排名 模型
🥇
claude-opus-5-max Anthropic · Proprietary
1679±28.0
🥈
claude-fable-5 Anthropic · Proprietary
1672±24.0
🥉
claude-opus-5-high Anthropic · Proprietary
1660±24.0
4
kimi-k3-max 月之暗面 · Kimi K3 license
1650±33.0
5
grok-4.6-high SpaceXAI · Proprietary · Preliminary
1642±51.0
6
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1628±37.0
7
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1625±23.0
8
gemini-3.7-flash-high Google · Proprietary · Preliminary
1623±38.0
9
grok-4.5 SpaceXAI · Proprietary
1578±27.0
10
claude-opus-4-7 Anthropic · Proprietary
1563±16.0
11
claude-opus-4-6-high Anthropic · Proprietary
1559±14.0
12
claude-opus-4-8-high Anthropic · Proprietary
1557±19.0
13
claude-opus-4-7-high Anthropic · Proprietary
1555±15.0
14
claude-opus-4-6 Anthropic · Proprietary
1550±14.0
15
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1545±17.0
16
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1544±29.0
17
gemini-3.5-flash-high Google · Proprietary
1541±29.0
18
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1540±16.0
19
muse-spark-1.1 Meta · Proprietary
1540±27.0
20
glm-5.2-max 智谱 ZAI · MIT
1540±21.0
21
muse-spark-1.2 (xHigh) Meta · Proprietary
1539±41.0
22
deepseek-v4-flash-high DeepSeek · MIT
1539±35.0
23
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1537±28.0
24
gemini-3.6-flash-high Google · Proprietary
1535±26.0
25
claude-sonnet-4-6 Anthropic · Proprietary
1529±13.0
26
claude-opus-4-8 Anthropic · Proprietary
1526±18.0
27
gemini-3.5-flash-medium Google · Proprietary
1526±20.0
28
claude-sonnet-5-high Anthropic · Proprietary
1523±23.0
29
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1521±20.0
30
glm-5.1 智谱 ZAI · MIT
1521±20.0
31
claude-opus-4-5-20251101-high-32k Anthropic · Proprietary
1512±12.0
32
gpt-5.5 (codex-harness) OpenAI · Proprietary
1505±16.0
33
seed-2.1-pro-preview 字节跳动 · Proprietary
1497±22.0
34
qwen3.6-max-preview 阿里巴巴 · Proprietary
1495±35.0
35
kimi-k2.6 月之暗面 · Modified MIT
1495±19.0
36
gemini-3.1-pro-preview Google · Proprietary
1494±13.0
37
gemini-3.5-flash Google · Proprietary
1483±34.0
38
mimo-v2.5-pro 小米 · MIT
1482±16.0
39
claude-opus-4-5-20251101 Anthropic · Proprietary
1482±12.0
40
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1477±61.0
41
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1474±53.0
42
deepseek-v4-pro-high-preview DeepSeek · MIT
1473±16.0
43
gemini-3-pro Google · Proprietary
1469±11.0
44
hy3 腾讯 · Apache 2.0
1465±41.0
45
minimax-m3 MiniMax · MiniMax Community License
1464±18.0
46
qwen3.6-plus 阿里巴巴 · Proprietary
1462±15.0
47
kimi-k2.7-code 月之暗面 · Modified MIT
1462±26.0
48
glm-5 智谱 ZAI · MIT
1454±22.0
49
glm-4.7 智谱 ZAI · MIT
1446±14.0
50
gemini-3-flash Google · Proprietary
1444±12.0
51
mimo-v2-pro 小米 · Proprietary
1439±22.0
52
deepseek-v4-pro DeepSeek · MIT
1436±17.0
53
kimi-k2.5-thinking 月之暗面 · Modified MIT
1430±13.0
54
mimo-v2.5 小米 · MIT
1429±17.0
55
gpt-5-medium OpenAI · Proprietary
1429±17.0
56
gpt-5.2 OpenAI · Proprietary
1428±24.0
57
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1428±33.0
58
gpt-5.4-mini-high OpenAI · Proprietary
1423±17.0
59
deepseek-v4-flash-high-preview DeepSeek · MIT
1422±19.0
60
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1420±38.0
61
gpt-5.4 OpenAI · Proprietary
1416±44.0
62
minimax-m2.5 MiniMax · Modified MIT
1415±21.0
63
kimi-k2.5-instant 月之暗面 · Modified MIT
1414±29.0
64
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1412±13.0
65
minimax-m2.7 MiniMax · Modified MIT
1403±15.0
66
gpt-5.1-medium OpenAI · Proprietary
1401±13.0
67
minimax-m2.1-preview MiniMax · MIT
1401±13.0
68
claude-sonnet-4-5-20250929-high-32k Anthropic · Proprietary
1399±11.0
69
claude-opus-4-1-20250805 Anthropic · Proprietary
1398±12.0
70
gemini-3-flash (thinking-minimal) Google · Proprietary
1398±10.0
71
solar-pro4 Upstage · Proprietary
1394±48.0
72
qwen3.5-27b 阿里巴巴 · Apache 2.0
1393±21.0
73
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1390±11.0
74
muse-glimmer Meta · Apache-2.0
1385±47.0
75
inkling Thinky · Apache 2.0
1381±24.0
76
gemma-4-31b Google · Apache 2.0
1377±20.0
77
gemma-4-26b-a4b Google · Apache 2.0
1372±45.0
78
deepseek-v3.2-thinking DeepSeek · MIT
1369±14.0
79
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1367±16.0
80
glm-5v-turbo 智谱 ZAI · Proprietary
1365±46.0
81
gpt-5.1 OpenAI · Proprietary
1364±11.0
82
grok-4.3 SpaceXAI · Proprietary
1360±17.0
83
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1358±44.0
84
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1357±21.0
85
mimo-v2-flash (non-thinking) 小米 · MIT
1353±14.0
86
glm-4.6 智谱 ZAI · MIT
1350±12.0
87
gpt-5.2-codex OpenAI · Proprietary
1348±15.0
88
gpt-5.1-codex OpenAI · Proprietary
1346±13.0
89
mimo-v2-flash (thinking) 小米 · MIT
1346±23.0
90
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1326±11.0
91
laguna-m.1 Poolside · Apache 2.0
1324±27.0
92
mistral-medium-3.5 Mistral · Modified MIT
1317±42.0
93
claude-haiku-4-5-20251001 Anthropic · Proprietary
1316±9.0
94
minimax-m2 MiniMax · Apache 2.0
1307±12.0
95
deepseek-v3.2 DeepSeek · MIT
1304±12.0
96
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1298±45.0
97
qwen3.5-flash 阿里巴巴 · Proprietary
1293±60.0
98
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1286±11.0
99
deepseek-v3.2-exp DeepSeek · MIT
1282±15.0
100
laguna-xs.2 Poolside · Apache 2.0
1282±31.0
101
gemini-3.1-flash-lite-preview Google · Proprietary
1280±17.0
102
KAT-Coder-Pro-V1 · Proprietary
1265±21.0
103
gpt-5.1-codex-mini OpenAI · Proprietary
1254±23.0
104
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1252±14.0
105
trinity-large-thinking · Apache 2.0
1241±50.0
106
mistral-large-3 Mistral · Apache 2.0
1239±26.0
107
gemini-2.5-pro Google · Proprietary
1235±17.0
108
grok-4.1-thinking SpaceXAI · Proprietary
1220±26.0
109
granite-4.1-8b IBM · Apache 2.0
1216±48.0
110
devstral-2 Mistral · Modified MIT
1216±24.0
111
mercury-2 Inception AI · Proprietary
1199±68.0
112
grok-code-fast-1 SpaceXAI · Proprietary
1172±29.0
113
grok-4-fast-reasoning SpaceXAI · Proprietary
1170±28.0
114
devstral-medium-2507 Mistral · Proprietary
1087±31.0

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