Model
stringlengths
8
39
Computation
float64
0.6
45.6
General
float64
0
43.3
Visualization
float64
0
46.2
System
float64
1.6
38.1
Time
float64
0
35.5
Network
float64
0
36
Cryptography
float64
0
61.5
Magicoder-S-DS-6.7B
10.6
14.9
9.2
16.7
6.5
14
7.7
StarCoder2-15B-Instruct-v0.1
12.5
14.9
15.4
18.3
9.7
12
23.1
StarCoder2-3B
6.2
6
4.6
4.8
3.2
0
0
StarCoder2-7B
8.1
7.5
9.2
11.1
3.2
16
0
StarCoder2-15B
13.1
9
9.2
11.1
9.7
8
61.5
CodeQwen1.5-7B
15
16.4
18.5
16.7
9.7
14
23.1
CodeGemma-2B
6.9
9
10.8
4.8
6.5
6
0
CodeGemma-7B
11.9
4.5
3.1
11.9
12.9
2
23.1
CodeGemma-7B-Instruct
15
11.9
13.8
11.9
12.9
10
0
GPT-3.5-Turbo-0125
26.2
22.4
23.1
19.8
9.7
8
0
GPT-4o-2024-05-13
33.1
28.4
33.8
24.6
19.4
22
23.1
GPT-4-Turbo-2024-04-09
37.5
40.3
40
29.4
25.8
30
23.1
GPT-4-0613
21.2
17.9
24.6
22.2
6.5
14
23.1
CodeLlama-7B-Base
1.9
4.5
6.2
8.7
6.5
8
0
CodeLlama-13B-Base
6.2
10.4
4.6
11.9
6.5
14
23.1
CodeLlama-7B-Instruct
1.2
4.5
0
9.5
6.5
4
0
CodeLlama-13B-Instruct
5
6
6.2
7.9
3.2
6
23.1
Mistral-Large-2402
13.8
7.5
13.8
14.3
3.2
10
0
Mistral-Small-2402
12.5
19.4
10.8
20.6
12.9
12
7.7
Mixtral-8x22B-Base
16.9
19.4
9.2
13.5
9.7
12
0
Mixtral-8x22B-Instruct
17.5
22.4
27.7
19.8
12.9
22
23.1
CodeLlama-34B-Base
9.4
11.9
6.2
15.1
6.5
32
23.1
CodeLlama-34B-Instruct
7.5
9
6.2
16.7
6.5
14
0
CodeLlama-70B-Base
12.5
9
9.2
20.6
12.9
36
23.1
CodeLlama-70B-Instruct
13.8
13.4
10.8
13.5
9.7
30
23.1
CodeQwen1.5-7B-Chat
13.1
17.9
7.7
15.1
12.9
28
23.1
Qwen1.5-110B-Chat
23.1
16.4
23.1
17.5
9.7
20
0
Qwen1.5-72B-Chat
12.5
11.9
10.8
7.9
6.5
20
0
Qwen1.5-32B-Chat
17.5
14.9
15.4
10.3
3.2
6
0
DeepSeek-V2-Chat
15
17.9
23.1
16.7
6.5
4
23.1
DeepSeek-Coder-1.3B-Base
0.6
6
1.5
5.6
6.5
2
0
DeepSeek-Coder-1.3B-Instruct
3.1
0
3.1
1.6
0
0
0
DeepSeek-Coder-33B-Base
17.5
14.9
23.1
19
16.1
18
46.2
DeepSeek-Coder-33B-Instruct
17.5
25.4
21.5
23
12.9
20
46.2
DeepSeek-Coder-6.7B-Base
8.1
17.9
6.2
19.8
6.5
12
53.8
DeepSeek-Coder-6.7B-Instruct
14.4
13.4
21.5
15.1
22.6
6
30.8
Llama-3-70B-Base
13.1
14.9
16.9
11.1
19.4
16
46.2
Llama-3-70B-Instruct
30
25.4
32.3
29.4
12.9
10
23.1
Llama-3-8B-Base
6.9
4.5
6.2
4.8
6.5
10
0
Llama-3-8B-Instruct
6.2
11.9
7.7
6.3
6.5
12
23.1
Granite-Code-3B-Instruct
3.1
7.5
9.2
4.8
6.5
10
0
Granite-Code-8B-Instruct
9.4
6
10.8
7.9
6.5
6
0
Granite-Code-20B-Instruct
11.2
10.4
7.7
9.5
6.5
10
23.1
Granite-Code-34B-Instruct
14.4
14.9
13.8
18.3
9.7
20
23.1
Granite-Code-3B-Base
2.5
0
0
1.6
0
0
0
Granite-Code-8B-Base
10
7.5
9.2
4
9.7
6
0
Granite-Code-20B-Base
6.2
7.5
3.1
16.7
9.7
18
23.1
Granite-Code-34B-Base
13.1
9
13.8
9.5
6.5
2
23.1
Claude-3-Haiku-20240307
25.6
14.9
29.2
12.7
12.9
6
23.1
Claude-3-Sonnet-20240229
29.4
22.4
29.2
22.2
29
16
23.1
Claude-3-Opus-20240229
30
25.4
29.2
26.2
25.8
34
46.2
Yi-1.5-34B-Chat
11.2
7.5
7.7
10.3
3.2
12
0
Yi-1.5-34B
8.1
9
7.7
8.7
9.7
10
23.1
Yi-1.5-9B-Chat
10
9
12.3
14.3
16.1
12
0
Yi-1.5-9B
8.1
11.9
7.7
12.7
9.7
6
0
Yi-1.5-6B-Chat
5.6
7.5
7.7
8.7
0
14
0
Yi-1.5-6B
2.5
3
4.6
6.3
3.2
2
7.7
Qwen2-57B-A14B
18.1
16.4
18.5
13.5
3.2
10
0
Qwen2-7B-Instruct
16.9
13.4
18.5
6.3
3.2
12
23.1
Qwen2-72B-Chat
25
31.3
38.5
23
9.7
18
23.1
Gemini-1.5-Pro-API-0514
36.2
28.4
36.9
23
19.4
30
23.1
Gemini-1.5-Flash-API-0514
26.2
26.9
30.8
22.2
16.1
8
53.8
OpenCodeInterpreter-DS-33B
18.8
17.9
18.5
19.8
22.6
24
46.2
OpenCodeInterpreter-DS-6.7B
19.4
14.9
16.9
17.5
3.2
12
30.8
OpenCodeInterpreter-DS-1.3B
5
4.5
4.6
1.6
0
0
0
Phi-3-Medium-128K-Instruct
15
17.9
16.9
16.7
19.4
8
0
Phi-3-Small-128K-Instruct
15.6
11.9
13.8
11.1
9.7
18
23.1
Codestral-22B-v0.1
25
23.9
21.5
22.2
19.4
26
46.2
Codestral-Mamba
16.2
11.9
18.5
12.7
12.9
8
23.1
Mistral-7B-Instruct-v0.3
7.5
4.5
6.2
6.3
6.5
0
0
Mistral-7B-v0.3
5.6
6
4.6
2.4
6.5
4
0
Command R+
11.9
17.9
15.4
15.9
16.1
8
0
DeepSeek-Coder-V2-Instruct
33.8
31.3
36.9
27
19.4
12
46.2
DeepSeek-Coder-V2-Lite-Instruct
18.8
16.4
20
20.6
9.7
12
23.1
DeepSeek-Coder-V2-Lite-Base
11.9
14.9
18.5
8.7
3.2
12
23.1
Claude-3.5-Sonnet-20240620
38.1
29.9
36.9
27
19.4
24
46.2
Hermes-2-Theta-Llama-3-70B
28.7
17.9
30.8
22.2
9.7
18
23.1
WaveCoder-Ultra-6.7B
20.6
14.9
20
15.1
9.7
4
23.1
Gemma-2-9B-Instruct
12.5
13.4
18.5
4.8
0
2
0
AutoCoder
21.2
16.4
21.5
13.5
19.4
6
46.2
AutoCoder-S-6.7B
11.9
13.4
10.8
16.7
9.7
4
0
AutoCoder-QW-7B
15
13.4
20
12.7
0
4
7.7
ReflectionCoder-DS-33B
21.9
14.9
24.6
16.7
6.5
6
46.2
ReflectionCoder-DS-6.7B
20
20.9
24.6
19
19.4
14
30.8
ReflectionCoder-CL-34B
14.4
10.4
16.9
16.7
12.9
14
23.1
ReflectionCoder-CL-7B
6.9
10.4
9.2
11.1
6.5
10
0
Phi-3.1-Mini-128K-Instruct
28.1
25.4
33.8
25.4
16.1
6
46.2
Phi-3-Mini-128K-Instruct
14.4
11.9
12.3
15.9
6.5
18
7.7
InternLM2.5-7B-Chat
9.4
7.5
7.7
4.8
9.7
4
0
Hermes-2-Pro-Llama-3-70B
28.1
20.9
29.2
34.9
9.7
16
53.8
DeepSeek-V2-Chat (2024-06-28)
36.9
34.3
36.9
30.2
16.1
16
46.2
Gemma-2-27B-Instruct
25
23.9
29.2
15.9
16.1
10
23.1
Artigenz-Coder-DS-6.7B
11.9
16.4
16.9
19
6.5
16
53.8
OpenChat-3.6-8B-20240522
10.6
23.9
9.2
16.7
16.1
16
7.7
Phind-CodeLlama-34B-v2
15
13.4
16.9
12.7
19.4
22
23.1
Yi-Large
19.4
20.9
21.5
23
9.7
4
30.8
CodeGeex4-All-9B
13.8
16.4
12.3
10.3
16.1
36
23.1
GPT-4o-mini-2024-07-18
33.8
22.4
33.8
23.8
22.6
6
23.1
Athene-70B
27.5
23.9
24.6
23
3.2
24
0
Nxcode-CQ-7B-Orpo
17.5
19.4
13.8
11.9
16.1
16
23.1
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