排名 模型
🥇
claude-opus-5-max Anthropic · Proprietary
1654±27.0
🥈
claude-opus-5-high Anthropic · Proprietary
1652±26.0
🥉
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1646±45.0
4
kimi-k3-max 月之暗面 · Kimi K3 license
1643±32.0
5
grok-4.6-high SpaceXAI · Proprietary · Preliminary
1614±63.0
6
claude-fable-5 Anthropic · Proprietary
1607±22.0
7
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1582±22.0
8
gemini-3.7-flash-high Google · Proprietary · Preliminary
1576±48.0
9
glm-5.3-max 智谱 ZAI · MIT
1570±52.0
10
deepseek-v4-pro-high-20260813 DeepSeek · MIT
1560±42.0
11
claude-opus-4-8-high Anthropic · Proprietary
1558±17.0
12
deepseek-v4-flash-high DeepSeek · MIT
1555±40.0
13
glm-5.2-max 智谱 ZAI · MIT
1551±21.0
14
claude-opus-4-7-high Anthropic · Proprietary
1546±15.0
15
claude-opus-4-6-high Anthropic · Proprietary
1542±15.0
16
grok-4.5 SpaceXAI · Proprietary
1542±24.0
17
muse-spark-1.2 (xHigh) Meta · Proprietary
1539±46.0
18
claude-opus-4-7 Anthropic · Proprietary
1536±16.0
19
claude-opus-4-8 Anthropic · Proprietary
1531±18.0
20
muse-spark-1.1 Meta · Proprietary
1531±25.0
21
gemini-3.6-flash-high Google · Proprietary
1523±25.0
22
claude-opus-4-6 Anthropic · Proprietary
1514±14.0
23
claude-sonnet-5-high Anthropic · Proprietary
1511±24.0
24
claude-sonnet-4-6 Anthropic · Proprietary
1507±13.0
25
seed-2.1-pro-preview 字节跳动 · Proprietary
1501±22.0
26
claude-opus-4-5-20251101-high-32k Anthropic · Proprietary
1500±21.0
27
glm-5.1 智谱 ZAI · MIT
1498±20.0
28
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1498±27.0
29
hy3 腾讯 · Apache 2.0
1497±41.0
30
gemini-3.5-flash-medium Google · Proprietary
1495±20.0
31
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1494±16.0
32
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1494±54.0
33
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1494±27.0
34
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1492±21.0
35
gemini-3.5-flash-high Google · Proprietary
1485±23.0
36
kimi-k2.6 月之暗面 · Modified MIT
1484±18.0
37
minimax-m3 MiniMax · MiniMax Community License
1479±19.0
38
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1475±15.0
39
mimo-v2.5-pro 小米 · MIT
1473±16.0
40
qwen3.6-max-preview 阿里巴巴 · Proprietary
1457±34.0
41
qwen3.6-plus 阿里巴巴 · Proprietary
1456±14.0
42
deepseek-v4-pro-high-preview DeepSeek · MIT
1455±16.0
43
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1448±37.0
44
claude-opus-4-5-20251101 Anthropic · Proprietary
1447±18.0
45
kimi-k2.7-code 月之暗面 · Modified MIT
1446±27.0
46
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1439±61.0
47
gpt-5.5 (codex-harness) OpenAI · Proprietary
1438±16.0
48
mimo-v2-pro 小米 · Proprietary
1433±22.0
49
gemini-3.1-pro-preview Google · Proprietary
1432±13.0
50
mimo-v2.5 小米 · MIT
1431±16.0
51
minimax-m2.5 MiniMax · Modified MIT
1430±21.0
52
deepseek-v4-pro DeepSeek · MIT
1428±15.0
53
kimi-k2.5-thinking 月之暗面 · Modified MIT
1427±14.0
54
glm-5 智谱 ZAI · MIT
1426±22.0
55
deepseek-v4-flash-high-preview DeepSeek · MIT
1413±18.0
56
glm-4.7 智谱 ZAI · MIT
1413±32.0
57
gemini-3-flash Google · Proprietary
1405±20.0
58
gpt-5.2 OpenAI · Proprietary
1402±72.0
59
gpt-5-medium OpenAI · Proprietary
1397±45.0
60
minimax-m2.7 MiniMax · Modified MIT
1397±16.0
61
gemini-3-pro Google · Proprietary
1395±19.0
62
gpt-5.1-medium OpenAI · Proprietary
1394±33.0
63
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1394±14.0
64
minimax-m2.1-preview MiniMax · MIT
1390±24.0
65
kimi-k2.5-instant 月之暗面 · Modified MIT
1390±33.0
66
gpt-5.4-mini-high OpenAI · Proprietary
1390±17.0
67
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1388±32.0
68
gpt-5.4 OpenAI · Proprietary
1388±40.0
69
glm-5v-turbo 智谱 ZAI · Proprietary
1385±41.0
70
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1384±17.0
71
inkling Thinky · Apache 2.0
1381±26.0
72
claude-sonnet-4-5-20250929-high-32k Anthropic · Proprietary
1377±19.0
73
Inkling Small Thinky · Apache 2.0
1371±39.0
74
claude-opus-4-1-20250805 Anthropic · Proprietary
1366±28.0
75
muse-glimmer Meta · Apache-2.0
1366±56.0
76
gemini-3-flash (thinking-minimal) Google · Proprietary
1365±13.0
77
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1362±50.0
78
deepseek-v3.2-thinking DeepSeek · MIT
1362±23.0
79
qwen3.5-27b 阿里巴巴 · Apache 2.0
1356±22.0
80
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1354±21.0
81
laguna-m.1 Poolside · Apache 2.0
1351±27.0
82
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1351±15.0
83
mimo-v2-flash (non-thinking) 小米 · MIT
1342±26.0
84
gpt-5.2-codex OpenAI · Proprietary
1341±24.0
85
gpt-5.1 OpenAI · Proprietary
1340±21.0
86
glm-4.6 智谱 ZAI · MIT
1339±28.0
87
grok-4.3 SpaceXAI · Proprietary
1337±17.0
88
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1327±18.0
89
claude-haiku-4-5-20251001 Anthropic · Proprietary
1320±12.0
90
gemma-4-31b Google · Apache 2.0
1318±24.0
91
gemma-4-26b-a4b Google · Apache 2.0
1318±54.0
92
gpt-5.1-codex OpenAI · Proprietary
1309±33.0
93
deepseek-v3.2 DeepSeek · MIT
1308±20.0
94
minimax-m2 MiniMax · Apache 2.0
1297±27.0
95
mistral-medium-3.5 Mistral · Modified MIT
1295±41.0
96
laguna-xs.2 Poolside · Apache 2.0
1282±30.0
97
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1262±19.0
98
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1253±27.0
99
mimo-v2-flash (thinking) 小米 · MIT
1244±48.0
100
deepseek-v3.2-exp DeepSeek · MIT
1241±37.0
101
gemini-3.1-flash-lite-preview Google · Proprietary
1240±17.0
102
gemini-2.5-pro Google · Proprietary
1237±46.0
103
grok-4.1-thinking SpaceXAI · Proprietary
1227±74.0
104
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1216±50.0
105
gpt-5.1-codex-mini OpenAI · Proprietary
1201±67.0
106
trinity-large-thinking · Apache 2.0
1197±66.0
107
qwen3.5-flash 阿里巴巴 · Proprietary
1189±56.0
108
KAT-Coder-Pro-V1 · Proprietary
1175±77.0
109
devstral-2 Mistral · Modified MIT
1167±62.0
110
grok-code-fast-1 SpaceXAI · Proprietary
1166±75.0
111
granite-4.1-8b IBM · Apache 2.0
1133±58.0

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