":12,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":56.13} -{"index":17,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"RuBQReranking (rus-Cyrl)":55.13} -{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"RuBQReranking (rus-Cyrl)":54.83} -{"index":21,"Rank":15,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"RuBQReranking (rus-Cyrl)":52.8} -{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"RuBQReranking (rus-Cyrl)":46.81} -{"index":9,"Rank":17,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"RuBQReranking (rus-Cyrl)":46.09} -{"index":1,"Rank":18,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"RuBQReranking (rus-Cyrl)":42.58} -{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":41.65} -{"index":3,"Rank":20,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"RuBQReranking (rus-Cyrl)":39.89} -{"index":18,"Rank":21,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"RuBQReranking (rus-Cyrl)":38.51} -{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"RuBQReranking (rus-Cyrl)":35.44} -{"index":12,"Rank":23,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"RuBQReranking (rus-Cyrl)":34.01} -{"index":20,"Rank":24,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"RuBQReranking (rus-Cyrl)":30.96} -{"index":19,"Rank":25,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"RuBQReranking (rus-Cyrl)":27.05} +{"index":0,"Rank":1,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":69.7,"RuBQReranking (rus-Cyrl)":74.02,"MIRACLReranking (rus-Cyrl)":65.38} +{"index":15,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":69.64,"RuBQReranking (rus-Cyrl)":75.58,"MIRACLReranking (rus-Cyrl)":63.71} +{"index":14,"Rank":3,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.24,"RuBQReranking (rus-Cyrl)":72.01,"MIRACLReranking (rus-Cyrl)":60.47} +{"index":16,"Rank":4,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.29,"RuBQReranking (rus-Cyrl)":71.46,"MIRACLReranking (rus-Cyrl)":59.12} +{"index":5,"Rank":5,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":40.56,"RuBQReranking (rus-Cyrl)":56.13,"MIRACLReranking (rus-Cyrl)":24.99} +{"index":6,"Rank":6,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":32.8,"RuBQReranking (rus-Cyrl)":46.81,"MIRACLReranking (rus-Cyrl)":18.8} +{"index":9,"Rank":7,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":30.95,"RuBQReranking (rus-Cyrl)":46.09,"MIRACLReranking (rus-Cyrl)":15.81} +{"index":1,"Rank":8,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","RuBQReranking (rus-Cyrl)":42.58,"MIRACLReranking (rus-Cyrl)":""} +{"index":2,"Rank":9,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","RuBQReranking (rus-Cyrl)":41.65,"MIRACLReranking (rus-Cyrl)":""} +{"index":3,"Rank":10,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","RuBQReranking (rus-Cyrl)":39.89,"MIRACLReranking (rus-Cyrl)":""} +{"index":4,"Rank":11,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RuBQReranking (rus-Cyrl)":70.87,"MIRACLReranking (rus-Cyrl)":""} +{"index":7,"Rank":12,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","RuBQReranking (rus-Cyrl)":54.83,"MIRACLReranking (rus-Cyrl)":""} +{"index":8,"Rank":13,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","RuBQReranking (rus-Cyrl)":35.44,"MIRACLReranking (rus-Cyrl)":""} +{"index":10,"Rank":14,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RuBQReranking (rus-Cyrl)":64.42,"MIRACLReranking (rus-Cyrl)":""} +{"index":11,"Rank":15,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","RuBQReranking (rus-Cyrl)":73.08,"MIRACLReranking (rus-Cyrl)":""} +{"index":12,"Rank":16,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RuBQReranking (rus-Cyrl)":34.01,"MIRACLReranking (rus-Cyrl)":""} +{"index":13,"Rank":17,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","RuBQReranking (rus-Cyrl)":74.61,"MIRACLReranking (rus-Cyrl)":""} +{"index":17,"Rank":18,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","RuBQReranking (rus-Cyrl)":55.13,"MIRACLReranking (rus-Cyrl)":""} +{"index":18,"Rank":19,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RuBQReranking (rus-Cyrl)":38.51,"MIRACLReranking (rus-Cyrl)":""} +{"index":19,"Rank":20,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":"","RuBQReranking (rus-Cyrl)":27.05,"MIRACLReranking (rus-Cyrl)":""} +{"index":20,"Rank":21,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RuBQReranking (rus-Cyrl)":30.96,"MIRACLReranking (rus-Cyrl)":""} +{"index":21,"Rank":22,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","RuBQReranking (rus-Cyrl)":52.8,"MIRACLReranking (rus-Cyrl)":""} +{"index":22,"Rank":23,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","RuBQReranking (rus-Cyrl)":58.77,"MIRACLReranking (rus-Cyrl)":""} +{"index":23,"Rank":24,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","RuBQReranking (rus-Cyrl)":68.65,"MIRACLReranking (rus-Cyrl)":""} +{"index":24,"Rank":25,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","RuBQReranking (rus-Cyrl)":62.15,"MIRACLReranking (rus-Cyrl)":""} diff --git a/boards_data/ru/data_tasks/Retrieval/default.jsonl b/boards_data/ru/data_tasks/Retrieval/default.jsonl index d175d7f27f48e60cc35a62157c26d2d8e9c3a16a..f317b880eb804efe197d9065ce2f3655cd62ed9c 100644 --- a/boards_data/ru/data_tasks/Retrieval/default.jsonl +++ b/boards_data/ru/data_tasks/Retrieval/default.jsonl @@ -1,25 +1,25 @@ -{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.96,"RiaNewsRetrieval (rus-Cyrl)":81.94,"RuBQRetrieval (rus-Cyrl)":73.98} -{"index":15,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.39,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11} -{"index":0,"Rank":3,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.1,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21} -{"index":11,"Rank":4,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":76.78,"RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03} -{"index":4,"Rank":5,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":72.82,"RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77} -{"index":14,"Rank":6,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.91,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58} -{"index":16,"Rank":7,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.27,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53} -{"index":23,"Rank":8,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":67.54,"RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71} -{"index":10,"Rank":9,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":67.34,"RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86} -{"index":24,"Rank":10,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":51.5,"RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73} -{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":44.4,"RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04} -{"index":21,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":37.26,"RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7} -{"index":17,"Rank":13,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":36.38,"RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02} -{"index":7,"Rank":14,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":31.88,"RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03} -{"index":5,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":25.6,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8} -{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":12.4,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87} -{"index":6,"Rank":17,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":11.78,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45} -{"index":3,"Rank":18,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":9.68,"RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63} -{"index":2,"Rank":19,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":7.55,"RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52} -{"index":12,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":7.5,"RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15} -{"index":1,"Rank":21,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":7.37,"RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6} -{"index":8,"Rank":22,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":2.02,"RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24} -{"index":19,"Rank":23,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.66,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64} -{"index":18,"Rank":24,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84} -{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75} +{"index":0,"Rank":1,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":74.77,"RiaNewsRetrieval (rus-Cyrl)":82.98,"RuBQRetrieval (rus-Cyrl)":71.21,"MIRACLRetrieval (rus-Cyrl)":70.11} +{"index":15,"Rank":2,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":74.04,"RiaNewsRetrieval (rus-Cyrl)":80.67,"RuBQRetrieval (rus-Cyrl)":74.11,"MIRACLRetrieval (rus-Cyrl)":67.33} +{"index":14,"Rank":3,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.14,"RiaNewsRetrieval (rus-Cyrl)":70.24,"RuBQRetrieval (rus-Cyrl)":69.58,"MIRACLRetrieval (rus-Cyrl)":61.6} +{"index":16,"Rank":4,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":65.85,"RiaNewsRetrieval (rus-Cyrl)":70.01,"RuBQRetrieval (rus-Cyrl)":68.53,"MIRACLRetrieval (rus-Cyrl)":59.01} +{"index":5,"Rank":5,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":19.13,"RiaNewsRetrieval (rus-Cyrl)":21.4,"RuBQRetrieval (rus-Cyrl)":29.8,"MIRACLRetrieval (rus-Cyrl)":6.2} +{"index":9,"Rank":6,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":8.89,"RiaNewsRetrieval (rus-Cyrl)":13.92,"RuBQRetrieval (rus-Cyrl)":10.87,"MIRACLRetrieval (rus-Cyrl)":1.89} +{"index":6,"Rank":7,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":8.51,"RiaNewsRetrieval (rus-Cyrl)":11.11,"RuBQRetrieval (rus-Cyrl)":12.45,"MIRACLRetrieval (rus-Cyrl)":1.98} +{"index":19,"Rank":8,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":1.23,"RiaNewsRetrieval (rus-Cyrl)":0.67,"RuBQRetrieval (rus-Cyrl)":2.64,"MIRACLRetrieval (rus-Cyrl)":0.39} +{"index":1,"Rank":9,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":"","RiaNewsRetrieval (rus-Cyrl)":4.14,"RuBQRetrieval (rus-Cyrl)":10.6,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":2,"Rank":10,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","RiaNewsRetrieval (rus-Cyrl)":5.58,"RuBQRetrieval (rus-Cyrl)":9.52,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":3,"Rank":11,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":"","RiaNewsRetrieval (rus-Cyrl)":6.72,"RuBQRetrieval (rus-Cyrl)":12.63,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":4,"Rank":12,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RiaNewsRetrieval (rus-Cyrl)":78.86,"RuBQRetrieval (rus-Cyrl)":66.77,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","RiaNewsRetrieval (rus-Cyrl)":34.73,"RuBQRetrieval (rus-Cyrl)":29.03,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":8,"Rank":14,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":"","RiaNewsRetrieval (rus-Cyrl)":0.79,"RuBQRetrieval (rus-Cyrl)":3.24,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":10,"Rank":15,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RiaNewsRetrieval (rus-Cyrl)":77.83,"RuBQRetrieval (rus-Cyrl)":56.86,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":11,"Rank":16,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":"","RiaNewsRetrieval (rus-Cyrl)":83.53,"RuBQRetrieval (rus-Cyrl)":70.03,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":12,"Rank":17,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":"","RiaNewsRetrieval (rus-Cyrl)":4.84,"RuBQRetrieval (rus-Cyrl)":10.15,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":13,"Rank":18,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","RiaNewsRetrieval (rus-Cyrl)":81.94,"RuBQRetrieval (rus-Cyrl)":73.98,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":17,"Rank":19,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":"","RiaNewsRetrieval (rus-Cyrl)":42.75,"RuBQRetrieval (rus-Cyrl)":30.02,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":18,"Rank":20,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":8.84,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":20,"Rank":21,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":"","RiaNewsRetrieval (rus-Cyrl)":"","RuBQRetrieval (rus-Cyrl)":4.75,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":21,"Rank":22,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":"","RiaNewsRetrieval (rus-Cyrl)":44.82,"RuBQRetrieval (rus-Cyrl)":29.7,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":22,"Rank":23,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":"","RiaNewsRetrieval (rus-Cyrl)":51.75,"RuBQRetrieval (rus-Cyrl)":37.04,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":23,"Rank":24,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":"","RiaNewsRetrieval (rus-Cyrl)":69.36,"RuBQRetrieval (rus-Cyrl)":65.71,"MIRACLRetrieval (rus-Cyrl)":""} +{"index":24,"Rank":25,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","RiaNewsRetrieval (rus-Cyrl)":51.27,"RuBQRetrieval (rus-Cyrl)":51.73,"MIRACLRetrieval (rus-Cyrl)":""} diff --git a/boards_data/ru/data_tasks/STS/default.jsonl b/boards_data/ru/data_tasks/STS/default.jsonl index dcf6aaa1f46c1df70e63da7188351aef04f4bf31..2a7e044b28007213f0bb5bc5b0200bc087ba67cc 100644 --- a/boards_data/ru/data_tasks/STS/default.jsonl +++ b/boards_data/ru/data_tasks/STS/default.jsonl @@ -1,25 +1,25 @@ -{"index":13,"Rank":1,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.15,"RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13} -{"index":11,"Rank":2,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":79.85,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35} -{"index":10,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":77.91,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26} -{"index":15,"Rank":4,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.48,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15} -{"index":4,"Rank":5,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":77.42,"RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69} -{"index":0,"Rank":6,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":77.39,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87} -{"index":23,"Rank":7,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":77.37,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77} -{"index":24,"Rank":8,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":75.32,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48} -{"index":14,"Rank":9,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.9,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64} -{"index":16,"Rank":10,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":74.27,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08} -{"index":22,"Rank":11,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":74.1,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46} -{"index":21,"Rank":12,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":70.71,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55} -{"index":7,"Rank":13,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":69.6,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32} -{"index":17,"Rank":14,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":69.54,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34} -{"index":5,"Rank":15,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":68.19,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22} -{"index":9,"Rank":16,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":67.28,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43} -{"index":3,"Rank":17,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":66.13,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03} -{"index":6,"Rank":18,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":60.44,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82} -{"index":1,"Rank":19,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":58.36,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72} -{"index":12,"Rank":20,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":56.25,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47} -{"index":8,"Rank":21,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":55.78,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16} -{"index":2,"Rank":22,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":51.84,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95} -{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":50.9,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33} -{"index":19,"Rank":24,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":49.74,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56} -{"index":20,"Rank":25,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":48.92,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68} +{"index":11,"Rank":1,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Average":75.38,"RUParaPhraserSTS (rus-Cyrl)":76.36,"RuSTSBenchmarkSTS (rus-Cyrl)":83.35,"STS22 (rus-Cyrl)":66.42} +{"index":0,"Rank":2,"Model":"bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":73.68,"RUParaPhraserSTS (rus-Cyrl)":74.9,"RuSTSBenchmarkSTS (rus-Cyrl)":79.87,"STS22 (rus-Cyrl)":66.26} +{"index":10,"Rank":3,"Model":"USER-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":73.07,"RUParaPhraserSTS (rus-Cyrl)":73.56,"RuSTSBenchmarkSTS (rus-Cyrl)":82.26,"STS22 (rus-Cyrl)":63.39} +{"index":23,"Rank":4,"Model":"LaBSE-ru-turbo<\/a>","Model Size (Million Parameters)":128,"Memory Usage (GB, fp32)":0.48,"Average":72.54,"RUParaPhraserSTS (rus-Cyrl)":72.97,"RuSTSBenchmarkSTS (rus-Cyrl)":81.77,"STS22 (rus-Cyrl)":62.89} +{"index":15,"Rank":5,"Model":"multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.62,"RUParaPhraserSTS (rus-Cyrl)":71.82,"RuSTSBenchmarkSTS (rus-Cyrl)":83.15,"STS22 (rus-Cyrl)":59.89} +{"index":24,"Rank":6,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":70.23,"RUParaPhraserSTS (rus-Cyrl)":72.15,"RuSTSBenchmarkSTS (rus-Cyrl)":78.48,"STS22 (rus-Cyrl)":60.06} +{"index":14,"Rank":7,"Model":"multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":70.16,"RUParaPhraserSTS (rus-Cyrl)":70.17,"RuSTSBenchmarkSTS (rus-Cyrl)":79.64,"STS22 (rus-Cyrl)":60.67} +{"index":16,"Rank":8,"Model":"multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":69.48,"RUParaPhraserSTS (rus-Cyrl)":70.46,"RuSTSBenchmarkSTS (rus-Cyrl)":78.08,"STS22 (rus-Cyrl)":59.9} +{"index":22,"Rank":9,"Model":"paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":68.98,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":82.46,"STS22 (rus-Cyrl)":58.74} +{"index":21,"Rank":10,"Model":"paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":66.17,"RUParaPhraserSTS (rus-Cyrl)":61.87,"RuSTSBenchmarkSTS (rus-Cyrl)":79.55,"STS22 (rus-Cyrl)":57.08} +{"index":7,"Rank":11,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":65.91,"RUParaPhraserSTS (rus-Cyrl)":65.87,"RuSTSBenchmarkSTS (rus-Cyrl)":73.32,"STS22 (rus-Cyrl)":58.53} +{"index":17,"Rank":12,"Model":"LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":65.52,"RUParaPhraserSTS (rus-Cyrl)":65.74,"RuSTSBenchmarkSTS (rus-Cyrl)":73.34,"STS22 (rus-Cyrl)":57.49} +{"index":5,"Rank":13,"Model":"sbert_large_mt_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":64.4,"RUParaPhraserSTS (rus-Cyrl)":65.17,"RuSTSBenchmarkSTS (rus-Cyrl)":71.22,"STS22 (rus-Cyrl)":56.82} +{"index":9,"Rank":14,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":61.6,"RUParaPhraserSTS (rus-Cyrl)":65.14,"RuSTSBenchmarkSTS (rus-Cyrl)":69.43,"STS22 (rus-Cyrl)":50.23} +{"index":3,"Rank":15,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":61.18,"RUParaPhraserSTS (rus-Cyrl)":66.24,"RuSTSBenchmarkSTS (rus-Cyrl)":66.03,"STS22 (rus-Cyrl)":51.27} +{"index":6,"Rank":16,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Average":57.21,"RUParaPhraserSTS (rus-Cyrl)":62.06,"RuSTSBenchmarkSTS (rus-Cyrl)":58.82,"STS22 (rus-Cyrl)":50.75} +{"index":1,"Rank":17,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Average":56.2,"RUParaPhraserSTS (rus-Cyrl)":55.01,"RuSTSBenchmarkSTS (rus-Cyrl)":61.72,"STS22 (rus-Cyrl)":51.87} +{"index":12,"Rank":18,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Average":53.39,"RUParaPhraserSTS (rus-Cyrl)":54.03,"RuSTSBenchmarkSTS (rus-Cyrl)":58.47,"STS22 (rus-Cyrl)":47.67} +{"index":8,"Rank":19,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Average":53.15,"RUParaPhraserSTS (rus-Cyrl)":53.41,"RuSTSBenchmarkSTS (rus-Cyrl)":58.16,"STS22 (rus-Cyrl)":47.88} +{"index":2,"Rank":20,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Average":46.22,"RUParaPhraserSTS (rus-Cyrl)":49.72,"RuSTSBenchmarkSTS (rus-Cyrl)":53.95,"STS22 (rus-Cyrl)":34.98} +{"index":19,"Rank":21,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":38.07,"RUParaPhraserSTS (rus-Cyrl)":43.93,"RuSTSBenchmarkSTS (rus-Cyrl)":55.56,"STS22 (rus-Cyrl)":14.72} +{"index":20,"Rank":22,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":37.89,"RUParaPhraserSTS (rus-Cyrl)":42.15,"RuSTSBenchmarkSTS (rus-Cyrl)":55.68,"STS22 (rus-Cyrl)":15.83} +{"index":18,"Rank":23,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":37.66,"RUParaPhraserSTS (rus-Cyrl)":45.47,"RuSTSBenchmarkSTS (rus-Cyrl)":56.33,"STS22 (rus-Cyrl)":11.19} +{"index":4,"Rank":24,"Model":"ru-en-RoSBERTa<\/a>","Model Size (Million Parameters)":404,"Memory Usage (GB, fp32)":1.5,"Average":"","RUParaPhraserSTS (rus-Cyrl)":76.16,"RuSTSBenchmarkSTS (rus-Cyrl)":78.69,"STS22 (rus-Cyrl)":""} +{"index":13,"Rank":25,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":"","RUParaPhraserSTS (rus-Cyrl)":76.17,"RuSTSBenchmarkSTS (rus-Cyrl)":84.13,"STS22 (rus-Cyrl)":""} diff --git a/config.yaml b/config.yaml index f69b40fd9611ad195ae019dfd403510c1aab120c..f6eca18dedf670715e1d1de2b0206b0b01c2ca32 100644 --- a/config.yaml +++ b/config.yaml @@ -43,6 +43,11 @@ tasks: metric: spearman metric_description: "Spearman correlation based on the model's similarity metric (usually cosine)" task_description: "Summarization is the task of generating a summary of a text." + MultilabelClassification: + icon: "🏷️" + metric: accuracy + metric_description: "Accuracy" + task_description: "Multilabel classification is the task of assigning multiple labels to a text." InstructionRetrieval: icon: "🔎📋" metric: "p-MRR" @@ -382,6 +387,8 @@ boards: - RuReviewsClassification (rus-Cyrl) - RuSciBenchGRNTIClassification (rus-Cyrl) - RuSciBenchOECDClassification (rus-Cyrl) + - MassiveIntentClassification (rus-Cyrl) + - MassiveScenarioClassification (rus-Cyrl) Clustering: - GeoreviewClusteringP2P (rus-Cyrl) - RuSciBenchGRNTIClusteringP2P (rus-Cyrl) @@ -390,12 +397,18 @@ boards: - TERRa (rus-Cyrl) Reranking: - RuBQReranking (rus-Cyrl) + - MIRACLReranking (rus-Cyrl) Retrieval: - RiaNewsRetrieval (rus-Cyrl) - RuBQRetrieval (rus-Cyrl) + - MIRACLRetrieval (rus-Cyrl) STS: - RUParaPhraserSTS (rus-Cyrl) - RuSTSBenchmarkSTS (rus-Cyrl) + - STS22 (rus-Cyrl) + MultilabelClassification: + - CEDRClassification (rus-Cyrl) + - SensitiveTopicsClassification (rus-Cyrl) se: title: Swedish language_long: Swedish diff --git a/refresh.py b/refresh.py index 9ca11d5cdc535e9a045f66df5644ff3106506015..e0ed17f3d9cc966bbe16ccec1887f25b2f6a528a 100644 --- a/refresh.py +++ b/refresh.py @@ -161,6 +161,8 @@ def filter_metric_external(x, task, metrics) -> bool: # This is a hack for the passkey and needle retrieval test, which reports ndcg_at_1 (i.e. accuracy), rather than the ndcg_at_10 that is commonly used for retrieval tasks. if x["mteb_dataset_name"] in ["LEMBNeedleRetrieval", "LEMBPasskeyRetrieval"]: return bool(x["mteb_task"] == task and x["metric"] == "ndcg_at_1") + elif x["mteb_dataset_name"] == "MIRACLReranking": + return bool(x["mteb_task"] == task and x["metric"] in ["NDCG@10(MIRACL)"]) else: return bool(x["mteb_task"] == task and x["metric"] in metrics) @@ -534,7 +536,7 @@ def get_mteb_average(task_dict: dict) -> tuple[Any, dict]: rank=False, ) # Debugging: - # DATA_OVERALL.to_csv("overall.csv") + DATA_OVERALL.to_csv("overall.csv") DATA_OVERALL.insert( 1, f"Average ({len(all_tasks)} datasets)", @@ -608,6 +610,8 @@ def refresh_leaderboard() -> tuple[list, dict]: leave=True, ) for board, board_config in pbar_tasks: + if board == "longembed": + pass boards_data[board] = {"data_overall": None, "data_tasks": {}} pbar_tasks.set_description(f"Fetching leaderboard results for {board!r}") pbar_tasks.refresh()