排名 模型
🥇
claude-opus-5-max Anthropic · Proprietary
1655±23.0
🥈
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1647±44.0
🥉
kimi-k3-max 月之暗面 · Kimi K3 license
1645±32.0
4
claude-opus-5-high Anthropic · Proprietary
1643±23.0
5
grok-4.6-high SpaceXAI · Proprietary · Preliminary
1616±63.0
6
claude-fable-5 Anthropic · Proprietary
1604±21.0
7
glm-5.3-max 智谱 ZAI · MIT
1596±43.0
8
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1587±21.0
9
gemini-3.7-flash-high Google · Proprietary · Preliminary
1585±43.0
10
qwen3.8-flash-next 阿里巴巴 · qwen-community-1.0 · Preliminary
1584±58.0
11
hy4-preview 腾讯 · Apache 2.0 · Preliminary
1568±61.0
12
claude-opus-4-8-high Anthropic · Proprietary
1560±17.0
13
glm-5.2-max 智谱 ZAI · MIT
1555±20.0
14
deepseek-v4-flash-high DeepSeek · MIT
1554±37.0
15
deepseek-v4-pro-high-20260813 DeepSeek · MIT
1551±38.0
16
claude-opus-4-7-high Anthropic · Proprietary
1545±15.0
17
grok-4.5 SpaceXAI · Proprietary
1543±23.0
18
claude-opus-4-6-high Anthropic · Proprietary
1541±14.0
19
qwen3.8-27b 阿里巴巴 · Apache 2.0
1540±36.0
20
muse-spark-1.2 (xHigh) Meta · Proprietary
1540±46.0
21
glm-5.3-flash 智谱 ZAI · MIT
1539±54.0
22
muse-spark-1.1 Meta · Proprietary
1537±23.0
23
claude-opus-4-7 Anthropic · Proprietary
1536±15.0
24
claude-opus-4-8 Anthropic · Proprietary
1534±17.0
25
gemini-3.6-flash-high Google · Proprietary
1519±23.0
26
claude-opus-4-6 Anthropic · Proprietary
1514±13.0
27
claude-sonnet-4-6 Anthropic · Proprietary
1507±13.0
28
claude-sonnet-5-high Anthropic · Proprietary
1505±23.0
29
seed-2.1-pro-preview 字节跳动 · Proprietary
1502±21.0
30
claude-opus-4-5-20251101-high-32k Anthropic · Proprietary
1501±21.0
31
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1501±25.0
32
glm-5.1 智谱 ZAI · MIT
1499±20.0
33
hy3 腾讯 · Apache 2.0
1498±38.0
34
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1496±15.0
35
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1494±54.0
36
gemini-3.5-flash-medium Google · Proprietary
1493±19.0
37
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1492±21.0
38
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1490±25.0
39
kimi-k2.6 月之暗面 · Modified MIT
1484±18.0
40
gemini-3.5-flash-high Google · Proprietary
1483±21.0
41
minimax-m3 MiniMax · MiniMax Community License
1477±18.0
42
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1474±14.0
43
mimo-v2.5-pro 小米 · MIT
1471±15.0
44
qwen3.6-max-preview 阿里巴巴 · Proprietary
1456±34.0
45
qwen3.6-plus 阿里巴巴 · Proprietary
1456±14.0
46
deepseek-v4-pro-high-preview DeepSeek · MIT
1455±16.0
47
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1449±38.0
48
claude-opus-4-5-20251101 Anthropic · Proprietary
1446±18.0
49
kimi-k2.7-code 月之暗面 · Modified MIT
1446±27.0
50
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1439±61.0
51
gpt-5.5 (codex-harness) OpenAI · Proprietary
1438±15.0
52
gemini-3.1-pro-preview Google · Proprietary
1433±12.0
53
mimo-v2-pro 小米 · Proprietary
1432±22.0
54
mimo-v2.5 小米 · MIT
1432±16.0
55
minimax-m2.5 MiniMax · Modified MIT
1430±21.0
56
kimi-k2.5-thinking 月之暗面 · Modified MIT
1428±14.0
57
deepseek-v4-pro DeepSeek · MIT
1428±15.0
58
glm-5 智谱 ZAI · MIT
1427±22.0
59
deepseek-v4-flash-high-preview DeepSeek · MIT
1413±18.0
60
glm-4.7 智谱 ZAI · MIT
1412±32.0
61
gemini-3-flash Google · Proprietary
1405±20.0
62
gpt-5.2 OpenAI · Proprietary
1403±72.0
63
gpt-5.4 OpenAI · Proprietary
1401±38.0
64
minimax-m2.7 MiniMax · Modified MIT
1397±16.0
65
gpt-5-medium OpenAI · Proprietary
1397±46.0
66
gemini-3-pro Google · Proprietary
1395±19.0
67
gpt-5.1-medium OpenAI · Proprietary
1395±33.0
68
kimi-k2.5-instant 月之暗面 · Modified MIT
1392±33.0
69
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1392±13.0
70
minimax-m2.1-preview MiniMax · MIT
1391±24.0
71
gpt-5.4-mini-high OpenAI · Proprietary
1390±17.0
72
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1388±32.0
73
glm-5v-turbo 智谱 ZAI · Proprietary
1386±41.0
74
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1385±17.0
75
inkling Thinky · Apache 2.0
1384±24.0
76
claude-sonnet-4-5-20250929-high-32k Anthropic · Proprietary
1378±19.0
77
claude-opus-4-1-20250805 Anthropic · Proprietary
1367±28.0
78
muse-glimmer Meta · Apache-2.0
1366±56.0
79
gemini-3-flash (thinking-minimal) Google · Proprietary
1366±13.0
80
deepseek-v3.2-thinking DeepSeek · MIT
1364±23.0
81
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1363±50.0
82
Inkling Small Thinky · Apache 2.0
1362±36.0
83
qwen3.5-27b 阿里巴巴 · Apache 2.0
1356±22.0
84
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1355±21.0
85
laguna-m.1 Poolside · Apache 2.0
1352±27.0
86
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1351±15.0
87
mimo-v2-flash (non-thinking) 小米 · MIT
1344±26.0
88
gpt-5.2-codex OpenAI · Proprietary
1341±24.0
89
grok-4.3 SpaceXAI · Proprietary
1340±16.0
90
gpt-5.1 OpenAI · Proprietary
1339±21.0
91
glm-4.6 智谱 ZAI · MIT
1339±28.0
92
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1326±19.0
93
claude-haiku-4-5-20251001 Anthropic · Proprietary
1321±12.0
94
gemma-4-31b Google · Apache 2.0
1319±23.0
95
gemma-4-26b-a4b Google · Apache 2.0
1318±54.0
96
deepseek-v3.2 DeepSeek · MIT
1308±20.0
97
gpt-5.1-codex OpenAI · Proprietary
1306±33.0
98
minimax-m2 MiniMax · Apache 2.0
1296±27.0
99
mistral-medium-3.5 Mistral · Modified MIT
1294±41.0
100
laguna-xs.2 Poolside · Apache 2.0
1283±30.0
101
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1262±19.0
102
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1255±27.0
103
mimo-v2-flash (thinking) 小米 · MIT
1246±48.0
104
deepseek-v3.2-exp DeepSeek · MIT
1241±37.0
105
gemini-3.1-flash-lite-preview Google · Proprietary
1240±17.0
106
gemini-2.5-pro Google · Proprietary
1237±46.0
107
grok-4.1-thinking SpaceXAI · Proprietary
1227±74.0
108
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1217±50.0
109
gpt-5.1-codex-mini OpenAI · Proprietary
1201±67.0
110
trinity-large-thinking · Apache 2.0
1198±66.0
111
qwen3.5-flash 阿里巴巴 · Proprietary
1189±56.0
112
KAT-Coder-Pro-V1 · Proprietary
1175±77.0
113
devstral-2 Mistral · Modified MIT
1167±62.0
114
grok-code-fast-1 SpaceXAI · Proprietary
1166±75.0
115
granite-4.1-8b IBM · Apache 2.0
1133±57.0

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