排名 模型
🥇
claude-opus-5-max Anthropic · Proprietary
1679±28.0
🥈
claude-fable-5 Anthropic · Proprietary
1671±24.0
🥉
claude-opus-5-high Anthropic · Proprietary
1661±24.0
4
kimi-k3-max 月之暗面 · Kimi K3 license
1650±33.0
5
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1628±37.0
6
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1623±23.0
7
grok-4.6-high SpaceXAI · Proprietary · Preliminary
1619±60.0
8
grok-4.5 SpaceXAI · Proprietary
1578±27.0
9
claude-opus-4-7 Anthropic · Proprietary
1562±16.0
10
claude-opus-4-6-high Anthropic · Proprietary
1559±14.0
11
claude-opus-4-8-high Anthropic · Proprietary
1557±19.0
12
claude-opus-4-7-high Anthropic · Proprietary
1554±15.0
13
claude-opus-4-6 Anthropic · Proprietary
1550±14.0
14
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1544±17.0
15
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1542±29.0
16
gemini-3.5-flash-high Google · Proprietary
1541±29.0
17
glm-5.2-max 智谱 ZAI · MIT
1540±21.0
18
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1539±16.0
19
muse-spark-1.1 Meta · Proprietary · Preliminary
1539±27.0
20
muse-spark-1.2 (xHigh) Meta · Proprietary
1539±41.0
21
deepseek-v4-flash-high DeepSeek · MIT · Preliminary
1538±35.0
22
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1537±28.0
23
gemini-3.6-flash-high Google · Proprietary · Preliminary
1533±26.0
24
claude-sonnet-4-6 Anthropic · Proprietary
1529±13.0
25
gemini-3.5-flash-medium Google · Proprietary
1526±20.0
26
claude-opus-4-8 Anthropic · Proprietary
1525±18.0
27
claude-sonnet-5-high Anthropic · Proprietary
1523±24.0
28
glm-5.1 智谱 ZAI · MIT
1521±20.0
29
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1521±20.0
30
claude-opus-4-5-20251101-high-32k Anthropic · Proprietary
1512±12.0
31
gpt-5.5 (codex-harness) OpenAI · Proprietary
1504±16.0
32
seed-2.1-pro-preview 字节跳动 · Proprietary · Preliminary
1497±22.0
33
qwen3.6-max-preview 阿里巴巴 · Proprietary
1495±35.0
34
kimi-k2.6 月之暗面 · Modified MIT
1495±19.0
35
gemini-3.1-pro-preview Google · Proprietary
1494±13.0
36
gemini-3.5-flash Google · Proprietary
1482±34.0
37
claude-opus-4-5-20251101 Anthropic · Proprietary
1482±12.0
38
mimo-v2.5-pro 小米 · MIT
1482±16.0
39
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1477±61.0
40
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1474±53.0
41
deepseek-v4-pro-high-preview DeepSeek · MIT
1473±17.0
42
gemini-3-pro Google · Proprietary
1469±11.0
43
hy3 腾讯 · Apache 2.0
1464±41.0
44
minimax-m3 MiniMax · MiniMax Community License
1464±18.0
45
kimi-k2.7-code 月之暗面 · Modified MIT
1462±25.0
46
qwen3.6-plus 阿里巴巴 · Proprietary
1461±15.0
47
glm-5 智谱 ZAI · MIT
1454±22.0
48
glm-4.7 智谱 ZAI · MIT
1446±14.0
49
gemini-3-flash Google · Proprietary
1444±12.0
50
mimo-v2-pro 小米 · Proprietary
1439±22.0
51
deepseek-v4-pro DeepSeek · MIT
1436±17.0
52
kimi-k2.5-thinking 月之暗面 · Modified MIT
1429±13.0
53
gpt-5-medium OpenAI · Proprietary
1429±17.0
54
gpt-5.2 OpenAI · Proprietary
1428±24.0
55
mimo-v2.5 小米 · MIT
1428±17.0
56
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1428±33.0
57
gpt-5.4-mini-high OpenAI · Proprietary
1423±17.0
58
deepseek-v4-flash-high-preview DeepSeek · MIT
1423±19.0
59
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1420±38.0
60
gpt-5.4 OpenAI · Proprietary
1416±44.0
61
minimax-m2.5 MiniMax · Modified MIT
1415±21.0
62
kimi-k2.5-instant 月之暗面 · Modified MIT
1414±29.0
63
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1413±13.0
64
minimax-m2.7 MiniMax · Modified MIT
1402±15.0
65
gpt-5.1-medium OpenAI · Proprietary
1401±13.0
66
minimax-m2.1-preview MiniMax · MIT
1401±13.0
67
claude-sonnet-4-5-20250929-high-32k Anthropic · Proprietary
1399±11.0
68
claude-opus-4-1-20250805 Anthropic · Proprietary
1398±12.0
69
gemini-3-flash (thinking-minimal) Google · Proprietary
1398±10.0
70
solar-pro4 Upstage · Proprietary
1394±48.0
71
qwen3.5-27b 阿里巴巴 · Apache 2.0
1393±21.0
72
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1390±11.0
73
muse-glimmer Meta · Apache-2.0
1385±47.0
74
inkling Thinky · Apache 2.0
1381±24.0
75
gemma-4-31b Google · Apache 2.0
1378±20.0
76
gemma-4-26b-a4b Google · Apache 2.0
1372±45.0
77
deepseek-v3.2-thinking DeepSeek · MIT
1369±14.0
78
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1367±16.0
79
glm-5v-turbo 智谱 ZAI · Proprietary
1365±46.0
80
gpt-5.1 OpenAI · Proprietary
1364±11.0
81
grok-4.3 SpaceXAI · Proprietary
1360±17.0
82
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1360±45.0
83
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1357±21.0
84
mimo-v2-flash (non-thinking) 小米 · MIT
1353±14.0
85
glm-4.6 智谱 ZAI · MIT
1350±12.0
86
gpt-5.2-codex OpenAI · Proprietary
1348±15.0
87
gpt-5.1-codex OpenAI · Proprietary
1346±13.0
88
mimo-v2-flash (thinking) 小米 · MIT
1346±23.0
89
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1327±11.0
90
laguna-m.1 Poolside · Apache 2.0
1324±27.0
91
mistral-medium-3.5 Mistral · Modified MIT
1317±42.0
92
claude-haiku-4-5-20251001 Anthropic · Proprietary
1316±9.0
93
minimax-m2 MiniMax · Apache 2.0
1307±12.0
94
deepseek-v3.2 DeepSeek · MIT
1304±12.0
95
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1298±45.0
96
qwen3.5-flash 阿里巴巴 · Proprietary
1293±60.0
97
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1286±11.0
98
deepseek-v3.2-exp DeepSeek · MIT
1282±15.0
99
laguna-xs.2 Poolside · Apache 2.0
1281±31.0
100
gemini-3.1-flash-lite-preview Google · Proprietary
1280±17.0
101
KAT-Coder-Pro-V1 · Proprietary
1265±21.0
102
gpt-5.1-codex-mini OpenAI · Proprietary
1254±23.0
103
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1252±14.0
104
trinity-large-thinking · Apache 2.0
1241±50.0
105
mistral-large-3 Mistral · Apache 2.0
1239±26.0
106
gemini-2.5-pro Google · Proprietary
1235±17.0
107
grok-4.1-thinking SpaceXAI · Proprietary
1220±26.0
108
granite-4.1-8b IBM · Apache 2.0
1219±49.0
109
devstral-2 Mistral · Modified MIT
1216±24.0
110
mercury-2 Inception AI · Proprietary
1199±68.0
111
grok-code-fast-1 SpaceXAI · Proprietary
1172±29.0
112
grok-4-fast-reasoning SpaceXAI · Proprietary
1170±28.0
113
devstral-medium-2507 Mistral · Proprietary
1087±31.0

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