排名 模型
🥇
claude-opus-5-high Anthropic · Proprietary
1653±29.0
🥈
claude-opus-5-max Anthropic · Proprietary
1651±31.0
🥉
kimi-k3-max 月之暗面 · Kimi K3 license
1644±32.0
4
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1627±49.0
5
claude-fable-5 Anthropic · Proprietary
1607±23.0
6
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1590±24.0
7
claude-opus-4-8-high Anthropic · Proprietary
1556±18.0
8
deepseek-v4-flash-high DeepSeek · MIT · Preliminary
1551±43.0
9
glm-5.2-max 智谱 ZAI · MIT
1548±21.0
10
claude-opus-4-7-high Anthropic · Proprietary
1547±15.0
11
claude-opus-4-6-high Anthropic · Proprietary
1544±15.0
12
muse-spark-1.2 (xHigh) Meta · Proprietary
1540±47.0
13
claude-opus-4-7 Anthropic · Proprietary
1536±16.0
14
grok-4.5 SpaceXAI · Proprietary
1533±25.0
15
claude-opus-4-8 Anthropic · Proprietary
1532±19.0
16
muse-spark-1.1 Meta · Proprietary · Preliminary
1530±26.0
17
gemini-3.6-flash-high Google · Proprietary · Preliminary
1523±27.0
18
claude-opus-4-6 Anthropic · Proprietary
1515±14.0
19
claude-sonnet-5-high Anthropic · Proprietary
1508±26.0
20
claude-sonnet-4-6 Anthropic · Proprietary
1508±14.0
21
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1507±29.0
22
hy3 腾讯 · Apache 2.0
1503±44.0
23
seed-2.1-pro-preview 字节跳动 · Proprietary · Preliminary
1502±23.0
24
glm-5.1 智谱 ZAI · MIT
1501±21.0
25
claude-opus-4-5-20251101-high-32k Anthropic · Proprietary
1500±21.0
26
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1498±29.0
27
gemini-3.5-flash-medium Google · Proprietary
1495±21.0
28
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1494±54.0
29
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1493±21.0
30
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1491±16.0
31
gemini-3.5-flash Google · Proprietary
1486±35.0
32
kimi-k2.6 月之暗面 · Modified MIT
1484±18.0
33
gemini-3.5-flash-high Google · Proprietary
1481±32.0
34
minimax-m3 MiniMax · MiniMax Community License
1478±19.0
35
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1476±15.0
36
mimo-v2.5-pro 小米 · MIT
1472±16.0
37
qwen3.6-max-preview 阿里巴巴 · Proprietary
1458±34.0
38
qwen3.6-plus 阿里巴巴 · Proprietary
1456±15.0
39
deepseek-v4-pro-high-preview DeepSeek · MIT
1456±17.0
40
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1448±37.0
41
claude-opus-4-5-20251101 Anthropic · Proprietary
1447±18.0
42
kimi-k2.7-code 月之暗面 · Modified MIT
1446±27.0
43
gpt-5.5 (codex-harness) OpenAI · Proprietary
1439±16.0
44
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1439±61.0
45
mimo-v2-pro 小米 · Proprietary
1433±22.0
46
mimo-v2.5 小米 · MIT
1432±16.0
47
gemini-3.1-pro-preview Google · Proprietary
1432±13.0
48
minimax-m2.5 MiniMax · Modified MIT
1430±21.0
49
deepseek-v4-pro DeepSeek · MIT
1427±15.0
50
kimi-k2.5-thinking 月之暗面 · Modified MIT
1426±14.0
51
glm-5 智谱 ZAI · MIT
1426±22.0
52
deepseek-v4-flash-high-preview DeepSeek · MIT
1413±18.0
53
glm-4.7 智谱 ZAI · MIT
1413±32.0
54
gemini-3-flash Google · Proprietary
1404±20.0
55
gpt-5.2 OpenAI · Proprietary
1402±72.0
56
gpt-5-medium OpenAI · Proprietary
1397±45.0
57
minimax-m2.7 MiniMax · Modified MIT
1396±16.0
58
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1395±14.0
59
gemini-3-pro Google · Proprietary
1395±19.0
60
gpt-5.1-medium OpenAI · Proprietary
1394±33.0
61
gpt-5.4 OpenAI · Proprietary
1392±41.0
62
gpt-5.4-mini-high OpenAI · Proprietary
1391±17.0
63
kimi-k2.5-instant 月之暗面 · Modified MIT
1390±33.0
64
minimax-m2.1-preview MiniMax · MIT
1390±24.0
65
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1389±32.0
66
glm-5v-turbo 智谱 ZAI · Proprietary
1386±41.0
67
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1384±17.0
68
inkling Thinky · Apache 2.0
1382±28.0
69
claude-sonnet-4-5-20250929-high-32k Anthropic · Proprietary
1377±19.0
70
muse-glimmer Meta · Apache-2.0
1367±56.0
71
claude-opus-4-1-20250805 Anthropic · Proprietary
1366±28.0
72
gemini-3-flash (thinking-minimal) Google · Proprietary
1365±13.0
73
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1363±50.0
74
deepseek-v3.2-thinking DeepSeek · MIT
1362±23.0
75
qwen3.5-27b 阿里巴巴 · Apache 2.0
1356±22.0
76
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1354±21.0
77
laguna-m.1 Poolside · Apache 2.0
1352±27.0
78
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1351±15.0
79
mimo-v2-flash (non-thinking) 小米 · MIT
1341±26.0
80
grok-4.3 SpaceXAI · Proprietary
1341±17.0
81
gpt-5.2-codex OpenAI · Proprietary
1341±24.0
82
gpt-5.1 OpenAI · Proprietary
1340±21.0
83
glm-4.6 智谱 ZAI · MIT
1339±28.0
84
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1327±18.0
85
gemma-4-31b Google · Apache 2.0
1320±24.0
86
gemma-4-26b-a4b Google · Apache 2.0
1318±54.0
87
claude-haiku-4-5-20251001 Anthropic · Proprietary
1318±12.0
88
gpt-5.1-codex OpenAI · Proprietary
1308±33.0
89
deepseek-v3.2 DeepSeek · MIT
1308±20.0
90
minimax-m2 MiniMax · Apache 2.0
1297±27.0
91
mistral-medium-3.5 Mistral · Modified MIT
1295±41.0
92
laguna-xs.2 Poolside · Apache 2.0
1283±30.0
93
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1261±19.0
94
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1252±27.0
95
mimo-v2-flash (thinking) 小米 · MIT
1244±48.0
96
deepseek-v3.2-exp DeepSeek · MIT
1240±37.0
97
gemini-3.1-flash-lite-preview Google · Proprietary
1240±17.0
98
gemini-2.5-pro Google · Proprietary
1236±46.0
99
grok-4.1-thinking SpaceXAI · Proprietary
1227±74.0
100
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1216±50.0
101
gpt-5.1-codex-mini OpenAI · Proprietary
1200±67.0
102
trinity-large-thinking · Apache 2.0
1199±66.0
103
qwen3.5-flash 阿里巴巴 · Proprietary
1189±56.0
104
KAT-Coder-Pro-V1 · Proprietary
1174±77.0
105
devstral-2 Mistral · Modified MIT
1166±62.0
106
grok-code-fast-1 SpaceXAI · Proprietary
1165±75.0
107
granite-4.1-8b IBM · Apache 2.0
1132±57.0

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