排名 模型
🥇
claude-opus-5-max Anthropic · Proprietary
1685±45.0
🥈
claude-fable-5 Anthropic · Proprietary
1676±26.0
🥉
claude-opus-5-high Anthropic · Proprietary
1665±32.0
4
kimi-k3-max 月之暗面 · Kimi K3 license
1655±34.0
5
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1614±46.0
6
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1614±27.0
7
grok-4.5 SpaceXAI · Proprietary
1588±33.0
8
claude-opus-4-7 Anthropic · Proprietary
1563±17.0
9
claude-opus-4-8-thinking Anthropic · Proprietary
1560±21.0
10
claude-opus-4-6-thinking Anthropic · Proprietary
1559±15.0
11
gemini-3.5-flash-high Google · Proprietary
1555±37.0
12
claude-opus-4-7-thinking Anthropic · Proprietary
1554±16.0
13
claude-opus-4-6 Anthropic · Proprietary
1550±14.0
14
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1548±36.0
15
glm-5.2-max 智谱 ZAI · MIT
1544±23.0
16
gemini-3.6-flash Google · Proprietary · Preliminary
1543±32.0
17
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1538±17.0
18
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1537±18.0
19
glm-5.1 智谱 ZAI · MIT
1533±22.0
20
claude-opus-4-8 Anthropic · Proprietary
1533±19.0
21
muse-spark-1.1 Meta · Proprietary · Preliminary
1532±32.0
22
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1532±37.0
23
gemini-3.5-flash-medium Google · Proprietary
1529±23.0
24
deepseek-v4-flash-high DeepSeek · MIT · Preliminary
1527±52.0
25
claude-sonnet-4-6 Anthropic · Proprietary
1526±13.0
26
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1521±21.0
27
claude-sonnet-5-high Anthropic · Proprietary
1521±29.0
28
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1511±13.0
29
seed-2.1-pro-preview 字节跳动 · Proprietary · Preliminary
1505±26.0
30
gpt-5.5 (codex-harness) OpenAI · Proprietary
1503±17.0
31
gemini-3.1-pro-preview Google · Proprietary
1498±14.0
32
kimi-k2.6 月之暗面 · Modified MIT
1496±19.0
33
qwen3.6-max-preview 阿里巴巴 · Proprietary
1494±35.0
34
mimo-v2.5-pro 小米 · MIT
1486±17.0
35
gemini-3.5-flash Google · Proprietary
1483±35.0
36
claude-opus-4-5-20251101 Anthropic · Proprietary
1481±12.0
37
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1478±56.0
38
deepseek-v4-pro-high-preview DeepSeek · MIT
1477±18.0
39
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1475±62.0
40
gemini-3-pro Google · Proprietary
1469±11.0
41
qwen3.6-plus 阿里巴巴 · Proprietary
1464±16.0
42
minimax-m3 MiniMax · MiniMax Community License
1464±20.0
43
kimi-k2.7-code 月之暗面 · Modified MIT
1459±26.0
44
glm-5 智谱 ZAI · MIT
1453±22.0
45
glm-4.7 智谱 ZAI · MIT
1446±14.0
46
gemini-3-flash Google · Proprietary
1444±12.0
47
mimo-v2-pro 小米 · Proprietary
1440±22.0
48
deepseek-v4-pro DeepSeek · MIT
1438±18.0
49
kimi-k2.5-thinking 月之暗面 · Modified MIT
1431±14.0
50
gpt-5.2 OpenAI · Proprietary
1430±24.0
51
hy3 腾讯 · Apache 2.0
1429±50.0
52
gpt-5-medium OpenAI · Proprietary
1429±17.0
53
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1429±33.0
54
gpt-5.4 OpenAI · Proprietary
1429±50.0
55
gpt-5.4-mini-high OpenAI · Proprietary
1428±18.0
56
deepseek-v4-flash-high-preview DeepSeek · MIT
1424±19.0
57
mimo-v2.5 小米 · MIT
1423±18.0
58
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1420±38.0
59
kimi-k2.5-instant 月之暗面 · Modified MIT
1419±29.0
60
minimax-m2.5 MiniMax · Modified MIT
1415±21.0
61
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1414±14.0
62
minimax-m2.7 MiniMax · Modified MIT
1404±16.0
63
minimax-m2.1-preview MiniMax · MIT
1403±13.0
64
gpt-5.1-medium OpenAI · Proprietary
1401±13.0
65
gemini-3-flash (thinking-minimal) Google · Proprietary
1399±10.0
66
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1399±11.0
67
claude-opus-4-1-20250805 Anthropic · Proprietary
1398±12.0
68
qwen3.5-27b 阿里巴巴 · Apache 2.0
1392±21.0
69
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1390±11.0
70
inkling Thinky · Apache 2.0
1380±28.0
71
gemma-4-26b-a4b Google · Apache 2.0
1375±46.0
72
glm-5v-turbo 智谱 ZAI · Proprietary
1374±47.0
73
gemma-4-31b Google · Apache 2.0
1373±22.0
74
deepseek-v3.2-thinking DeepSeek · MIT
1369±14.0
75
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1368±16.0
76
gpt-5.1 OpenAI · Proprietary
1364±11.0
77
grok-4.3 SpaceXAI · Proprietary
1361±19.0
78
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1359±45.0
79
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1357±21.0
80
mimo-v2-flash (non-thinking) 小米 · MIT
1354±14.0
81
glm-4.6 智谱 ZAI · MIT
1349±12.0
82
gpt-5.2-codex OpenAI · Proprietary
1347±15.0
83
gpt-5.1-codex OpenAI · Proprietary
1346±13.0
84
mimo-v2-flash (thinking) 小米 · MIT
1344±23.0
85
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1326±11.0
86
laguna-m.1 Poolside · Apache 2.0
1325±28.0
87
mistral-medium-3.5 Mistral · Modified MIT
1315±43.0
88
claude-haiku-4-5-20251001 Anthropic · Proprietary
1314±10.0
89
minimax-m2 MiniMax · Apache 2.0
1307±12.0
90
deepseek-v3.2 DeepSeek · MIT
1303±12.0
91
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1298±46.0
92
qwen3.5-flash 阿里巴巴 · Proprietary
1293±60.0
93
laguna-xs.2 Poolside · Apache 2.0
1287±32.0
94
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1286±11.0
95
gemini-3.1-flash-lite-preview Google · Proprietary
1283±17.0
96
deepseek-v3.2-exp DeepSeek · MIT
1282±15.0
97
KAT-Coder-Pro-V1 · Proprietary
1265±21.0
98
gpt-5.1-codex-mini OpenAI · Proprietary
1254±23.0
99
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1252±14.0
100
trinity-large-thinking · Apache 2.0
1243±51.0
101
mistral-large-3 Mistral · Apache 2.0
1239±27.0
102
gemini-2.5-pro Google · Proprietary
1234±17.0
103
grok-4.1-thinking SpaceXAI · Proprietary
1221±26.0
104
granite-4.1-8b IBM · Apache 2.0
1219±49.0
105
devstral-2 Mistral · Modified MIT
1217±24.0
106
mercury-2 Inception AI · Proprietary
1199±68.0
107
grok-code-fast-1 SpaceXAI · Proprietary
1171±29.0
108
grok-4-fast-reasoning SpaceXAI · Proprietary
1169±28.0
109
devstral-medium-2507 Mistral · Proprietary
1087±32.0

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