排名 模型
🥇
claude-opus-5-max Anthropic · Proprietary
1744±27.0
🥈
claude-opus-5-high Anthropic · Proprietary
1721±24.0
🥉
kimi-k3-max 月之暗面 · Kimi K3 license
1703±28.0
4
claude-fable-5 Anthropic · Proprietary
1674±22.0
5
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1662±35.0
6
grok-4.6-high SpaceXAI · Proprietary · Preliminary
1648±49.0
7
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1642±22.0
8
gemini-3.7-flash-high Google · Proprietary · Preliminary
1638±35.0
9
glm-5.2-max 智谱 ZAI · MIT
1610±21.0
10
grok-4.5 SpaceXAI · Proprietary
1603±24.0
11
claude-opus-4-8-high Anthropic · Proprietary
1582±18.0
12
deepseek-v4-flash-high DeepSeek · MIT
1580±33.0
13
claude-opus-4-7-high Anthropic · Proprietary
1576±16.0
14
claude-opus-4-7 Anthropic · Proprietary
1570±16.0
15
claude-opus-4-6-high Anthropic · Proprietary
1564±15.0
16
gemini-3.6-flash-high Google · Proprietary
1562±26.0
17
glm-5.1 智谱 ZAI · MIT
1551±21.0
18
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1551±26.0
19
hy3 腾讯 · Apache 2.0
1550±38.0
20
claude-sonnet-5-high Anthropic · Proprietary
1549±23.0
21
muse-spark-1.1 Meta · Proprietary
1549±24.0
22
claude-opus-4-8 Anthropic · Proprietary
1546±18.0
23
claude-opus-4-6 Anthropic · Proprietary
1545±14.0
24
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1536±16.0
25
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1529±20.0
26
gemini-3.5-flash-high Google · Proprietary
1527±27.0
27
qwen3.6-max-preview 阿里巴巴 · Proprietary
1525±36.0
28
claude-sonnet-4-6 Anthropic · Proprietary
1523±13.0
29
muse-spark-1.2 (xHigh) Meta · Proprietary
1519±36.0
30
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1514±15.0
31
gemini-3.5-flash-medium Google · Proprietary
1513±20.0
32
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1512±25.0
33
seed-2.1-pro-preview 字节跳动 · Proprietary
1510±21.0
34
claude-opus-4-5-20251101-high-32k Anthropic · Proprietary
1507±19.0
35
kimi-k2.6 月之暗面 · Modified MIT
1501±19.0
36
gemini-3.5-flash Google · Proprietary
1500±39.0
37
mimo-v2.5-pro 小米 · MIT
1491±16.0
38
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1479±61.0
39
gemini-3.1-pro-preview Google · Proprietary
1476±13.0
40
gpt-5.5 (codex-harness) OpenAI · Proprietary
1474±16.0
41
minimax-m3 MiniMax · MiniMax Community License
1473±18.0
42
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1471±59.0
43
qwen3.6-plus 阿里巴巴 · Proprietary
1469±15.0
44
kimi-k2.7-code 月之暗面 · Modified MIT
1468±25.0
45
deepseek-v4-pro-high-preview DeepSeek · MIT
1468±16.0
46
claude-opus-4-5-20251101 Anthropic · Proprietary
1465±17.0
47
gemini-3-pro Google · Proprietary
1451±17.0
48
glm-5 智谱 ZAI · MIT
1444±22.0
49
deepseek-v4-pro DeepSeek · MIT
1443±16.0
50
mimo-v2-pro 小米 · Proprietary
1435±22.0
51
kimi-k2.5-thinking 月之暗面 · Modified MIT
1429±14.0
52
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1427±40.0
53
minimax-m2.5 MiniMax · Modified MIT
1425±21.0
54
gemini-3-flash Google · Proprietary
1418±18.0
55
gpt-5.2 OpenAI · Proprietary
1417±52.0
56
mimo-v2.5 小米 · MIT
1417±16.0
57
gpt-5.4 OpenAI · Proprietary
1416±40.0
58
deepseek-v4-flash-high-preview DeepSeek · MIT
1414±19.0
59
gpt-5.4-mini-high OpenAI · Proprietary
1408±17.0
60
glm-4.7 智谱 ZAI · MIT
1406±27.0
61
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1397±33.0
62
solar-pro4 Upstage · Proprietary
1390±45.0
63
claude-sonnet-4-5-20250929-high-32k Anthropic · Proprietary
1389±16.0
64
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1387±14.0
65
minimax-m2.1-preview MiniMax · MIT
1385±21.0
66
minimax-m2.7 MiniMax · Modified MIT
1384±15.0
67
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1383±15.0
68
gpt-5-medium OpenAI · Proprietary
1382±32.0
69
kimi-k2.5-instant 月之暗面 · Modified MIT
1379±31.0
70
gemini-3-flash (thinking-minimal) Google · Proprietary
1375±12.0
71
gpt-5.1-medium OpenAI · Proprietary
1374±25.0
72
inkling Thinky · Apache 2.0
1374±21.0
73
claude-opus-4-1-20250805 Anthropic · Proprietary
1372±22.0
74
muse-glimmer Meta · Apache-2.0
1371±43.0
75
gemma-4-31b Google · Apache 2.0
1368±19.0
76
glm-5v-turbo 智谱 ZAI · Proprietary
1364±39.0
77
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1362±49.0
78
grok-4.3 SpaceXAI · Proprietary
1356±17.0
79
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1349±16.0
80
deepseek-v3.2-thinking DeepSeek · MIT
1343±22.0
81
gpt-5.2-codex OpenAI · Proprietary
1336±22.0
82
qwen3.5-27b 阿里巴巴 · Apache 2.0
1335±21.0
83
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1325±21.0
84
mimo-v2-flash (non-thinking) 小米 · MIT
1325±23.0
85
glm-4.6 智谱 ZAI · MIT
1324±22.0
86
laguna-m.1 Poolside · Apache 2.0
1323±26.0
87
gemma-4-26b-a4b Google · Apache 2.0
1323±53.0
88
gpt-5.1 OpenAI · Proprietary
1323±18.0
89
gpt-5.1-codex OpenAI · Proprietary
1322±25.0
90
claude-haiku-4-5-20251001 Anthropic · Proprietary
1306±12.0
91
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1302±16.0
92
laguna-xs.2 Poolside · Apache 2.0
1301±30.0
93
deepseek-v3.2 DeepSeek · MIT
1294±19.0
94
mistral-medium-3.5 Mistral · Modified MIT
1287±41.0
95
mimo-v2-flash (thinking) 小米 · MIT
1272±43.0
96
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1266±17.0
97
mistral-large-3 Mistral · Apache 2.0
1261±61.0
98
minimax-m2 MiniMax · Apache 2.0
1261±22.0
99
gemini-3.1-flash-lite-preview Google · Proprietary
1259±17.0
100
deepseek-v3.2-exp DeepSeek · MIT
1258±28.0
101
trinity-large-thinking · Apache 2.0
1243±57.0
102
KAT-Coder-Pro-V1 · Proprietary
1242±46.0
103
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1242±49.0
104
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1240±27.0
105
gpt-5.1-codex-mini OpenAI · Proprietary
1228±47.0
106
gemini-2.5-pro Google · Proprietary
1207±34.0
107
qwen3.5-flash 阿里巴巴 · Proprietary
1180±67.0
108
granite-4.1-8b IBM · Apache 2.0
1176±46.0
109
grok-code-fast-1 SpaceXAI · Proprietary
1147±67.0
110
grok-4-fast-reasoning SpaceXAI · Proprietary
1131±63.0
111
grok-4.1-thinking SpaceXAI · Proprietary
1130±61.0
112
devstral-2 Mistral · Modified MIT
1128±55.0
113
devstral-medium-2507 Mistral · Proprietary
1046±70.0

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