排名 模型
🥇
claude-opus-5-max Anthropic · Proprietary
1679±29.0
🥈
claude-fable-5 Anthropic · Proprietary
1672±24.0
🥉
claude-opus-5-high Anthropic · Proprietary
1662±25.0
4
kimi-k3-max 月之暗面 · Kimi K3 license
1650±33.0
5
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1628±38.0
6
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1623±23.0
7
grok-4.5 SpaceXAI · Proprietary
1582±27.0
8
claude-opus-4-7 Anthropic · Proprietary
1561±16.0
9
claude-opus-4-6-thinking Anthropic · Proprietary
1558±14.0
10
claude-opus-4-8-thinking Anthropic · Proprietary
1558±19.0
11
claude-opus-4-7-thinking Anthropic · Proprietary
1554±15.0
12
claude-opus-4-6 Anthropic · Proprietary
1551±14.0
13
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1546±17.0
14
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1544±29.0
15
gemini-3.5-flash-high Google · Proprietary
1542±29.0
16
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1541±16.0
17
glm-5.2-max 智谱 ZAI · MIT
1540±21.0
18
muse-spark-1.2 (xHigh) Meta · Proprietary
1538±41.0
19
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1537±28.0
20
muse-spark-1.1 Meta · Proprietary · Preliminary
1532±27.0
21
gemini-3.6-flash Google · Proprietary · Preliminary
1531±26.0
22
deepseek-v4-flash-high DeepSeek · MIT · Preliminary
1530±36.0
23
claude-sonnet-4-6 Anthropic · Proprietary
1529±13.0
24
gemini-3.5-flash-medium Google · Proprietary
1527±21.0
25
claude-opus-4-8 Anthropic · Proprietary
1525±18.0
26
glm-5.1 智谱 ZAI · MIT
1522±20.0
27
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1521±20.0
28
claude-sonnet-5-high Anthropic · Proprietary
1521±24.0
29
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1512±12.0
30
gpt-5.5 (codex-harness) OpenAI · Proprietary
1504±16.0
31
seed-2.1-pro-preview 字节跳动 · Proprietary · Preliminary
1499±23.0
32
qwen3.6-max-preview 阿里巴巴 · Proprietary
1495±35.0
33
kimi-k2.6 月之暗面 · Modified MIT
1495±19.0
34
gemini-3.1-pro-preview Google · Proprietary
1494±13.0
35
mimo-v2.5-pro 小米 · MIT
1483±16.0
36
gemini-3.5-flash Google · Proprietary
1482±34.0
37
claude-opus-4-5-20251101 Anthropic · Proprietary
1482±12.0
38
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1477±61.0
39
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1474±53.0
40
deepseek-v4-pro-high-preview DeepSeek · MIT
1473±17.0
41
gemini-3-pro Google · Proprietary
1469±11.0
42
minimax-m3 MiniMax · MiniMax Community License
1464±18.0
43
kimi-k2.7-code 月之暗面 · Modified MIT
1462±25.0
44
hy3 腾讯 · Apache 2.0
1461±41.0
45
qwen3.6-plus 阿里巴巴 · Proprietary
1461±15.0
46
glm-5 智谱 ZAI · MIT
1454±22.0
47
glm-4.7 智谱 ZAI · MIT
1446±14.0
48
gemini-3-flash Google · Proprietary
1444±12.0
49
mimo-v2-pro 小米 · Proprietary
1439±21.0
50
deepseek-v4-pro DeepSeek · MIT
1435±17.0
51
kimi-k2.5-thinking 月之暗面 · Modified MIT
1429±13.0
52
gpt-5-medium OpenAI · Proprietary
1429±17.0
53
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1428±32.0
54
gpt-5.2 OpenAI · Proprietary
1428±24.0
55
mimo-v2.5 小米 · MIT
1427±17.0
56
deepseek-v4-flash-high-preview DeepSeek · MIT
1423±19.0
57
gpt-5.4-mini-high OpenAI · Proprietary
1423±17.0
58
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1420±38.0
59
gpt-5.4 OpenAI · Proprietary
1415±45.0
60
kimi-k2.5-instant 月之暗面 · Modified MIT
1415±29.0
61
minimax-m2.5 MiniMax · Modified MIT
1415±21.0
62
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1412±13.0
63
minimax-m2.7 MiniMax · Modified MIT
1403±15.0
64
gpt-5.1-medium OpenAI · Proprietary
1401±13.0
65
minimax-m2.1-preview MiniMax · MIT
1401±13.0
66
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1399±11.0
67
claude-opus-4-1-20250805 Anthropic · Proprietary
1398±12.0
68
gemini-3-flash (thinking-minimal) Google · Proprietary
1398±10.0
69
qwen3.5-27b 阿里巴巴 · Apache 2.0
1393±21.0
70
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1390±11.0
71
muse-glimmer Meta · Apache-2.0
1385±48.0
72
inkling Thinky · Apache 2.0
1383±24.0
73
gemma-4-31b Google · Apache 2.0
1378±20.0
74
gemma-4-26b-a4b Google · Apache 2.0
1372±45.0
75
deepseek-v3.2-thinking DeepSeek · MIT
1369±14.0
76
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1367±16.0
77
glm-5v-turbo 智谱 ZAI · Proprietary
1365±46.0
78
gpt-5.1 OpenAI · Proprietary
1364±11.0
79
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1360±45.0
80
grok-4.3 SpaceXAI · Proprietary
1358±17.0
81
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1357±21.0
82
mimo-v2-flash (non-thinking) 小米 · MIT
1354±14.0
83
glm-4.6 智谱 ZAI · MIT
1350±12.0
84
gpt-5.2-codex OpenAI · Proprietary
1347±15.0
85
gpt-5.1-codex OpenAI · Proprietary
1346±13.0
86
mimo-v2-flash (thinking) 小米 · MIT
1344±23.0
87
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1326±11.0
88
laguna-m.1 Poolside · Apache 2.0
1324±27.0
89
mistral-medium-3.5 Mistral · Modified MIT
1317±42.0
90
claude-haiku-4-5-20251001 Anthropic · Proprietary
1315±9.0
91
minimax-m2 MiniMax · Apache 2.0
1307±12.0
92
deepseek-v3.2 DeepSeek · MIT
1304±12.0
93
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1298±45.0
94
qwen3.5-flash 阿里巴巴 · Proprietary
1293±60.0
95
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1286±11.0
96
deepseek-v3.2-exp DeepSeek · MIT
1282±15.0
97
laguna-xs.2 Poolside · Apache 2.0
1281±31.0
98
gemini-3.1-flash-lite-preview Google · Proprietary
1280±17.0
99
KAT-Coder-Pro-V1 · Proprietary
1265±21.0
100
gpt-5.1-codex-mini OpenAI · Proprietary
1254±23.0
101
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1252±14.0
102
trinity-large-thinking · Apache 2.0
1241±50.0
103
mistral-large-3 Mistral · Apache 2.0
1239±26.0
104
gemini-2.5-pro Google · Proprietary
1235±17.0
105
grok-4.1-thinking SpaceXAI · Proprietary
1220±26.0
106
granite-4.1-8b IBM · Apache 2.0
1219±49.0
107
devstral-2 Mistral · Modified MIT
1217±24.0
108
mercury-2 Inception AI · Proprietary
1198±68.0
109
grok-code-fast-1 SpaceXAI · Proprietary
1172±29.0
110
grok-4-fast-reasoning SpaceXAI · Proprietary
1170±28.0
111
devstral-medium-2507 Mistral · Proprietary
1087±31.0

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