排名 模型
🥇
claude-opus-5-max Anthropic · Proprietary
1744±27.0
🥈
claude-opus-5-high Anthropic · Proprietary
1723±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
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1643±22.0
7
grok-4.6-high SpaceXAI · Proprietary · Preliminary
1631±61.0
8
glm-5.2-max 智谱 ZAI · MIT
1610±21.0
9
grok-4.5 SpaceXAI · Proprietary
1603±24.0
10
claude-opus-4-8-high Anthropic · Proprietary
1581±18.0
11
deepseek-v4-flash-high DeepSeek · MIT · Preliminary
1579±33.0
12
claude-opus-4-7-high Anthropic · Proprietary
1575±16.0
13
claude-opus-4-7 Anthropic · Proprietary
1568±16.0
14
claude-opus-4-6-high Anthropic · Proprietary
1565±15.0
15
gemini-3.6-flash-high Google · Proprietary · Preliminary
1561±26.0
16
glm-5.1 智谱 ZAI · MIT
1551±21.0
17
hy3 腾讯 · Apache 2.0
1550±38.0
18
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1550±26.0
19
claude-sonnet-5-high Anthropic · Proprietary
1549±23.0
20
muse-spark-1.1 Meta · Proprietary · Preliminary
1548±24.0
21
claude-opus-4-6 Anthropic · Proprietary
1545±14.0
22
claude-opus-4-8 Anthropic · Proprietary
1544±18.0
23
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1536±16.0
24
gemini-3.5-flash-high Google · Proprietary
1529±27.0
25
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1529±20.0
26
qwen3.6-max-preview 阿里巴巴 · Proprietary
1526±36.0
27
claude-sonnet-4-6 Anthropic · Proprietary
1524±13.0
28
muse-spark-1.2 (xHigh) Meta · Proprietary
1519±36.0
29
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1514±15.0
30
gemini-3.5-flash-medium Google · Proprietary
1514±20.0
31
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1511±25.0
32
seed-2.1-pro-preview 字节跳动 · Proprietary · Preliminary
1510±21.0
33
claude-opus-4-5-20251101-high-32k Anthropic · Proprietary
1507±19.0
34
kimi-k2.6 月之暗面 · Modified MIT
1502±19.0
35
gemini-3.5-flash Google · Proprietary
1500±39.0
36
mimo-v2.5-pro 小米 · MIT
1491±16.0
37
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1480±61.0
38
gemini-3.1-pro-preview Google · Proprietary
1476±13.0
39
minimax-m3 MiniMax · MiniMax Community License
1474±18.0
40
gpt-5.5 (codex-harness) OpenAI · Proprietary
1473±16.0
41
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1471±59.0
42
kimi-k2.7-code 月之暗面 · Modified MIT
1469±25.0
43
deepseek-v4-pro-high-preview DeepSeek · MIT
1468±16.0
44
qwen3.6-plus 阿里巴巴 · Proprietary
1468±15.0
45
claude-opus-4-5-20251101 Anthropic · Proprietary
1465±17.0
46
gemini-3-pro Google · Proprietary
1451±17.0
47
glm-5 智谱 ZAI · MIT
1444±22.0
48
deepseek-v4-pro DeepSeek · MIT
1442±16.0
49
mimo-v2-pro 小米 · Proprietary
1435±22.0
50
kimi-k2.5-thinking 月之暗面 · Modified MIT
1429±14.0
51
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1427±40.0
52
minimax-m2.5 MiniMax · Modified MIT
1426±21.0
53
gemini-3-flash Google · Proprietary
1418±18.0
54
gpt-5.2 OpenAI · Proprietary
1417±52.0
55
mimo-v2.5 小米 · MIT
1417±17.0
56
gpt-5.4 OpenAI · Proprietary
1416±40.0
57
deepseek-v4-flash-high-preview DeepSeek · MIT
1415±19.0
58
gpt-5.4-mini-high OpenAI · Proprietary
1408±17.0
59
glm-4.7 智谱 ZAI · MIT
1407±27.0
60
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1397±33.0
61
solar-pro4 Upstage · Proprietary
1390±45.0
62
claude-sonnet-4-5-20250929-high-32k Anthropic · Proprietary
1389±16.0
63
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1387±14.0
64
minimax-m2.1-preview MiniMax · MIT
1386±21.0
65
minimax-m2.7 MiniMax · Modified MIT
1385±15.0
66
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1383±15.0
67
gpt-5-medium OpenAI · Proprietary
1382±32.0
68
kimi-k2.5-instant 月之暗面 · Modified MIT
1380±31.0
69
gemini-3-flash (thinking-minimal) Google · Proprietary
1375±12.0
70
inkling Thinky · Apache 2.0
1374±21.0
71
gpt-5.1-medium OpenAI · Proprietary
1374±25.0
72
claude-opus-4-1-20250805 Anthropic · Proprietary
1372±22.0
73
muse-glimmer Meta · Apache-2.0
1371±43.0
74
gemma-4-31b Google · Apache 2.0
1368±19.0
75
glm-5v-turbo 智谱 ZAI · Proprietary
1366±39.0
76
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1364±50.0
77
grok-4.3 SpaceXAI · Proprietary
1355±17.0
78
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1348±16.0
79
deepseek-v3.2-thinking DeepSeek · MIT
1343±22.0
80
gpt-5.2-codex OpenAI · Proprietary
1336±22.0
81
qwen3.5-27b 阿里巴巴 · Apache 2.0
1335±21.0
82
mimo-v2-flash (non-thinking) 小米 · MIT
1326±23.0
83
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1325±21.0
84
glm-4.6 智谱 ZAI · MIT
1324±22.0
85
laguna-m.1 Poolside · Apache 2.0
1323±26.0
86
gemma-4-26b-a4b Google · Apache 2.0
1323±53.0
87
gpt-5.1 OpenAI · Proprietary
1323±18.0
88
gpt-5.1-codex OpenAI · Proprietary
1322±25.0
89
claude-haiku-4-5-20251001 Anthropic · Proprietary
1306±12.0
90
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1302±16.0
91
laguna-xs.2 Poolside · Apache 2.0
1301±30.0
92
deepseek-v3.2 DeepSeek · MIT
1294±19.0
93
mistral-medium-3.5 Mistral · Modified MIT
1287±42.0
94
mimo-v2-flash (thinking) 小米 · MIT
1272±43.0
95
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1266±17.0
96
mistral-large-3 Mistral · Apache 2.0
1261±61.0
97
minimax-m2 MiniMax · Apache 2.0
1261±22.0
98
gemini-3.1-flash-lite-preview Google · Proprietary
1259±17.0
99
deepseek-v3.2-exp DeepSeek · MIT
1258±28.0
100
trinity-large-thinking · Apache 2.0
1243±57.0
101
KAT-Coder-Pro-V1 · Proprietary
1243±46.0
102
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1242±49.0
103
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1240±27.0
104
gpt-5.1-codex-mini OpenAI · Proprietary
1229±47.0
105
gemini-2.5-pro Google · Proprietary
1207±34.0
106
qwen3.5-flash 阿里巴巴 · Proprietary
1180±67.0
107
granite-4.1-8b IBM · Apache 2.0
1179±47.0
108
grok-code-fast-1 SpaceXAI · Proprietary
1147±67.0
109
grok-4-fast-reasoning SpaceXAI · Proprietary
1131±63.0
110
grok-4.1-thinking SpaceXAI · Proprietary
1130±61.0
111
devstral-2 Mistral · Modified MIT
1128±55.0
112
devstral-medium-2507 Mistral · Proprietary
1046±70.0

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