排名 模型
🥇
claude-opus-4-7-thinking Anthropic · Proprietary
1571±15.8
🥇
claude-opus-4-7-thinking Anthropic · Proprietary
1571±15.8
🥈
claude-opus-4-7 Anthropic · Proprietary
1565±14.3
🥈
claude-opus-4-7 Anthropic · Proprietary
1565±14.3
🥉
claude-opus-4-6-thinking Anthropic · Proprietary
1551±9.7
🥉
claude-opus-4-6-thinking Anthropic · Proprietary
1551±9.7
4
claude-opus-4-6 Anthropic · Proprietary
1548±9.2
4
claude-opus-4-6 Anthropic · Proprietary
1548±9.2
5
glm-5.1 智谱 ZAI · MIT
1534±12.5
5
glm-5.1 智谱 ZAI · MIT
1534±12.5
6
kimi-k2.6 月之暗面 · Modified MIT
1529±15.4
6
kimi-k2.6 月之暗面 · Modified MIT
1529±15.4
7
claude-sonnet-4-6 Anthropic · Proprietary
1525±8.3
7
claude-sonnet-4-6 Anthropic · Proprietary
1525±8.3
8
muse-spark Meta · Proprietary
1510±16.0
8
muse-spark Meta · Proprietary
1510±16.0
9
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1500±15.9
9
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1500±15.9
10
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1490±7.2
10
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1490±7.2
11
qwen3.6-plus 阿里巴巴 · Proprietary
1470±11.4
11
qwen3.6-plus 阿里巴巴 · Proprietary
1470±11.4
12
claude-opus-4-5-20251101 Anthropic · Proprietary
1468±6.4
12
claude-opus-4-5-20251101 Anthropic · Proprietary
1468±6.4
13
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1457±16.9
13
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1457±16.9
14
gemini-3.1-pro-preview Google · Proprietary
1456±8.0
14
gemini-3.1-pro-preview Google · Proprietary
1456±8.0
15
deepseek-v4-pro-thinking DeepSeek · MIT
1455±16.3
15
deepseek-v4-pro-thinking DeepSeek · MIT
1455±16.3
16
gpt-5.5 (codex-harness) OpenAI · Proprietary
1450±17.9
16
gpt-5.5 (codex-harness) OpenAI · Proprietary
1450±17.9
17
glm-4.7 智谱 ZAI · MIT
1440±10.3
17
glm-4.7 智谱 ZAI · MIT
1440±10.3
18
gemini-3-pro Google · Proprietary
1438±7.3
18
gemini-3-pro Google · Proprietary
1438±7.3
19
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1437±16.5
19
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1437±16.5
20
gemini-3-flash Google · Proprietary
1437±7.5
20
gemini-3-flash Google · Proprietary
1437±7.5
21
glm-5 智谱 ZAI · MIT
1436±8.7
21
glm-5 智谱 ZAI · MIT
1436±8.7
22
kimi-k2.5-thinking 月之暗面 · Modified MIT
1427±7.6
22
kimi-k2.5-thinking 月之暗面 · Modified MIT
1427±7.6
23
mimo-v2-pro 小米 · Proprietary
1427±9.8
23
mimo-v2-pro 小米 · Proprietary
1427±9.8
24
minimax-m2.7 MiniMax · Modified MIT
1413±10.0
24
minimax-m2.7 MiniMax · Modified MIT
1413±10.0
25
kimi-k2.5-instant 月之暗面 · Modified MIT
1408±10.7
25
kimi-k2.5-instant 月之暗面 · Modified MIT
1408±10.7
26
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1407±12.1
26
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1407±12.1
27
gpt-5.2 OpenAI · Proprietary
1404±16.6
27
gpt-5.2 OpenAI · Proprietary
1404±16.6
28
grok-4.20-beta-0309-reasoning xAI · Proprietary
1402±9.6
28
grok-4.20-beta-0309-reasoning xAI · Proprietary
1402±9.6
29
gpt-5.4-mini-high OpenAI · Proprietary
1397±11.8
29
gpt-5.4-mini-high OpenAI · Proprietary
1397±11.8
30
gpt-5-medium OpenAI · Proprietary
1393±12.7
30
gpt-5-medium OpenAI · Proprietary
1393±12.7
31
minimax-m2.1-preview MiniMax · MIT
1392±8.2
31
minimax-m2.1-preview MiniMax · MIT
1392±8.2
32
gpt-5.1-medium OpenAI · Proprietary
1391±9.4
32
gpt-5.1-medium OpenAI · Proprietary
1391±9.4
33
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1388±7.9
33
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1388±7.9
34
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1388±6.6
34
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1388±6.6
35
gemini-3-flash (thinking-minimal) Google · Proprietary
1388±6.4
35
gemini-3-flash (thinking-minimal) Google · Proprietary
1388±6.4
36
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1386±6.3
36
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1386±6.3
37
claude-opus-4-1-20250805 Anthropic · Proprietary
1385±8.9
37
claude-opus-4-1-20250805 Anthropic · Proprietary
1385±8.9
38
minimax-m2.5 MiniMax · Modified MIT
1383±7.8
38
minimax-m2.5 MiniMax · Modified MIT
1383±7.8
39
deepseek-v3.2-thinking DeepSeek · MIT
1368±8.0
39
deepseek-v3.2-thinking DeepSeek · MIT
1368±8.0
40
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1363±8.5
40
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1363±8.5
41
glm-4.6 智谱 ZAI · MIT
1354±8.8
41
glm-4.6 智谱 ZAI · MIT
1354±8.8
42
qwen3.5-27b 阿里巴巴 · Apache 2.0
1347±9.1
42
qwen3.5-27b 阿里巴巴 · Apache 2.0
1347±9.1
43
gpt-5.1 OpenAI · Proprietary
1339±7.2
43
gpt-5.1 OpenAI · Proprietary
1339±7.2
44
mimo-v2-flash (non-thinking) 小米 · MIT
1337±8.4
44
mimo-v2-flash (non-thinking) 小米 · MIT
1337±8.4
45
gpt-5.2-codex OpenAI · Proprietary
1335±7.8
45
gpt-5.2-codex OpenAI · Proprietary
1335±7.8
46
deepseek-v3.2 DeepSeek · MIT
1332±7.2
46
deepseek-v3.2 DeepSeek · MIT
1332±7.2
47
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1330±6.4
47
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1330±6.4
48
gpt-5.1-codex OpenAI · Proprietary
1329±9.5
48
gpt-5.1-codex OpenAI · Proprietary
1329±9.5
49
claude-haiku-4-5-20251001 Anthropic · Proprietary
1316±6.0
49
claude-haiku-4-5-20251001 Anthropic · Proprietary
1316±6.0
50
minimax-m2 MiniMax · Apache 2.0
1304±8.9
50
minimax-m2 MiniMax · Apache 2.0
1304±8.9
51
mimo-v2-flash (thinking) 小米 · MIT
1300±13.7
51
mimo-v2-flash (thinking) 小米 · MIT
1300±13.7
52
deepseek-v3.2-exp DeepSeek · MIT
1286±10.8
52
deepseek-v3.2-exp DeepSeek · MIT
1286±10.8
53
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1281±6.6
53
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1281±6.6
54
KAT-Coder-Pro-V1 · Proprietary
1258±15.5
54
KAT-Coder-Pro-V1 · Proprietary
1258±15.5
55
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1248±15.6
55
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1248±15.6
56
gpt-5.1-codex-mini OpenAI · Proprietary
1239±17.4
56
gpt-5.1-codex-mini OpenAI · Proprietary
1239±17.4
57
qwen3.5-flash 阿里巴巴 · Proprietary
1236±16.9
57
qwen3.5-flash 阿里巴巴 · Proprietary
1236±16.9
58
gemini-3.1-flash-lite-preview Google · Proprietary
1236±9.1
58
gemini-3.1-flash-lite-preview Google · Proprietary
1236±9.1
59
grok-4-1-fast-reasoning xAI · Proprietary
1234±9.4
59
grok-4-1-fast-reasoning xAI · Proprietary
1234±9.4
60
mistral-large-3 Mistral · Apache 2.0
1223±20.0
60
mistral-large-3 Mistral · Apache 2.0
1223±20.0
61
grok-4.1-thinking xAI · Proprietary
1208±19.6
61
grok-4.1-thinking xAI · Proprietary
1208±19.6
62
gemini-2.5-pro Google · Proprietary
1203±13.0
62
gemini-2.5-pro Google · Proprietary
1203±13.0
63
devstral-2 Mistral · Modified MIT
1199±16.7
63
devstral-2 Mistral · Modified MIT
1199±16.7
64
mercury-2 Inception AI · Proprietary
1165±23.0
64
mercury-2 Inception AI · Proprietary
1165±23.0
65
grok-4-fast-reasoning xAI · Proprietary
1148±23.1
65
grok-4-fast-reasoning xAI · Proprietary
1148±23.1
66
grok-code-fast-1 xAI · Proprietary
1139±22.0
66
grok-code-fast-1 xAI · Proprietary
1139±22.0
67
devstral-medium-2507 Mistral · Proprietary
1091±22.7
67
devstral-medium-2507 Mistral · Proprietary
1091±22.7

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