diff --git a/all_data_tasks/20/default.jsonl b/all_data_tasks/20/default.jsonl
index eca5154282eb0b11e34714e1dcb33d8b3ea268fc..13dd627a0925b51b0a995d70875ca870821ff690 100644
--- a/all_data_tasks/20/default.jsonl
+++ b/all_data_tasks/20/default.jsonl
@@ -96,7 +96,7 @@
{"index":68,"Rank":103,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AlloprofRetrieval":46.17,"BSARDRetrieval":16.57,"MintakaRetrieval (fr)":24.43,"SyntecRetrieval":83.99,"XPQARetrieval (fr)":""}
{"index":69,"Rank":104,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":0.12,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":1.02,"SyntecRetrieval":5.82,"XPQARetrieval (fr)":""}
{"index":71,"Rank":106,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":29.3,"BSARDRetrieval":8.77,"MintakaRetrieval (fr)":13.58,"SyntecRetrieval":60.84,"XPQARetrieval (fr)":""}
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{"index":80,"Rank":109,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":29.4,"BSARDRetrieval":6.07,"MintakaRetrieval (fr)":19.89,"SyntecRetrieval":62.09,"XPQARetrieval (fr)":""}
{"index":81,"Rank":110,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":31.86,"BSARDRetrieval":11.7,"MintakaRetrieval (fr)":23.51,"SyntecRetrieval":67.34,"XPQARetrieval (fr)":""}
{"index":82,"Rank":111,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AlloprofRetrieval":33.73,"BSARDRetrieval":11.87,"MintakaRetrieval (fr)":22.39,"SyntecRetrieval":70.86,"XPQARetrieval (fr)":""}
diff --git a/all_data_tasks/26/default.jsonl b/all_data_tasks/26/default.jsonl
index 2ee949ee989ae11436de445f0bdc0ed9110b64a5..75435f3078cbb1865aaaf6b4193870c9f2d555e9 100644
--- a/all_data_tasks/26/default.jsonl
+++ b/all_data_tasks/26/default.jsonl
@@ -41,7 +41,7 @@
{"index":28,"Rank":41,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GerDaLIR":0.14,"GermanDPR":"","GermanQuAD-Retrieval":2.67,"XMarket (de)":0.49}
{"index":29,"Rank":42,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GerDaLIR":4.99,"GermanDPR":"","GermanQuAD-Retrieval":79.75,"XMarket (de)":6.28}
{"index":30,"Rank":43,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GerDaLIR":1.0,"GermanDPR":46.48,"GermanQuAD-Retrieval":70.6,"XMarket (de)":""}
-{"index":31,"Rank":44,"Model":"inf-retriever-v1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":"","GerDaLIR":"","GermanDPR":"","GermanQuAD-Retrieval":"","XMarket (de)":""}
+{"index":31,"Rank":44,"Model":"inf-retriever-v1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":"","GerDaLIR":"","GermanDPR":84.62,"GermanQuAD-Retrieval":96.69,"XMarket (de)":32.96}
{"index":32,"Rank":45,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GerDaLIR":1.11,"GermanDPR":"","GermanQuAD-Retrieval":76.71,"XMarket (de)":16.14}
{"index":33,"Rank":46,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GerDaLIR":1.66,"GermanDPR":"","GermanQuAD-Retrieval":82.98,"XMarket (de)":14.27}
{"index":34,"Rank":47,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GerDaLIR":3.65,"GermanDPR":"","GermanQuAD-Retrieval":85.05,"XMarket (de)":16.74}
diff --git a/all_data_tasks/34/default.jsonl b/all_data_tasks/34/default.jsonl
index a045dba1cbe3b3cc85127d3e11af8acc854c753e..a8ea4b7a3a3c9a5e859dca105fd99e5016bd4f34 100644
--- a/all_data_tasks/34/default.jsonl
+++ b/all_data_tasks/34/default.jsonl
@@ -61,7 +61,7 @@
{"index":57,"Rank":75,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":0.14,"TRECCOVID-PL":2.91}
{"index":59,"Rank":77,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":32.21,"TRECCOVID-PL":16.5}
{"index":60,"Rank":78,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna-PL":15.04,"DBPedia-PL":"","FiQA-PL":3.1,"HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":4.6,"NQ-PL":"","Quora-PL":77.61,"SCIDOCS-PL":1.4,"SciFact-PL":32.24,"TRECCOVID-PL":24.53}
-{"index":61,"Rank":79,"Model":"inf-retriever-v1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":"","ArguAna-PL":70.75,"DBPedia-PL":"","FiQA-PL":47.14,"HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":33.51,"NQ-PL":53.14,"Quora-PL":85.15,"SCIDOCS-PL":22.48,"SciFact-PL":77.63,"TRECCOVID-PL":74.28}
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{"index":62,"Rank":80,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":39.16,"TRECCOVID-PL":30.17}
{"index":63,"Rank":81,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":42.16,"TRECCOVID-PL":20.13}
{"index":64,"Rank":82,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":44.95,"TRECCOVID-PL":35.81}
diff --git a/all_data_tasks/4/default.jsonl b/all_data_tasks/4/default.jsonl
index f3b9ef79d4cb8a6cb77953778dfda47029ae45e3..3a7e09f77e8a97f37f29f0c8fca0243a063eb217 100644
--- a/all_data_tasks/4/default.jsonl
+++ b/all_data_tasks/4/default.jsonl
@@ -2,315 +2,315 @@
{"index":293,"Rank":2,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":62.65,"ArguAna":70.07,"ClimateFEVER":45.39,"CQADupstackRetrieval":50.24,"DBPedia":53.5,"FEVER":93.75,"FiQA2018":65.73,"HotpotQA":85.48,"MSMARCO":45.63,"NFCorpus":45.17,"NQ":73.57,"QuoraRetrieval":89.03,"SCIDOCS":21.9,"SciFact":80.13,"Touche2020":31.78,"TRECCOVID":88.44}
{"index":29,"Rank":3,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":62.16,"ArguAna":83.08,"ClimateFEVER":45.43,"CQADupstackRetrieval":47.31,"DBPedia":51.63,"FEVER":92.83,"FiQA2018":59.67,"HotpotQA":85.14,"MSMARCO":46.79,"NFCorpus":41.85,"NQ":73.88,"QuoraRetrieval":90.95,"SCIDOCS":25.26,"SciFact":79.09,"Touche2020":30.48,"TRECCOVID":79.08}
{"index":379,"Rank":4,"Model":"LENS-d8000<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":61.86,"ArguAna":76.02,"ClimateFEVER":45.77,"CQADupstackRetrieval":48.67,"DBPedia":49.75,"FEVER":92.32,"FiQA2018":61.57,"HotpotQA":85.71,"MSMARCO":47.24,"NFCorpus":40.61,"NQ":74.64,"QuoraRetrieval":90.79,"SCIDOCS":28.54,"SciFact":79.75,"Touche2020":29.34,"TRECCOVID":77.18}
-{"index":111,"Rank":5,"Model":"jasper_en_vision_language_v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":61.33,"ArguAna":65.2,"ClimateFEVER":48.44,"CQADupstackRetrieval":47.94,"DBPedia":52.48,"FEVER":94.81,"FiQA2018":60.12,"HotpotQA":77.68,"MSMARCO":45.31,"NFCorpus":43.31,"NQ":71.49,"QuoraRetrieval":90.04,"SCIDOCS":24.64,"SciFact":80.37,"Touche2020":31.39,"TRECCOVID":86.73}
-{"index":112,"Rank":6,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Embedding Dimensions":8192,"Max Tokens":131072,"Average":61.01,"ArguAna":65.27,"ClimateFEVER":46.11,"CQADupstackRetrieval":47.75,"DBPedia":52.28,"FEVER":94.83,"FiQA2018":60.48,"HotpotQA":76.67,"MSMARCO":45.22,"NFCorpus":42.0,"NQ":71.8,"QuoraRetrieval":90.03,"SCIDOCS":26.64,"SciFact":80.09,"Touche2020":29.94,"TRECCOVID":85.98}
-{"index":294,"Rank":7,"Model":"NV-Retriever-v1<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":512,"Average":60.9,"ArguAna":68.28,"ClimateFEVER":43.47,"CQADupstackRetrieval":49.36,"DBPedia":50.82,"FEVER":93.15,"FiQA2018":61.18,"HotpotQA":79.12,"MSMARCO":44.89,"NFCorpus":45.06,"NQ":72.44,"QuoraRetrieval":88.78,"SCIDOCS":22.55,"SciFact":81.31,"Touche2020":26.6,"TRECCOVID":86.44}
-{"index":378,"Rank":8,"Model":"LENS-d4000<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.76,"ArguAna":77.32,"ClimateFEVER":44.62,"CQADupstackRetrieval":47.39,"DBPedia":50.1,"FEVER":92.37,"FiQA2018":60.43,"HotpotQA":85.07,"MSMARCO":46.95,"NFCorpus":41.64,"NQ":73.13,"QuoraRetrieval":90.84,"SCIDOCS":27.51,"SciFact":78.39,"Touche2020":25.86,"TRECCOVID":69.73}
-{"index":80,"Rank":9,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.19,"ArguAna":69.65,"ClimateFEVER":39.11,"CQADupstackRetrieval":47.27,"DBPedia":51.32,"FEVER":92.42,"FiQA2018":61.2,"HotpotQA":76.24,"MSMARCO":45.21,"NFCorpus":41.62,"NQ":70.63,"QuoraRetrieval":90.27,"SCIDOCS":21.93,"SciFact":78.32,"Touche2020":30.61,"TRECCOVID":87.1}
-{"index":128,"Rank":10,"Model":"SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.18,"ArguAna":62.34,"ClimateFEVER":34.43,"CQADupstackRetrieval":46.11,"DBPedia":51.21,"FEVER":92.16,"FiQA2018":61.77,"HotpotQA":81.36,"MSMARCO":42.18,"NFCorpus":41.34,"NQ":73.96,"QuoraRetrieval":89.58,"SCIDOCS":24.87,"SciFact":85.91,"Touche2020":28.18,"TRECCOVID":87.27}
-{"index":383,"Rank":11,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":59.5,"ArguAna":65.62,"ClimateFEVER":42.05,"CQADupstackRetrieval":48.85,"DBPedia":51.2,"FEVER":92.44,"FiQA2018":58.78,"HotpotQA":79.45,"MSMARCO":44.18,"NFCorpus":40.46,"NQ":70.52,"QuoraRetrieval":89.89,"SCIDOCS":20.86,"SciFact":77.38,"Touche2020":27.1,"TRECCOVID":83.68}
-{"index":292,"Rank":12,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":59.36,"ArguAna":68.2,"ClimateFEVER":34.72,"CQADupstackRetrieval":50.51,"DBPedia":48.29,"FEVER":87.77,"FiQA2018":63.1,"HotpotQA":79.92,"MSMARCO":46.49,"NFCorpus":38.04,"NQ":71.22,"QuoraRetrieval":89.21,"SCIDOCS":20.19,"SciFact":78.43,"Touche2020":28.38,"TRECCOVID":85.88}
-{"index":32,"Rank":13,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":59.24,"ArguAna":77.37,"ClimateFEVER":39.37,"CQADupstackRetrieval":47.94,"DBPedia":51.37,"FEVER":90.38,"FiQA2018":60.04,"HotpotQA":83.26,"MSMARCO":45.71,"NFCorpus":38.11,"NQ":71.45,"QuoraRetrieval":90.04,"SCIDOCS":26.93,"SciFact":72.05,"Touche2020":30.26,"TRECCOVID":64.27}
-{"index":21,"Rank":14,"Model":"gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Embedding Dimensions":3584,"Max Tokens":32768,"Average":59.11,"ArguAna":54.56,"ClimateFEVER":45.88,"CQADupstackRetrieval":46.43,"DBPedia":52.42,"FEVER":95.11,"FiQA2018":62.03,"HotpotQA":73.08,"MSMARCO":45.98,"NFCorpus":40.6,"NQ":67.0,"QuoraRetrieval":90.09,"SCIDOCS":23.48,"SciFact":79.06,"Touche2020":30.57,"TRECCOVID":80.37}
-{"index":129,"Rank":15,"Model":"SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":59.0,"ArguAna":67.17,"ClimateFEVER":36.41,"CQADupstackRetrieval":46.49,"DBPedia":49.06,"FEVER":89.35,"FiQA2018":60.4,"HotpotQA":77.02,"MSMARCO":43.41,"NFCorpus":41.88,"NQ":69.92,"QuoraRetrieval":89.78,"SCIDOCS":19.91,"SciFact":77.66,"Touche2020":29.0,"TRECCOVID":87.6}
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-{"index":36,"Rank":17,"Model":"e5-R-mistral-7b<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":58.65,"ArguAna":58.99,"ClimateFEVER":40.26,"CQADupstackRetrieval":46.59,"DBPedia":51.03,"FEVER":90.32,"FiQA2018":58.68,"HotpotQA":80.16,"MSMARCO":42.9,"NFCorpus":41.38,"NQ":69.84,"QuoraRetrieval":90.11,"SCIDOCS":19.26,"SciFact":78.92,"Touche2020":26.89,"TRECCOVID":84.4}
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-{"index":23,"Rank":20,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":57.91,"ArguAna":72.11,"ClimateFEVER":48.36,"CQADupstackRetrieval":42.16,"DBPedia":46.3,"FEVER":93.81,"FiQA2018":63.23,"HotpotQA":68.18,"MSMARCO":42.93,"NFCorpus":36.95,"NQ":56.08,"QuoraRetrieval":89.67,"SCIDOCS":26.35,"SciFact":82.43,"Touche2020":22.55,"TRECCOVID":77.49}
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diff --git a/all_data_tasks/48/default.jsonl b/all_data_tasks/48/default.jsonl
index 21b36ae30f5243420fa9cb69807556b3e9a68ca7..ece95621a94e01fd45428c1b1e39742e481c3a7f 100644
--- a/all_data_tasks/48/default.jsonl
+++ b/all_data_tasks/48/default.jsonl
@@ -1,69 +1,70 @@
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+{"index":28,"Rank":51,"Model":"LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Embedding Dimensions":768,"Max Tokens":512,"Average":9.11,"ARCChallenge":3.46,"AlphaNLI":12.55,"HellaSwag":5.57,"PIQA":6.47,"Quail":1.55,"RARbCode":2.11,"RARbMath":27.24,"SIQA":1.05,"SpartQA":1.52,"TempReasonL1":1.65,"TempReasonL2Fact":7.07,"TempReasonL2Pure":0.1,"TempReasonL3Fact":8.34,"TempReasonL3Pure":4.69,"WinoGrande":53.29}
+{"index":62,"Rank":52,"Model":"rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":312,"Max Tokens":2048,"Average":7.89,"ARCChallenge":3.85,"AlphaNLI":14.15,"HellaSwag":10.6,"PIQA":6.27,"Quail":1.11,"RARbCode":1.47,"RARbMath":26.36,"SIQA":0.84,"SpartQA":6.31,"TempReasonL1":0.77,"TempReasonL2Fact":6.72,"TempReasonL2Pure":0.1,"TempReasonL3Fact":7.0,"TempReasonL3Pure":4.88,"WinoGrande":27.9}
+{"index":49,"Rank":53,"Model":"udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1536,"Max Tokens":2048,"Average":5.38,"ARCChallenge":4.32,"AlphaNLI":2.95,"HellaSwag":13.79,"PIQA":5.79,"Quail":1.65,"RARbCode":10.53,"RARbMath":26.48,"SIQA":0.78,"SpartQA":0.11,"TempReasonL1":0.2,"TempReasonL2Fact":4.22,"TempReasonL2Pure":0.24,"TempReasonL3Fact":5.01,"TempReasonL3Pure":2.13,"WinoGrande":2.56}
+{"index":30,"Rank":54,"Model":"rubert-tiny2<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Embedding Dimensions":2048,"Max Tokens":514,"Average":3.54,"ARCChallenge":2.93,"AlphaNLI":6.83,"HellaSwag":5.48,"PIQA":3.01,"Quail":0.41,"RARbCode":1.44,"RARbMath":10.72,"SIQA":0.65,"SpartQA":6.28,"TempReasonL1":0.9,"TempReasonL2Fact":3.59,"TempReasonL2Pure":0.03,"TempReasonL3Fact":4.76,"TempReasonL3Pure":4.66,"WinoGrande":1.42}
+{"index":20,"Rank":55,"Model":"distilrubert-small-cased-conversational<\/a>","Model Size (Million Parameters)":106,"Memory Usage (GB, fp32)":0.39,"Embedding Dimensions":768,"Max Tokens":512,"Average":2.42,"ARCChallenge":2.13,"AlphaNLI":2.5,"HellaSwag":5.59,"PIQA":5.05,"Quail":0.08,"RARbCode":0.0,"RARbMath":6.96,"SIQA":0.1,"SpartQA":5.81,"TempReasonL1":0.88,"TempReasonL2Fact":1.91,"TempReasonL2Pure":0.09,"TempReasonL3Fact":2.41,"TempReasonL3Pure":2.14,"WinoGrande":0.62}
+{"index":29,"Rank":56,"Model":"rubert-tiny<\/a>","Model Size (Million Parameters)":12,"Memory Usage (GB, fp32)":0.04,"Embedding Dimensions":512,"Max Tokens":514,"Average":1.85,"ARCChallenge":2.13,"AlphaNLI":1.48,"HellaSwag":3.74,"PIQA":3.51,"Quail":0.41,"RARbCode":0.63,"RARbMath":4.68,"SIQA":0.23,"SpartQA":3.34,"TempReasonL1":0.16,"TempReasonL2Fact":0.77,"TempReasonL2Pure":0.05,"TempReasonL3Fact":1.66,"TempReasonL3Pure":2.69,"WinoGrande":2.34}
+{"index":22,"Rank":57,"Model":"rubert-base-cased-sentence<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":1.83,"ARCChallenge":0.94,"AlphaNLI":1.74,"HellaSwag":2.08,"PIQA":1.94,"Quail":0.14,"RARbCode":0.36,"RARbMath":5.57,"SIQA":0.25,"SpartQA":1.73,"TempReasonL1":0.16,"TempReasonL2Fact":1.73,"TempReasonL2Pure":0.12,"TempReasonL3Fact":1.79,"TempReasonL3Pure":3.7,"WinoGrande":5.27}
+{"index":26,"Rank":58,"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":1.11,"ARCChallenge":1.9,"AlphaNLI":0.71,"HellaSwag":2.87,"PIQA":1.81,"Quail":0.13,"RARbCode":0.09,"RARbMath":6.37,"SIQA":0.35,"SpartQA":0.0,"TempReasonL1":0.17,"TempReasonL2Fact":0.4,"TempReasonL2Pure":0.11,"TempReasonL3Fact":0.5,"TempReasonL3Pure":0.6,"WinoGrande":0.71}
+{"index":50,"Rank":59,"Model":"udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":2048,"Average":1.09,"ARCChallenge":1.82,"AlphaNLI":0.79,"HellaSwag":4.43,"PIQA":2.45,"Quail":0.28,"RARbCode":0.71,"RARbMath":3.05,"SIQA":0.08,"SpartQA":0.04,"TempReasonL1":0.02,"TempReasonL2Fact":0.81,"TempReasonL2Pure":0.13,"TempReasonL3Fact":1.14,"TempReasonL3Pure":0.55,"WinoGrande":0.03}
+{"index":27,"Rank":60,"Model":"sbert_large_nlu_ru<\/a>","Model Size (Million Parameters)":427,"Memory Usage (GB, fp32)":1.59,"Embedding Dimensions":1024,"Max Tokens":512,"Average":0.91,"ARCChallenge":1.8,"AlphaNLI":1.1,"HellaSwag":2.48,"PIQA":1.65,"Quail":0.19,"RARbCode":0.21,"RARbMath":4.27,"SIQA":0.13,"SpartQA":0.02,"TempReasonL1":0.19,"TempReasonL2Fact":0.35,"TempReasonL2Pure":0.09,"TempReasonL3Fact":0.45,"TempReasonL3Pure":0.3,"WinoGrande":0.38}
+{"index":21,"Rank":61,"Model":"rubert-base-cased<\/a>","Model Size (Million Parameters)":180,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":0.89,"ARCChallenge":0.56,"AlphaNLI":0.56,"HellaSwag":1.71,"PIQA":1.66,"Quail":0.03,"RARbCode":0.03,"RARbMath":3.54,"SIQA":0.0,"SpartQA":0.03,"TempReasonL1":0.24,"TempReasonL2Fact":1.06,"TempReasonL2Pure":0.22,"TempReasonL3Fact":1.01,"TempReasonL3Pure":2.61,"WinoGrande":0.03}
+{"index":33,"Rank":62,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":0.81,"ARCChallenge":1.06,"AlphaNLI":0.64,"HellaSwag":1.89,"PIQA":1.59,"Quail":0.04,"RARbCode":0.0,"RARbMath":4.04,"SIQA":0.03,"SpartQA":0.28,"TempReasonL1":0.16,"TempReasonL2Fact":0.84,"TempReasonL2Pure":0.04,"TempReasonL3Fact":0.93,"TempReasonL3Pure":0.52,"WinoGrande":0.03}
+{"index":51,"Rank":63,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":275,"Memory Usage (GB, fp32)":1.02,"Embedding Dimensions":768,"Max Tokens":8192,"Average":0.07,"ARCChallenge":0.0,"AlphaNLI":0.0,"HellaSwag":0.0,"PIQA":0.0,"Quail":0.0,"RARbCode":0.0,"RARbMath":0.01,"SIQA":0.03,"SpartQA":0.56,"TempReasonL1":0.05,"TempReasonL2Fact":0.11,"TempReasonL2Pure":0.04,"TempReasonL3Fact":0.05,"TempReasonL3Pure":0.09,"WinoGrande":0.12}
+{"index":0,"Rank":64,"Model":"voyage-3-lite<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":512,"Max Tokens":32000,"Average":"","ARCChallenge":"","AlphaNLI":"","HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":0.45,"TempReasonL1":1.85,"TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":41.17}
+{"index":1,"Rank":65,"Model":"voyage-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","ARCChallenge":"","AlphaNLI":"","HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":10.73,"TempReasonL1":1.23,"TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":67.74}
+{"index":2,"Rank":66,"Model":"voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":16000,"Average":"","ARCChallenge":"","AlphaNLI":"","HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":0.3,"TempReasonL1":1.1,"TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":28.75}
+{"index":3,"Rank":67,"Model":"voyage-multilingual-2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":32000,"Average":"","ARCChallenge":"","AlphaNLI":"","HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":10.19,"TempReasonL1":1.37,"TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":39.09}
+{"index":18,"Rank":68,"Model":"Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":384,"Max Tokens":512,"Average":"","ARCChallenge":7.73,"AlphaNLI":21.33,"HellaSwag":"","PIQA":24.67,"Quail":3.05,"RARbCode":41.03,"RARbMath":"","SIQA":"","SpartQA":5.4,"TempReasonL1":0.94,"TempReasonL2Fact":27.02,"TempReasonL2Pure":0.75,"TempReasonL3Fact":22.9,"TempReasonL3Pure":6.32,"WinoGrande":61.87}
+{"index":32,"Rank":69,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","ARCChallenge":"","AlphaNLI":"","HellaSwag":"","PIQA":"","Quail":"","RARbCode":"","RARbMath":"","SIQA":"","SpartQA":7.58,"TempReasonL1":0.9,"TempReasonL2Fact":"","TempReasonL2Pure":"","TempReasonL3Fact":"","TempReasonL3Pure":"","WinoGrande":32.79}
+{"index":35,"Rank":70,"Model":"contriever-instruct<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Embedding Dimensions":768,"Max Tokens":512,"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}
diff --git a/boards_data/de/data_tasks/Retrieval/default.jsonl b/boards_data/de/data_tasks/Retrieval/default.jsonl
index 2ee949ee989ae11436de445f0bdc0ed9110b64a5..75435f3078cbb1865aaaf6b4193870c9f2d555e9 100644
--- a/boards_data/de/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/de/data_tasks/Retrieval/default.jsonl
@@ -41,7 +41,7 @@
{"index":28,"Rank":41,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GerDaLIR":0.14,"GermanDPR":"","GermanQuAD-Retrieval":2.67,"XMarket (de)":0.49}
{"index":29,"Rank":42,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GerDaLIR":4.99,"GermanDPR":"","GermanQuAD-Retrieval":79.75,"XMarket (de)":6.28}
{"index":30,"Rank":43,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","GerDaLIR":1.0,"GermanDPR":46.48,"GermanQuAD-Retrieval":70.6,"XMarket (de)":""}
-{"index":31,"Rank":44,"Model":"inf-retriever-v1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":"","GerDaLIR":"","GermanDPR":"","GermanQuAD-Retrieval":"","XMarket (de)":""}
+{"index":31,"Rank":44,"Model":"inf-retriever-v1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":"","GerDaLIR":"","GermanDPR":84.62,"GermanQuAD-Retrieval":96.69,"XMarket (de)":32.96}
{"index":32,"Rank":45,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GerDaLIR":1.11,"GermanDPR":"","GermanQuAD-Retrieval":76.71,"XMarket (de)":16.14}
{"index":33,"Rank":46,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","GerDaLIR":1.66,"GermanDPR":"","GermanQuAD-Retrieval":82.98,"XMarket (de)":14.27}
{"index":34,"Rank":47,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","GerDaLIR":3.65,"GermanDPR":"","GermanQuAD-Retrieval":85.05,"XMarket (de)":16.74}
diff --git a/boards_data/en/data_overall/default.jsonl b/boards_data/en/data_overall/default.jsonl
index 0e591700d986558341a3531de82b6eee2fbe6ec7..17058acd6a17f18cad96d959f603b00ca839ce5f 100644
--- a/boards_data/en/data_overall/default.jsonl
+++ b/boards_data/en/data_overall/default.jsonl
@@ -306,7 +306,7 @@
{"index":203,"Rank":320,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":204,"Rank":321,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":211,"Rank":322,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average (56 datasets)":"","Classification Average (12 datasets)":75.97,"Clustering Average (11 datasets)":46.08,"PairClassification Average (3 datasets)":87.12,"Reranking Average (4 datasets)":60.03,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":83.11,"Summarization Average (1 datasets)":31.61}
-{"index":217,"Rank":323,"Model":"inf-retriever-v1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
+{"index":217,"Rank":323,"Model":"inf-retriever-v1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":61.71,"STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":229,"Rank":324,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":230,"Rank":325,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average (56 datasets)":"","Classification Average (12 datasets)":"","Clustering Average (11 datasets)":"","PairClassification Average (3 datasets)":"","Reranking Average (4 datasets)":"","Retrieval Average (15 datasets)":"","STS Average (10 datasets)":"","Summarization Average (1 datasets)":""}
{"index":238,"Rank":326,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average (56 datasets)":"","Classification Average (12 datasets)":67.98,"Clustering Average (11 datasets)":38.99,"PairClassification Average (3 datasets)":83.65,"Reranking Average (4 datasets)":54.64,"Retrieval Average (15 datasets)":"","STS Average (10 datasets)":82.61,"Summarization Average (1 datasets)":31.55}
diff --git a/boards_data/en/data_tasks/Retrieval/default.jsonl b/boards_data/en/data_tasks/Retrieval/default.jsonl
index f3b9ef79d4cb8a6cb77953778dfda47029ae45e3..3a7e09f77e8a97f37f29f0c8fca0243a063eb217 100644
--- a/boards_data/en/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/en/data_tasks/Retrieval/default.jsonl
@@ -2,315 +2,315 @@
{"index":293,"Rank":2,"Model":"NV-Embed-v2<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":62.65,"ArguAna":70.07,"ClimateFEVER":45.39,"CQADupstackRetrieval":50.24,"DBPedia":53.5,"FEVER":93.75,"FiQA2018":65.73,"HotpotQA":85.48,"MSMARCO":45.63,"NFCorpus":45.17,"NQ":73.57,"QuoraRetrieval":89.03,"SCIDOCS":21.9,"SciFact":80.13,"Touche2020":31.78,"TRECCOVID":88.44}
{"index":29,"Rank":3,"Model":"bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":62.16,"ArguAna":83.08,"ClimateFEVER":45.43,"CQADupstackRetrieval":47.31,"DBPedia":51.63,"FEVER":92.83,"FiQA2018":59.67,"HotpotQA":85.14,"MSMARCO":46.79,"NFCorpus":41.85,"NQ":73.88,"QuoraRetrieval":90.95,"SCIDOCS":25.26,"SciFact":79.09,"Touche2020":30.48,"TRECCOVID":79.08}
{"index":379,"Rank":4,"Model":"LENS-d8000<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":61.86,"ArguAna":76.02,"ClimateFEVER":45.77,"CQADupstackRetrieval":48.67,"DBPedia":49.75,"FEVER":92.32,"FiQA2018":61.57,"HotpotQA":85.71,"MSMARCO":47.24,"NFCorpus":40.61,"NQ":74.64,"QuoraRetrieval":90.79,"SCIDOCS":28.54,"SciFact":79.75,"Touche2020":29.34,"TRECCOVID":77.18}
-{"index":111,"Rank":5,"Model":"jasper_en_vision_language_v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":61.33,"ArguAna":65.2,"ClimateFEVER":48.44,"CQADupstackRetrieval":47.94,"DBPedia":52.48,"FEVER":94.81,"FiQA2018":60.12,"HotpotQA":77.68,"MSMARCO":45.31,"NFCorpus":43.31,"NQ":71.49,"QuoraRetrieval":90.04,"SCIDOCS":24.64,"SciFact":80.37,"Touche2020":31.39,"TRECCOVID":86.73}
-{"index":112,"Rank":6,"Model":"stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Embedding Dimensions":8192,"Max Tokens":131072,"Average":61.01,"ArguAna":65.27,"ClimateFEVER":46.11,"CQADupstackRetrieval":47.75,"DBPedia":52.28,"FEVER":94.83,"FiQA2018":60.48,"HotpotQA":76.67,"MSMARCO":45.22,"NFCorpus":42.0,"NQ":71.8,"QuoraRetrieval":90.03,"SCIDOCS":26.64,"SciFact":80.09,"Touche2020":29.94,"TRECCOVID":85.98}
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+{"index":202,"Rank":327,"Model":"jina-embeddings-v2-base-en-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":44.18,"ClimateFEVER":23.53,"CQADupstackRetrieval":"","DBPedia":35.05,"FEVER":72.33,"FiQA2018":41.58,"HotpotQA":61.38,"MSMARCO":40.92,"NFCorpus":32.45,"NQ":60.44,"QuoraRetrieval":88.2,"SCIDOCS":19.86,"SciFact":66.68,"Touche2020":26.24,"TRECCOVID":65.91}
+{"index":203,"Rank":328,"Model":"bert-base-multilingual-cased<\/a>","Model Size (Million Parameters)":179,"Memory Usage (GB, fp32)":0.67,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
+{"index":204,"Rank":329,"Model":"bert-base-multilingual-uncased<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
+{"index":211,"Rank":330,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna":63.54,"ClimateFEVER":36.57,"CQADupstackRetrieval":"","DBPedia":44.11,"FEVER":87.18,"FiQA2018":45.02,"HotpotQA":74.1,"MSMARCO":42.49,"NFCorpus":38.13,"NQ":55.03,"QuoraRetrieval":89.07,"SCIDOCS":22.64,"SciFact":74.61,"Touche2020":24.81,"TRECCOVID":74.82}
{"index":229,"Rank":331,"Model":"herbert-base-retrieval-v2<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":230,"Rank":332,"Model":"silver-retriever-base-v1<\/a>","Model Size (Million Parameters)":125,"Memory Usage (GB, fp32)":0.47,"Embedding Dimensions":768,"Max Tokens":514,"Average":"","ArguAna":"","ClimateFEVER":"","CQADupstackRetrieval":"","DBPedia":"","FEVER":"","FiQA2018":"","HotpotQA":"","MSMARCO":"","NFCorpus":"","NQ":"","QuoraRetrieval":"","SCIDOCS":"","SciFact":"","Touche2020":"","TRECCOVID":""}
{"index":238,"Rank":333,"Model":"jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Embedding Dimensions":768,"Max Tokens":8192,"Average":"","ArguAna":49.33,"ClimateFEVER":21.8,"CQADupstackRetrieval":36.22,"DBPedia":31.47,"FEVER":67.89,"FiQA2018":32.3,"HotpotQA":55.39,"MSMARCO":"","NFCorpus":28.61,"NQ":48.9,"QuoraRetrieval":87.93,"SCIDOCS":16.29,"SciFact":60.68,"Touche2020":21.03,"TRECCOVID":65.12}
diff --git a/boards_data/fr/data_tasks/Retrieval/default.jsonl b/boards_data/fr/data_tasks/Retrieval/default.jsonl
index eca5154282eb0b11e34714e1dcb33d8b3ea268fc..13dd627a0925b51b0a995d70875ca870821ff690 100644
--- a/boards_data/fr/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/fr/data_tasks/Retrieval/default.jsonl
@@ -96,7 +96,7 @@
{"index":68,"Rank":103,"Model":"USER-bge-m3<\/a>","Model Size (Million Parameters)":359,"Memory Usage (GB, fp32)":1.34,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":"","AlloprofRetrieval":46.17,"BSARDRetrieval":16.57,"MintakaRetrieval (fr)":24.43,"SyntecRetrieval":83.99,"XPQARetrieval (fr)":""}
{"index":69,"Rank":104,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":0.12,"BSARDRetrieval":0.0,"MintakaRetrieval (fr)":1.02,"SyntecRetrieval":5.82,"XPQARetrieval (fr)":""}
{"index":71,"Rank":106,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":29.3,"BSARDRetrieval":8.77,"MintakaRetrieval (fr)":13.58,"SyntecRetrieval":60.84,"XPQARetrieval (fr)":""}
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+{"index":79,"Rank":108,"Model":"inf-retriever-v1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Embedding Dimensions":3584,"Max Tokens":131072,"Average":"","AlloprofRetrieval":63.61,"BSARDRetrieval":28.99,"MintakaRetrieval (fr)":51.48,"SyntecRetrieval":92.2,"XPQARetrieval (fr)":""}
{"index":80,"Rank":109,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":29.4,"BSARDRetrieval":6.07,"MintakaRetrieval (fr)":19.89,"SyntecRetrieval":62.09,"XPQARetrieval (fr)":""}
{"index":81,"Rank":110,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","AlloprofRetrieval":31.86,"BSARDRetrieval":11.7,"MintakaRetrieval (fr)":23.51,"SyntecRetrieval":67.34,"XPQARetrieval (fr)":""}
{"index":82,"Rank":111,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","AlloprofRetrieval":33.73,"BSARDRetrieval":11.87,"MintakaRetrieval (fr)":22.39,"SyntecRetrieval":70.86,"XPQARetrieval (fr)":""}
diff --git a/boards_data/pl/data_tasks/Retrieval/default.jsonl b/boards_data/pl/data_tasks/Retrieval/default.jsonl
index a045dba1cbe3b3cc85127d3e11af8acc854c753e..a8ea4b7a3a3c9a5e859dca105fd99e5016bd4f34 100644
--- a/boards_data/pl/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/pl/data_tasks/Retrieval/default.jsonl
@@ -61,7 +61,7 @@
{"index":57,"Rank":75,"Model":"deberta-v1-base<\/a>","Model Size (Million Parameters)":124,"Memory Usage (GB, fp32)":0.46,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":0.14,"TRECCOVID-PL":2.91}
{"index":59,"Rank":77,"Model":"e5-base-4k<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":32.21,"TRECCOVID-PL":16.5}
{"index":60,"Rank":78,"Model":"SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":"","ArguAna-PL":15.04,"DBPedia-PL":"","FiQA-PL":3.1,"HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":4.6,"NQ-PL":"","Quora-PL":77.61,"SCIDOCS-PL":1.4,"SciFact-PL":32.24,"TRECCOVID-PL":24.53}
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{"index":62,"Rank":80,"Model":"e5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":39.16,"TRECCOVID-PL":30.17}
{"index":63,"Rank":81,"Model":"e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":42.16,"TRECCOVID-PL":20.13}
{"index":64,"Rank":82,"Model":"e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":"","ArguAna-PL":"","DBPedia-PL":"","FiQA-PL":"","HotpotQA-PL":"","MSMARCO-PL":"","NFCorpus-PL":"","NQ-PL":"","Quora-PL":"","SCIDOCS-PL":"","SciFact-PL":44.95,"TRECCOVID-PL":35.81}
diff --git a/boards_data/rar-b/data_tasks/Retrieval/default.jsonl b/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
index 21b36ae30f5243420fa9cb69807556b3e9a68ca7..ece95621a94e01fd45428c1b1e39742e481c3a7f 100644
--- a/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
+++ b/boards_data/rar-b/data_tasks/Retrieval/default.jsonl
@@ -1,69 +1,70 @@
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-{"index":42,"Rank":10,"Model":"e5-mistral-7b-instruct-noinstruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"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":40,"Rank":11,"Model":"e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":26.39,"ARCChallenge":11.29,"AlphaNLI":15.16,"HellaSwag":27.86,"PIQA":29.55,"Quail":5.28,"RARbCode":58.67,"RARbMath":75.51,"SIQA":4.07,"SpartQA":10.37,"TempReasonL1":1.77,"TempReasonL2Fact":49.91,"TempReasonL2Pure":3.29,"TempReasonL3Fact":41.83,"TempReasonL3Pure":9.7,"WinoGrande":51.52}
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