排名 模型
🥇
claude-opus-4-6 Anthropic · Proprietary
1556±25.9
🥈
claude-opus-4-6-thinking Anthropic · Proprietary
1547±27.1
🥉
claude-sonnet-4-6 Anthropic · Proprietary
1510±21.3
4
gemini-3.1-pro-preview Google · Proprietary
1507±26.4
5
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1503±9.8
6
claude-opus-4-5-20251101 Anthropic · Proprietary
1469±9.4
7
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1464±43.3
8
gemini-3-pro Google · Proprietary
1461±9.0
9
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1459±48.3
10
minimax-m2.7 MiniMax · Proprietary
1451±34.8
11
glm-5 智谱 ZAI · MIT
1451±26.1
12
glm-4.7 智谱 ZAI · MIT
1449±10.6
13
mimo-v2-pro 小米 · Proprietary
1447±43.5
14
gemini-3-flash Google · Proprietary
1439±9.3
15
minimax-m2.5 MiniMax · MIT
1433±21.4
16
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1425±31.8
17
kimi-k2.5-thinking 月之暗面 · Modified MIT
1417±18.9
18
minimax-m2.1-preview MiniMax · MIT
1415±10.2
19
kimi-k2.5-instant 月之暗面 · Modified MIT
1414±24.4
20
gpt-5.2 OpenAI · Proprietary
1409±16.4
21
gemini-3-flash (thinking-minimal) Google · Proprietary
1408±10.2
22
gpt-5-medium OpenAI · Proprietary
1400±12.8
23
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1396±8.3
24
gpt-5.1-medium OpenAI · Proprietary
1396±9.7
25
claude-opus-4-1-20250805 Anthropic · Proprietary
1393±9.1
26
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1387±24.2
27
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1386±8.2
28
grok-4.20-beta-0309-reasoning xAI · Proprietary
1383±39.7
29
qwen3.5-27b 阿里巴巴 · Apache 2.0
1376±31.8
30
deepseek-v3.2-thinking DeepSeek · MIT
1374±11.2
31
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1370±29.5
32
mimo-v2-flash (non-thinking) 小米 · MIT
1363±10.9
33
glm-4.6 智谱 ZAI · MIT
1363±9.1
34
gpt-5.1 OpenAI · Proprietary
1359±8.7
35
mimo-v2-flash (thinking) 小米 · MIT
1352±18.0
36
gpt-5.2-codex OpenAI · Proprietary
1342±12.0
37
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1336±8.5
38
gpt-5.1-codex OpenAI · Proprietary
1334±9.8
39
minimax-m2 MiniMax · Apache 2.0
1317±9.2
40
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1316±36.9
41
qwen3.5-flash 阿里巴巴 · Proprietary
1308±42.8
42
claude-haiku-4-5-20251001 Anthropic · Proprietary
1305±8.3
43
deepseek-v3.2 DeepSeek · MIT
1305±10.2
44
deepseek-v3.2-exp DeepSeek · MIT
1294±10.9
45
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1293±8.2
46
KAT-Coder-Pro-V1 快手 · Proprietary
1267±15.5
47
gpt-5.1-codex-mini OpenAI · Proprietary
1249±17.3
48
grok-4-1-fast-reasoning xAI · Proprietary
1245±10.9
49
mistral-large-3 Mistral · Apache 2.0
1228±20.1
50
gemini-3.1-flash-lite-preview Google · Proprietary
1227±45.9
51
devstral-2 Mistral · Modified MIT
1214±18.1
52
grok-4.1-thinking xAI · Proprietary
1214±19.5
53
gemini-2.5-pro Google · Proprietary
1213±13.2
54
mercury-2 Inception AI · Proprietary
1207±55.0
55
grok-4-fast-reasoning xAI · Proprietary
1157±23.2
56
grok-code-fast-1 xAI · Proprietary
1146±22.1
57
devstral-medium-2507 Mistral · Proprietary
1102±22.5

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