Model
stringlengths 8
31
| Computation
float64 9.8
64.9
| General
float64 12.7
65.2
| Visualization
float64 5.3
62.2
| System
float64 11
55.2
| Time
float64 4.4
56.6
| Network
float64 5
42.9
| Cryptography
float64 9.1
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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