Model
stringlengths 5
31
| Computation
float64 8.9
64.9
| General
float64 9.5
65.9
| Visualization
float64 4.3
63.2
| System
float64 3.8
55.2
| Time
float64 0.7
56.6
| Network
float64 2.9
42.9
| Cryptography
float64 5.1
65.7
|
|---|---|---|---|---|---|---|---|
Magicoder-S-DS-6.7B
| 45.7
| 51.1
| 39.6
| 49.1
| 41.2
| 31.4
| 54.5
|
StarCoder2-15B-Instruct-v0.1
| 44
| 46.5
| 35
| 46.3
| 39
| 30
| 49.5
|
StarCoder2-3B
| 20.5
| 19.5
| 18.3
| 26.4
| 19.1
| 18.6
| 27.3
|
StarCoder2-7B
| 26.2
| 25.4
| 22.3
| 31.1
| 22.8
| 26.4
| 34.3
|
StarCoder2-15B
| 37.6
| 38.4
| 29.9
| 37.6
| 36
| 28.6
| 54.5
|
CodeQwen1.5-7B
| 45.1
| 47.9
| 40.1
| 44.1
| 38.2
| 29.3
| 43.4
|
CodeGemma-2B
| 21.3
| 25.4
| 18.5
| 28
| 19.1
| 18.6
| 29.3
|
CodeGemma-7B
| 37.7
| 41.1
| 28.4
| 37.6
| 28.7
| 27.1
| 47.5
|
CodeGemma-7B-Instruct
| 39.6
| 42.3
| 34.3
| 33.7
| 27.9
| 27.1
| 36.4
|
GPT-3.5-Turbo-0125
| 53.4
| 52.8
| 46.4
| 45.3
| 44.1
| 27.1
| 43.4
|
GPT-4o-2024-05-13
| 63.6
| 63.2
| 59.9
| 52.1
| 53.7
| 34.3
| 56.6
|
GPT-4-Turbo-2024-04-09
| 59.4
| 62.3
| 55.8
| 49.5
| 52.2
| 42.9
| 55.6
|
GPT-4-0613
| 58.5
| 60.9
| 52.8
| 50.9
| 47.1
| 30.7
| 56.6
|
CodeLlama-7B-Base
| 26.3
| 26.3
| 20.8
| 33.6
| 24.3
| 24.3
| 42.4
|
CodeLlama-13B-Base
| 28.7
| 32.8
| 22.3
| 36
| 30.9
| 25.7
| 37.4
|
CodeLlama-7B-Instruct
| 21.4
| 25.1
| 17.5
| 32.3
| 23.5
| 22.1
| 31.3
|
CodeLlama-13B-Instruct
| 27.9
| 32.6
| 23.4
| 34.6
| 26.5
| 21.4
| 44.4
|
Mistral-Large-2402
| 37.8
| 37.7
| 32.2
| 36.7
| 25
| 23.6
| 44.4
|
Mistral-Small-2402
| 40.4
| 42.3
| 35
| 41.1
| 37.5
| 24.3
| 43.4
|
Mixtral-8x22B-Base
| 46.1
| 46.8
| 39.6
| 40.9
| 39
| 25
| 49.5
|
Mixtral-8x22B-Instruct
| 48.5
| 50.6
| 47.7
| 49.5
| 48.5
| 35.7
| 52.5
|
CodeLlama-34B-Base
| 35.1
| 35.1
| 32
| 42
| 29.4
| 37.9
| 44.4
|
CodeLlama-34B-Instruct
| 32.1
| 37.8
| 27.9
| 37.6
| 26.5
| 25.7
| 42.4
|
CodeLlama-70B-Base
| 41.6
| 44.3
| 38.3
| 45.3
| 37.5
| 40
| 46.5
|
CodeLlama-70B-Instruct
| 48.6
| 50.2
| 43.7
| 48.3
| 42.6
| 38.6
| 57.6
|
CodeQwen1.5-7B-Chat
| 42
| 46.2
| 35.8
| 43.7
| 39
| 35
| 47.5
|
Qwen1.5-110B-Chat
| 45.6
| 45
| 40.4
| 40
| 37.5
| 27.9
| 39.4
|
Qwen1.5-72B-Chat
| 38
| 42
| 33
| 39
| 32.4
| 36.4
| 40.4
|
Qwen1.5-32B-Chat
| 41.1
| 46.3
| 35.3
| 39.5
| 36.8
| 22.9
| 39.4
|
DeepSeek-V2-Chat
| 49.2
| 51.5
| 46.7
| 45.1
| 41.9
| 22.1
| 47.5
|
DeepSeek-Coder-1.3B-Base
| 20.7
| 23.8
| 19.8
| 21
| 19.9
| 14.3
| 29.3
|
DeepSeek-Coder-1.3B-Instruct
| 28
| 31.7
| 24.6
| 28.7
| 21.3
| 18.6
| 34.3
|
DeepSeek-Coder-33B-Base
| 45.2
| 47.2
| 40.6
| 48.4
| 42.6
| 32.1
| 50.5
|
DeepSeek-Coder-33B-Instruct
| 51.1
| 54.4
| 43.9
| 47.9
| 41.2
| 32.9
| 60.6
|
DeepSeek-Coder-6.7B-Base
| 39
| 47.2
| 30.5
| 46.5
| 35.3
| 23.6
| 49.5
|
DeepSeek-Coder-6.7B-Instruct
| 43.2
| 45.6
| 36.5
| 44.1
| 41.9
| 23.6
| 39.4
|
Llama-3-70B-Base
| 42.3
| 44.2
| 37.6
| 42.3
| 38.2
| 30
| 56.6
|
Llama-3-70B-Instruct
| 56
| 55.1
| 53.8
| 49.7
| 46.3
| 27.1
| 51.5
|
Llama-3-8B-Base
| 27.5
| 28.4
| 23.9
| 28.5
| 25.7
| 25
| 32.3
|
Llama-3-8B-Instruct
| 35.7
| 41
| 31.2
| 35.8
| 27.2
| 22.1
| 48.5
|
Granite-Code-3B-Instruct
| 27.9
| 34.8
| 23.1
| 34.1
| 29.4
| 22.1
| 35.4
|
Granite-Code-8B-Instruct
| 39.6
| 40.4
| 31.5
| 39
| 27.9
| 27.9
| 41.4
|
Granite-Code-20B-Instruct
| 40.4
| 44.4
| 33.2
| 41.8
| 35.3
| 35
| 53.5
|
Granite-Code-34B-Instruct
| 42.8
| 46.2
| 37.3
| 44.2
| 36
| 37.1
| 56.6
|
Granite-Code-3B-Base
| 17.5
| 19.9
| 14.2
| 20.6
| 18.4
| 18.6
| 32.3
|
Granite-Code-8B-Base
| 34.6
| 33.9
| 29.7
| 35.7
| 31.6
| 26.4
| 39.4
|
Granite-Code-20B-Base
| 22.6
| 22.7
| 17.8
| 35
| 27.9
| 32.1
| 35.4
|
Granite-Code-34B-Base
| 36.5
| 38.7
| 30.2
| 39.9
| 28.7
| 30
| 43.4
|
Claude-3-Haiku-20240307
| 50.8
| 52.5
| 50.5
| 45.1
| 40.4
| 26.4
| 54.5
|
Claude-3-Sonnet-20240229
| 55.2
| 53.1
| 51.3
| 49.7
| 48.5
| 35
| 56.6
|
Claude-3-Opus-20240229
| 57.9
| 59.2
| 55.1
| 50.7
| 52.9
| 40.7
| 62.6
|
Yi-1.5-34B-Chat
| 43.7
| 45.7
| 37.3
| 40.6
| 36.8
| 28.6
| 44.4
|
Yi-1.5-34B
| 37.2
| 42.9
| 33.8
| 38.1
| 34.6
| 26.4
| 48.5
|
Yi-1.5-9B-Chat
| 42.9
| 41.3
| 35
| 41.3
| 36
| 31.4
| 48.5
|
Yi-1.5-9B
| 34
| 38.4
| 28.7
| 34.3
| 30.1
| 27.1
| 45.5
|
Yi-1.5-6B-Chat
| 31.9
| 36.2
| 24.9
| 33.6
| 30.9
| 20.7
| 41.4
|
Yi-1.5-6B
| 25.2
| 28.6
| 22.6
| 28.3
| 23.5
| 15
| 43.4
|
Qwen2-57B-A14B
| 48.2
| 48.8
| 43.7
| 41.8
| 39
| 25.7
| 32.3
|
Qwen2-7B-Instruct
| 42.1
| 45.6
| 42.1
| 35.1
| 32.4
| 24.3
| 51.5
|
Qwen2-72B-Chat
| 53.8
| 58.7
| 52
| 49.7
| 39.7
| 32.9
| 51.5
|
Gemini-1.5-Pro-API-0514
| 58.6
| 58.2
| 56.1
| 50.2
| 50
| 34.3
| 65.7
|
Gemini-1.5-Flash-API-0514
| 56.8
| 56.7
| 52
| 50
| 47.8
| 25
| 55.6
|
OpenCodeInterpreter-DS-33B
| 49.6
| 53.8
| 44.2
| 50.5
| 45.6
| 35.7
| 55.6
|
OpenCodeInterpreter-DS-6.7B
| 44.2
| 44.9
| 36.3
| 46.7
| 38.2
| 28.6
| 48.5
|
OpenCodeInterpreter-DS-1.3B
| 29
| 31
| 24.1
| 27.4
| 22.1
| 15.7
| 44.4
|
Phi-3-Medium-128K-Instruct
| 48.4
| 51.2
| 40.4
| 45.8
| 42.6
| 30.7
| 50.5
|
Phi-3-Small-128K-Instruct
| 38.6
| 44.7
| 37.8
| 35
| 35.3
| 20.7
| 38.4
|
Codestral-22B-v0.1
| 53
| 55.3
| 47
| 47.4
| 46.3
| 34.3
| 51.5
|
Codestral-Mamba
| 43.1
| 48.2
| 35.5
| 43.4
| 36.8
| 22.1
| 57.6
|
Mistral-7B-Instruct-v0.3
| 27
| 28.4
| 24.6
| 26.2
| 26.5
| 10.7
| 29.3
|
Mistral-7B-v0.3
| 20.9
| 24.2
| 17.8
| 25.7
| 24.3
| 18.6
| 30.3
|
Command R+
| 41.2
| 41.1
| 38.1
| 39.9
| 37.5
| 26.4
| 48.5
|
DeepSeek-Coder-V2-Instruct
| 62
| 63.9
| 58.4
| 51.2
| 50
| 26.4
| 63.6
|
DeepSeek-Coder-V2-Lite-Instruct
| 47.3
| 50.4
| 43.9
| 43.9
| 37.5
| 26.4
| 52.5
|
DeepSeek-Coder-V2-Lite-Base
| 45.1
| 45.5
| 41.9
| 43
| 37.5
| 23.6
| 58.6
|
Claude-3.5-Sonnet-20240620
| 60.5
| 60.6
| 58.1
| 50
| 50.7
| 30.7
| 59.6
|
Hermes-2-Theta-Llama-3-70B
| 58.2
| 54.7
| 53.3
| 50.5
| 49.3
| 28.6
| 55.6
|
WaveCoder-Ultra-6.7B
| 45
| 42.7
| 39.8
| 42.8
| 30.1
| 20.7
| 49.5
|
Gemma-2-9B-Instruct
| 43.3
| 41
| 35.8
| 35.7
| 26.5
| 15.7
| 38.4
|
AutoCoder
| 52.4
| 55.3
| 47.5
| 48.1
| 48.5
| 25.7
| 53.5
|
AutoCoder-S-6.7B
| 45.1
| 47
| 38.3
| 48.3
| 44.9
| 30.7
| 52.5
|
AutoCoder-QW-7B
| 41
| 43.7
| 33.5
| 39.5
| 35.3
| 25
| 51.5
|
ReflectionCoder-DS-33B
| 53.3
| 55.3
| 47.2
| 50.3
| 45.6
| 27.9
| 54.5
|
ReflectionCoder-DS-6.7B
| 47.9
| 48.3
| 43.7
| 46.3
| 42.6
| 31.4
| 45.5
|
ReflectionCoder-CL-34B
| 45.1
| 50.5
| 40.6
| 45.8
| 36.8
| 30
| 50.5
|
ReflectionCoder-CL-7B
| 39.6
| 42
| 34
| 41.1
| 33.1
| 23.6
| 40.4
|
Phi-3.1-Mini-128K-Instruct
| 46.5
| 48.9
| 43.1
| 43.9
| 39.7
| 21.4
| 46.5
|
Phi-3-Mini-128K-Instruct
| 43.1
| 41.3
| 36.8
| 33.9
| 31.6
| 23.6
| 40.4
|
InternLM2.5-7B-Chat
| 31.6
| 35.5
| 25.6
| 30.6
| 32.4
| 22.9
| 30.3
|
Hermes-2-Pro-Llama-3-70B
| 56.1
| 55.3
| 49.7
| 48.6
| 41.2
| 32.1
| 60.6
|
DeepSeek-V2-Chat (2024-06-28)
| 62
| 62.5
| 58.6
| 50.5
| 49.3
| 30.7
| 60.6
|
Gemma-2-27B-Instruct
| 54.5
| 53.1
| 47.7
| 48.6
| 45.6
| 26.4
| 55.6
|
Artigenz-Coder-DS-6.7B
| 46.6
| 48.5
| 41.9
| 46.5
| 39
| 28.6
| 61.6
|
OpenChat-3.6-8B-20240522
| 34.4
| 43.1
| 26.9
| 36.9
| 38.2
| 24.3
| 40.4
|
Phind-CodeLlama-34B-v2
| 47.7
| 49.1
| 43.4
| 42.1
| 39
| 35
| 47.5
|
Yi-Large
| 47
| 53.8
| 40.9
| 41.4
| 36.8
| 18.6
| 40.4
|
CodeGeex4-All-9B
| 48.6
| 52.8
| 42.1
| 44.8
| 45.6
| 34.3
| 49.5
|
GPT-4o-mini-2024-07-18
| 59.4
| 60.8
| 57.1
| 49.8
| 47.1
| 27.1
| 59.6
|
Athene-70B
| 51.8
| 45.6
| 44.7
| 40.6
| 33.8
| 27.1
| 45.5
|
Nxcode-CQ-7B-Orpo
| 43.7
| 48.1
| 39.1
| 41.6
| 39
| 30
| 49.5
|
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