Model
stringlengths
8
31
Computation
float64
9.8
63.6
General
float64
12.7
63.9
Visualization
float64
5.3
59.9
System
float64
11
52.1
Time
float64
4.4
53.7
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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