排名 模型
🥇
claude-opus-4-6 Anthropic · Proprietary
1555±27.2
🥈
claude-opus-4-6-thinking Anthropic · Proprietary
1541±28.4
🥉
gemini-3.1-pro-preview Google · Proprietary
1509±28.4
4
claude-sonnet-4-6 Anthropic · Proprietary
1505±22.9
5
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1504±9.8
6
claude-opus-4-5-20251101 Anthropic · Proprietary
1471±9.4
7
gemini-3-pro Google · Proprietary
1461±9.0
8
glm-5 智谱 ZAI · MIT
1455±27.4
9
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1455±45.0
10
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1453±51.0
11
glm-4.7 智谱 ZAI · MIT
1449±10.5
12
gemini-3-flash Google · Proprietary
1440±9.3
13
minimax-m2.5 MiniMax · MIT
1435±22.8
14
kimi-k2.5-thinking 月之暗面 · Modified MIT
1419±19.5
15
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1416±32.5
16
minimax-m2.1-preview MiniMax · MIT
1414±10.1
17
kimi-k2.5-instant 月之暗面 · Modified MIT
1413±25.0
18
gemini-3-flash (thinking-minimal) Google · Proprietary
1408±10.2
19
gpt-5.2 OpenAI · Proprietary
1402±15.8
20
gpt-5-medium OpenAI · Proprietary
1399±12.7
21
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1395±8.3
22
gpt-5.1-medium OpenAI · Proprietary
1394±9.6
23
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1394±25.9
24
claude-opus-4-1-20250805 Anthropic · Proprietary
1393±9.0
25
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1390±33.5
26
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1386±8.2
27
qwen3.5-27b 阿里巴巴 · Apache 2.0
1383±36.8
28
deepseek-v3.2-thinking DeepSeek · MIT
1372±11.2
29
glm-4.6 智谱 ZAI · MIT
1363±9.1
30
mimo-v2-flash (non-thinking) 小米 · MIT
1362±10.8
31
gpt-5.1 OpenAI · Proprietary
1359±8.7
32
grok-4.20-beta-0309-reasoning xAI · Proprietary
1356±48.9
33
mimo-v2-flash (thinking) 小米 · MIT
1351±17.8
34
gpt-5.2-codex OpenAI · Proprietary
1340±12.1
35
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1337±8.5
36
gpt-5.1-codex OpenAI · Proprietary
1334±9.7
37
minimax-m2 MiniMax · Apache 2.0
1318±9.1
38
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1313±39.9
39
qwen3.5-flash 阿里巴巴 · Proprietary
1304±43.3
40
deepseek-v3.2 DeepSeek · MIT
1304±10.2
41
claude-haiku-4-5-20251001 Anthropic · Proprietary
1303±8.3
42
gemini-3.1-flash-lite-preview Google · Proprietary
1301±50.0
43
deepseek-v3.2-exp DeepSeek · MIT
1293±10.8
44
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1291±8.2
45
KAT-Coder-Pro-V1 快手 · Proprietary
1267±15.4
46
gpt-5.1-codex-mini OpenAI · Proprietary
1250±17.1
47
grok-4-1-fast-reasoning xAI · Proprietary
1243±10.8
48
mistral-large-3 Mistral · Apache 2.0
1228±20.0
49
mercury-2 Inception AI · Proprietary
1213±57.2
50
gemini-2.5-pro Google · Proprietary
1212±13.0
51
devstral-2 Mistral · Modified MIT
1212±17.5
52
grok-4.1-thinking xAI · Proprietary
1211±19.3
53
grok-4-fast-reasoning xAI · Proprietary
1157±22.8
54
grok-code-fast-1 xAI · Proprietary
1148±21.6
55
devstral-medium-2507 Mistral · Proprietary
1104±22.0

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