排名 模型
🥇
claude-opus-4-6 Anthropic · Proprietary
1551±23.9
🥈
claude-opus-4-6-thinking Anthropic · Proprietary
1544±25.3
🥉
claude-sonnet-4-6 Anthropic · Proprietary
1515±19.7
4
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1504±9.9
5
gemini-3.1-pro-preview Google · Proprietary
1503±24.0
6
claude-opus-4-5-20251101 Anthropic · Proprietary
1469±9.4
7
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1464±43.1
8
gemini-3-pro Google · Proprietary
1462±9.0
9
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1457±48.2
10
glm-5 智谱 ZAI · MIT
1451±25.4
11
glm-4.7 智谱 ZAI · MIT
1449±10.6
12
gpt-5.4-mini-high OpenAI · Proprietary
1445±49.5
13
gemini-3-flash Google · Proprietary
1440±9.4
14
mimo-v2-pro 小米 · Proprietary
1435±31.1
15
qwen3.6-plus-preview 阿里巴巴 · Proprietary
1433±45.6
16
minimax-m2.7 MiniMax · Proprietary
1425±29.6
17
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1423±31.8
18
kimi-k2.5-thinking 月之暗面 · Modified MIT
1418±18.1
19
kimi-k2.5-instant 月之暗面 · Modified MIT
1415±24.5
20
minimax-m2.5 MiniMax · Modified MIT
1413±19.8
21
gpt-5.2 OpenAI · Proprietary
1412±16.8
22
gemini-3-flash (thinking-minimal) Google · Proprietary
1405±10.0
23
minimax-m2.1-preview MiniMax · MIT
1404±10.2
24
gpt-5-medium OpenAI · Proprietary
1401±13.0
25
gpt-5.1-medium OpenAI · Proprietary
1398±9.8
26
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1396±8.4
27
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1394±21.8
28
claude-opus-4-1-20250805 Anthropic · Proprietary
1392±9.2
29
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1386±8.2
30
grok-4.20-beta-0309-reasoning xAI · Proprietary
1377±31.2
31
deepseek-v3.2-thinking DeepSeek · MIT
1373±11.0
32
qwen3.5-27b 阿里巴巴 · Apache 2.0
1369±27.5
33
glm-4.6 智谱 ZAI · MIT
1362±9.2
34
mimo-v2-flash (non-thinking) 小米 · MIT
1361±11.0
35
gpt-5.1 OpenAI · Proprietary
1360±8.8
36
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1357±25.8
37
mimo-v2-flash (thinking) 小米 · MIT
1349±18.1
38
gpt-5.2-codex OpenAI · Proprietary
1342±12.1
39
gpt-5.1-codex OpenAI · Proprietary
1336±9.9
40
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1335±8.5
41
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1312±37.3
42
minimax-m2 MiniMax · Apache 2.0
1312±9.3
43
deepseek-v3.2 DeepSeek · MIT
1307±10.2
44
claude-haiku-4-5-20251001 Anthropic · Proprietary
1307±8.4
45
qwen3.5-flash 阿里巴巴 · Proprietary
1303±42.9
46
deepseek-v3.2-exp DeepSeek · MIT
1294±11.1
47
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1291±8.3
48
gemini-3.1-flash-lite-preview Google · Proprietary
1269±24.2
49
KAT-Coder-Pro-V1 · Proprietary
1266±15.7
50
gpt-5.1-codex-mini OpenAI · Proprietary
1246±17.6
51
grok-4-1-fast-reasoning xAI · Proprietary
1243±10.9
52
mistral-large-3 Mistral · Apache 2.0
1228±20.1
53
grok-4.1-thinking xAI · Proprietary
1215±19.8
54
devstral-2 Mistral · Modified MIT
1214±18.3
55
gemini-2.5-pro Google · Proprietary
1210±13.3
56
mercury-2 Inception AI · Proprietary
1208±54.5
57
grok-4-fast-reasoning xAI · Proprietary
1155±23.3
58
grok-code-fast-1 xAI · Proprietary
1146±22.2
59
devstral-medium-2507 Mistral · Proprietary
1097±22.8

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