排名 模型
🥇
claude-opus-5-max Anthropic · Proprietary
1685±25.0
🥈
claude-fable-5 Anthropic · Proprietary
1666±22.0
🥉
kimi-k3-max 月之暗面 · Kimi K3 license
1650±33.0
4
claude-opus-5-high Anthropic · Proprietary
1648±22.0
5
grok-4.6-high SpaceXAI · Proprietary · Preliminary
1631±51.0
6
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1628±35.0
7
gemini-3.7-flash-high Google · Proprietary · Preliminary
1622±38.0
8
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1618±21.0
9
qwen3.8-27b 阿里巴巴 · Apache 2.0
1579±38.0
10
glm-5.3-max 智谱 ZAI · MIT
1577±45.0
11
grok-4.5 SpaceXAI · Proprietary
1577±25.0
12
deepseek-v4-pro-high-20260813 DeepSeek · MIT
1563±37.0
13
claude-opus-4-7 Anthropic · Proprietary
1559±16.0
14
claude-opus-4-6-high Anthropic · Proprietary
1559±14.0
15
claude-opus-4-7-high Anthropic · Proprietary
1555±15.0
16
claude-opus-4-8-high Anthropic · Proprietary
1554±19.0
17
claude-opus-4-6 Anthropic · Proprietary
1550±13.0
18
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1545±16.0
19
deepseek-v4-flash-high DeepSeek · MIT
1542±31.0
20
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1540±15.0
21
muse-spark-1.1 Meta · Proprietary
1539±25.0
22
glm-5.2-max 智谱 ZAI · MIT
1537±20.0
23
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1536±26.0
24
muse-spark-1.2 (xHigh) Meta · Proprietary
1536±41.0
25
gemini-3.6-flash-high Google · Proprietary
1535±24.0
26
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1533±26.0
27
claude-sonnet-4-6 Anthropic · Proprietary
1529±13.0
28
claude-opus-4-8 Anthropic · Proprietary
1527±17.0
29
gemini-3.5-flash-medium Google · Proprietary
1524±19.0
30
claude-sonnet-5-high Anthropic · Proprietary
1522±22.0
31
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1521±20.0
32
glm-5.1 智谱 ZAI · MIT
1520±20.0
33
gemini-3.5-flash-high Google · Proprietary
1519±21.0
34
claude-opus-4-5-20251101-high-32k Anthropic · Proprietary
1512±13.0
35
gpt-5.5 (codex-harness) OpenAI · Proprietary
1501±16.0
36
qwen3.6-max-preview 阿里巴巴 · Proprietary
1497±35.0
37
kimi-k2.6 月之暗面 · Modified MIT
1495±19.0
38
gemini-3.1-pro-preview Google · Proprietary
1493±13.0
39
seed-2.1-pro-preview 字节跳动 · Proprietary
1492±21.0
40
mimo-v2.5-pro 小米 · MIT
1484±16.0
41
claude-opus-4-5-20251101 Anthropic · Proprietary
1482±12.0
42
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1477±61.0
43
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1474±53.0
44
deepseek-v4-pro-high-preview DeepSeek · MIT
1472±16.0
45
gemini-3-pro Google · Proprietary
1469±11.0
46
minimax-m3 MiniMax · MiniMax Community License
1466±18.0
47
hy3 腾讯 · Apache 2.0
1466±38.0
48
qwen3.6-plus 阿里巴巴 · Proprietary
1462±15.0
49
kimi-k2.7-code 月之暗面 · Modified MIT
1462±25.0
50
glm-5 智谱 ZAI · MIT
1454±22.0
51
glm-4.7 智谱 ZAI · MIT
1446±14.0
52
gemini-3-flash Google · Proprietary
1444±12.0
53
mimo-v2-pro 小米 · Proprietary
1440±22.0
54
deepseek-v4-pro DeepSeek · MIT
1437±17.0
55
kimi-k2.5-thinking 月之暗面 · Modified MIT
1430±13.0
56
gpt-5-medium OpenAI · Proprietary
1429±17.0
57
gpt-5.2 OpenAI · Proprietary
1428±24.0
58
mimo-v2.5 小米 · MIT
1428±16.0
59
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1427±33.0
60
gpt-5.4 OpenAI · Proprietary
1423±42.0
61
deepseek-v4-flash-high-preview DeepSeek · MIT
1423±19.0
62
gpt-5.4-mini-high OpenAI · Proprietary
1423±17.0
63
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1420±38.0
64
minimax-m2.5 MiniMax · Modified MIT
1415±21.0
65
kimi-k2.5-instant 月之暗面 · Modified MIT
1414±29.0
66
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1411±13.0
67
minimax-m2.7 MiniMax · Modified MIT
1404±15.0
68
gpt-5.1-medium OpenAI · Proprietary
1401±13.0
69
minimax-m2.1-preview MiniMax · MIT
1401±13.0
70
claude-sonnet-4-5-20250929-high-32k Anthropic · Proprietary
1399±11.0
71
gemini-3-flash (thinking-minimal) Google · Proprietary
1398±10.0
72
claude-opus-4-1-20250805 Anthropic · Proprietary
1398±12.0
73
solar-pro4 Upstage · Proprietary
1394±48.0
74
qwen3.5-27b 阿里巴巴 · Apache 2.0
1393±21.0
75
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1390±11.0
76
inkling Thinky · Apache 2.0
1389±23.0
77
Inkling Small Thinky · Apache 2.0
1386±31.0
78
muse-glimmer Meta · Apache-2.0
1385±47.0
79
gemma-4-31b Google · Apache 2.0
1376±20.0
80
gemma-4-26b-a4b Google · Apache 2.0
1372±45.0
81
deepseek-v3.2-thinking DeepSeek · MIT
1369±14.0
82
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1368±16.0
83
glm-5v-turbo 智谱 ZAI · Proprietary
1365±46.0
84
gpt-5.1 OpenAI · Proprietary
1364±11.0
85
grok-4.3 SpaceXAI · Proprietary
1364±17.0
86
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1360±45.0
87
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1357±21.0
88
mimo-v2-flash (non-thinking) 小米 · MIT
1353±14.0
89
glm-4.6 智谱 ZAI · MIT
1350±12.0
90
gpt-5.2-codex OpenAI · Proprietary
1348±15.0
91
gpt-5.1-codex OpenAI · Proprietary
1346±13.0
92
mimo-v2-flash (thinking) 小米 · MIT
1346±23.0
93
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1326±11.0
94
laguna-m.1 Poolside · Apache 2.0
1324±27.0
95
claude-haiku-4-5-20251001 Anthropic · Proprietary
1315±9.0
96
mistral-medium-3.5 Mistral · Modified MIT
1315±42.0
97
minimax-m2 MiniMax · Apache 2.0
1307±12.0
98
deepseek-v3.2 DeepSeek · MIT
1304±12.0
99
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1298±46.0
100
qwen3.5-flash 阿里巴巴 · Proprietary
1293±60.0
101
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1286±11.0
102
deepseek-v3.2-exp DeepSeek · MIT
1282±15.0
103
gemini-3.1-flash-lite-preview Google · Proprietary
1282±17.0
104
laguna-xs.2 Poolside · Apache 2.0
1280±31.0
105
KAT-Coder-Pro-V1 · Proprietary
1265±21.0
106
gpt-5.1-codex-mini OpenAI · Proprietary
1254±23.0
107
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1252±14.0
108
trinity-large-thinking · Apache 2.0
1241±50.0
109
mistral-large-3 Mistral · Apache 2.0
1239±26.0
110
gemini-2.5-pro Google · Proprietary
1235±17.0
111
grok-4.1-thinking SpaceXAI · Proprietary
1220±26.0
112
granite-4.1-8b IBM · Apache 2.0
1217±49.0
113
devstral-2 Mistral · Modified MIT
1216±24.0
114
mercury-2 Inception AI · Proprietary
1199±68.0
115
grok-code-fast-1 SpaceXAI · Proprietary
1172±29.0
116
grok-4-fast-reasoning SpaceXAI · Proprietary
1170±28.0
117
devstral-medium-2507 Mistral · Proprietary
1087±31.0

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