排名 模型
🥇
claude-opus-5-high Anthropic · Proprietary
1653±29.0
🥈
claude-opus-5-max Anthropic · Proprietary
1650±30.0
🥉
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
grok-4.6-high SpaceXAI · Proprietary · Preliminary
1614±64.0
6
claude-fable-5 Anthropic · Proprietary
1608±23.0
7
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1589±24.0
8
gemini-3.7-flash-high Google · Proprietary · Preliminary
1577±48.0
9
claude-opus-4-8-high Anthropic · Proprietary
1556±18.0
10
deepseek-v4-flash-high DeepSeek · MIT
1553±44.0
11
glm-5.2-max 智谱 ZAI · MIT
1548±21.0
12
claude-opus-4-7-high Anthropic · Proprietary
1547±15.0
13
claude-opus-4-6-high Anthropic · Proprietary
1543±15.0
14
muse-spark-1.2 (xHigh) Meta · Proprietary
1540±46.0
15
claude-opus-4-7 Anthropic · Proprietary
1536±16.0
16
grok-4.5 SpaceXAI · Proprietary
1535±25.0
17
claude-opus-4-8 Anthropic · Proprietary
1532±19.0
18
muse-spark-1.1 Meta · Proprietary
1530±26.0
19
gemini-3.6-flash-high Google · Proprietary
1523±27.0
20
claude-opus-4-6 Anthropic · Proprietary
1515±14.0
21
claude-sonnet-5-high Anthropic · Proprietary
1509±25.0
22
claude-sonnet-4-6 Anthropic · Proprietary
1508±14.0
23
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1506±29.0
24
hy3 腾讯 · Apache 2.0
1503±44.0
25
seed-2.1-pro-preview 字节跳动 · Proprietary
1503±23.0
26
glm-5.1 智谱 ZAI · MIT
1501±21.0
27
claude-opus-4-5-20251101-high-32k Anthropic · Proprietary
1500±21.0
28
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1499±29.0
29
gemini-3.5-flash-medium Google · Proprietary
1495±21.0
30
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1494±54.0
31
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1492±21.0
32
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1491±16.0
33
gemini-3.5-flash Google · Proprietary
1486±35.0
34
kimi-k2.6 月之暗面 · Modified MIT
1484±18.0
35
gemini-3.5-flash-high Google · Proprietary
1480±32.0
36
minimax-m3 MiniMax · MiniMax Community License
1479±19.0
37
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1476±15.0
38
mimo-v2.5-pro 小米 · MIT
1472±16.0
39
qwen3.6-max-preview 阿里巴巴 · Proprietary
1457±34.0
40
qwen3.6-plus 阿里巴巴 · Proprietary
1457±15.0
41
deepseek-v4-pro-high-preview DeepSeek · MIT
1456±16.0
42
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1448±37.0
43
claude-opus-4-5-20251101 Anthropic · Proprietary
1447±18.0
44
kimi-k2.7-code 月之暗面 · Modified MIT
1446±27.0
45
gpt-5.5 (codex-harness) OpenAI · Proprietary
1439±16.0
46
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1439±61.0
47
mimo-v2-pro 小米 · Proprietary
1433±22.0
48
gemini-3.1-pro-preview Google · Proprietary
1432±13.0
49
mimo-v2.5 小米 · MIT
1432±16.0
50
minimax-m2.5 MiniMax · Modified MIT
1430±21.0
51
deepseek-v4-pro DeepSeek · MIT
1427±15.0
52
kimi-k2.5-thinking 月之暗面 · Modified MIT
1426±14.0
53
glm-5 智谱 ZAI · MIT
1426±22.0
54
deepseek-v4-flash-high-preview DeepSeek · MIT
1413±18.0
55
glm-4.7 智谱 ZAI · MIT
1413±32.0
56
gemini-3-flash Google · Proprietary
1404±20.0
57
gpt-5.2 OpenAI · Proprietary
1402±72.0
58
gpt-5-medium OpenAI · Proprietary
1396±45.0
59
minimax-m2.7 MiniMax · Modified MIT
1396±16.0
60
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1395±14.0
61
gemini-3-pro Google · Proprietary
1395±19.0
62
gpt-5.1-medium OpenAI · Proprietary
1394±33.0
63
gpt-5.4 OpenAI · Proprietary
1392±41.0
64
gpt-5.4-mini-high OpenAI · Proprietary
1391±17.0
65
minimax-m2.1-preview MiniMax · MIT
1390±24.0
66
kimi-k2.5-instant 月之暗面 · Modified MIT
1390±33.0
67
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1388±32.0
68
glm-5v-turbo 智谱 ZAI · Proprietary
1386±41.0
69
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1384±17.0
70
inkling Thinky · Apache 2.0
1382±28.0
71
claude-sonnet-4-5-20250929-high-32k Anthropic · Proprietary
1377±19.0
72
muse-glimmer Meta · Apache-2.0
1367±56.0
73
claude-opus-4-1-20250805 Anthropic · Proprietary
1366±28.0
74
gemini-3-flash (thinking-minimal) Google · Proprietary
1365±13.0
75
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1363±50.0
76
deepseek-v3.2-thinking DeepSeek · MIT
1363±23.0
77
qwen3.5-27b 阿里巴巴 · Apache 2.0
1356±22.0
78
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1354±21.0
79
laguna-m.1 Poolside · Apache 2.0
1351±27.0
80
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1351±15.0
81
mimo-v2-flash (non-thinking) 小米 · MIT
1341±26.0
82
gpt-5.2-codex OpenAI · Proprietary
1341±24.0
83
grok-4.3 SpaceXAI · Proprietary
1341±17.0
84
gpt-5.1 OpenAI · Proprietary
1340±21.0
85
glm-4.6 智谱 ZAI · MIT
1339±28.0
86
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1326±18.0
87
gemma-4-31b Google · Apache 2.0
1319±24.0
88
claude-haiku-4-5-20251001 Anthropic · Proprietary
1318±12.0
89
gemma-4-26b-a4b Google · Apache 2.0
1318±54.0
90
deepseek-v3.2 DeepSeek · MIT
1308±20.0
91
gpt-5.1-codex OpenAI · Proprietary
1307±33.0
92
minimax-m2 MiniMax · Apache 2.0
1296±27.0
93
mistral-medium-3.5 Mistral · Modified MIT
1294±41.0
94
laguna-xs.2 Poolside · Apache 2.0
1283±30.0
95
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1262±19.0
96
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1252±27.0
97
mimo-v2-flash (thinking) 小米 · MIT
1244±48.0
98
deepseek-v3.2-exp DeepSeek · MIT
1240±37.0
99
gemini-3.1-flash-lite-preview Google · Proprietary
1240±17.0
100
gemini-2.5-pro Google · Proprietary
1236±46.0
101
grok-4.1-thinking SpaceXAI · Proprietary
1226±74.0
102
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1216±50.0
103
gpt-5.1-codex-mini OpenAI · Proprietary
1200±67.0
104
trinity-large-thinking · Apache 2.0
1198±66.0
105
qwen3.5-flash 阿里巴巴 · Proprietary
1189±56.0
106
KAT-Coder-Pro-V1 · Proprietary
1174±77.0
107
devstral-2 Mistral · Modified MIT
1166±62.0
108
grok-code-fast-1 SpaceXAI · Proprietary
1165±75.0
109
granite-4.1-8b IBM · Apache 2.0
1131±58.0

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