排名 模型
🥇
claude-opus-5-max Anthropic · Proprietary
1680±35.0
🥈
claude-fable-5 Anthropic · Proprietary
1673±25.0
🥉
claude-opus-5-high Anthropic · Proprietary
1658±28.0
4
kimi-k3-max 月之暗面 · Kimi K3 license
1653±34.0
5
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1618±25.0
6
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1614±42.0
7
muse-spark-1.2 (xHigh) Meta · Proprietary
1589±55.0
8
grok-4.5 SpaceXAI · Proprietary
1584±30.0
9
claude-opus-4-7 Anthropic · Proprietary
1565±17.0
10
claude-opus-4-8-thinking Anthropic · Proprietary
1559±21.0
11
claude-opus-4-6-thinking Anthropic · Proprietary
1558±15.0
12
claude-opus-4-7-thinking Anthropic · Proprietary
1554±16.0
13
claude-opus-4-6 Anthropic · Proprietary
1552±14.0
14
gemini-3.5-flash-high Google · Proprietary
1549±33.0
15
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1543±31.0
16
glm-5.2-max 智谱 ZAI · MIT
1543±22.0
17
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1542±33.0
18
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1541±18.0
19
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1539±17.0
20
gemini-3.6-flash Google · Proprietary · Preliminary
1537±29.0
21
glm-5.1 智谱 ZAI · MIT
1533±21.0
22
deepseek-v4-flash-high DeepSeek · MIT · Preliminary
1532±43.0
23
gemini-3.5-flash-medium Google · Proprietary
1530±22.0
24
muse-spark-1.1 Meta · Proprietary · Preliminary
1529±30.0
25
claude-opus-4-8 Anthropic · Proprietary
1527±19.0
26
claude-sonnet-4-6 Anthropic · Proprietary
1527±13.0
27
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1519±21.0
28
claude-sonnet-5-high Anthropic · Proprietary
1518±26.0
29
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1511±13.0
30
gpt-5.5 (codex-harness) OpenAI · Proprietary
1507±17.0
31
seed-2.1-pro-preview 字节跳动 · Proprietary · Preliminary
1505±25.0
32
gemini-3.1-pro-preview Google · Proprietary
1496±14.0
33
kimi-k2.6 月之暗面 · Modified MIT
1495±19.0
34
qwen3.6-max-preview 阿里巴巴 · Proprietary
1493±35.0
35
mimo-v2.5-pro 小米 · MIT
1486±17.0
36
gemini-3.5-flash Google · Proprietary
1485±35.0
37
claude-opus-4-5-20251101 Anthropic · Proprietary
1481±12.0
38
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1478±56.0
39
deepseek-v4-pro-high-preview DeepSeek · MIT
1475±17.0
40
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1475±62.0
41
gemini-3-pro Google · Proprietary
1469±11.0
42
qwen3.6-plus 阿里巴巴 · Proprietary
1463±16.0
43
minimax-m3 MiniMax · MiniMax Community License
1462±20.0
44
kimi-k2.7-code 月之暗面 · Modified MIT
1459±26.0
45
glm-5 智谱 ZAI · MIT
1453±22.0
46
glm-4.7 智谱 ZAI · MIT
1446±14.0
47
hy3 腾讯 · Apache 2.0
1445±47.0
48
gemini-3-flash Google · Proprietary
1444±12.0
49
mimo-v2-pro 小米 · Proprietary
1439±22.0
50
deepseek-v4-pro DeepSeek · MIT
1433±18.0
51
kimi-k2.5-thinking 月之暗面 · Modified MIT
1431±14.0
52
gpt-5.2 OpenAI · Proprietary
1430±24.0
53
gpt-5-medium OpenAI · Proprietary
1429±17.0
54
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1429±33.0
55
gpt-5.4-mini-high OpenAI · Proprietary
1427±18.0
56
mimo-v2.5 小米 · MIT
1426±17.0
57
deepseek-v4-flash-high-preview DeepSeek · MIT
1422±19.0
58
gpt-5.4 OpenAI · Proprietary
1420±48.0
59
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1420±38.0
60
kimi-k2.5-instant 月之暗面 · Modified MIT
1419±29.0
61
minimax-m2.5 MiniMax · Modified MIT
1415±21.0
62
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1412±14.0
63
minimax-m2.1-preview MiniMax · MIT
1403±13.0
64
minimax-m2.7 MiniMax · Modified MIT
1403±16.0
65
gpt-5.1-medium OpenAI · Proprietary
1401±13.0
66
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1399±11.0
67
gemini-3-flash (thinking-minimal) Google · Proprietary
1398±10.0
68
claude-opus-4-1-20250805 Anthropic · Proprietary
1398±12.0
69
qwen3.5-27b 阿里巴巴 · Apache 2.0
1393±21.0
70
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1390±11.0
71
inkling Thinky · Apache 2.0
1377±26.0
72
gemma-4-26b-a4b Google · Apache 2.0
1375±46.0
73
gemma-4-31b Google · Apache 2.0
1374±21.0
74
glm-5v-turbo 智谱 ZAI · Proprietary
1371±47.0
75
deepseek-v3.2-thinking DeepSeek · MIT
1370±14.0
76
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1367±16.0
77
gpt-5.1 OpenAI · Proprietary
1365±11.0
78
grok-4.3 SpaceXAI · Proprietary
1361±18.0
79
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1356±45.0
80
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1356±21.0
81
mimo-v2-flash (non-thinking) 小米 · MIT
1354±14.0
82
glm-4.6 智谱 ZAI · MIT
1349±12.0
83
gpt-5.2-codex OpenAI · Proprietary
1347±15.0
84
gpt-5.1-codex OpenAI · Proprietary
1346±13.0
85
mimo-v2-flash (thinking) 小米 · MIT
1344±23.0
86
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1326±11.0
87
laguna-m.1 Poolside · Apache 2.0
1324±28.0
88
mistral-medium-3.5 Mistral · Modified MIT
1315±43.0
89
claude-haiku-4-5-20251001 Anthropic · Proprietary
1314±10.0
90
minimax-m2 MiniMax · Apache 2.0
1307±12.0
91
deepseek-v3.2 DeepSeek · MIT
1303±12.0
92
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1298±46.0
93
qwen3.5-flash 阿里巴巴 · Proprietary
1293±60.0
94
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1286±11.0
95
laguna-xs.2 Poolside · Apache 2.0
1286±32.0
96
gemini-3.1-flash-lite-preview Google · Proprietary
1283±17.0
97
deepseek-v3.2-exp DeepSeek · MIT
1282±15.0
98
KAT-Coder-Pro-V1 · Proprietary
1265±21.0
99
gpt-5.1-codex-mini OpenAI · Proprietary
1254±23.0
100
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1253±14.0
101
trinity-large-thinking · Apache 2.0
1243±51.0
102
mistral-large-3 Mistral · Apache 2.0
1239±27.0
103
gemini-2.5-pro Google · Proprietary
1234±17.0
104
grok-4.1-thinking SpaceXAI · Proprietary
1221±26.0
105
granite-4.1-8b IBM · Apache 2.0
1218±49.0
106
devstral-2 Mistral · Modified MIT
1217±24.0
107
mercury-2 Inception AI · Proprietary
1198±68.0
108
grok-code-fast-1 SpaceXAI · Proprietary
1171±29.0
109
grok-4-fast-reasoning SpaceXAI · Proprietary
1169±28.0
110
devstral-medium-2507 Mistral · Proprietary
1087±32.0

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