排名 模型
🥇
claude-opus-5-max Anthropic · Proprietary
1620±22.0
🥈
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1605±39.0
🥉
kimi-k3-max 月之暗面 · Kimi K3 license
1595±23.0
4
claude-opus-5-high Anthropic · Proprietary
1586±21.0
5
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1561±17.0
6
claude-fable-5 Anthropic · Proprietary
1554±17.0
7
glm-5.2-max 智谱 ZAI · MIT
1544±15.0
8
muse-spark-1.1 Meta · Proprietary · Preliminary
1534±19.0
9
deepseek-v4-flash-high DeepSeek · MIT · Preliminary
1534±35.0
10
claude-opus-4-7-thinking Anthropic · Proprietary
1528±11.0
11
claude-opus-4-8-thinking Anthropic · Proprietary
1525±13.0
12
claude-opus-4-7 Anthropic · Proprietary
1525±11.0
13
muse-spark-1.2 (xHigh) Meta · Proprietary
1519±41.0
14
claude-sonnet-4-6 Anthropic · Proprietary
1518±10.0
15
grok-4.5 SpaceXAI · Proprietary
1518±19.0
16
claude-opus-4-6-thinking Anthropic · Proprietary
1518±10.0
17
claude-opus-4-6 Anthropic · Proprietary
1514±10.0
18
seed-2.1-pro-preview 字节跳动 · Proprietary · Preliminary
1505±17.0
19
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1504±22.0
20
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1504±21.0
21
glm-5.1 智谱 ZAI · MIT
1504±14.0
22
claude-opus-4-8 Anthropic · Proprietary
1503±14.0
23
gemini-3.6-flash Google · Proprietary · Preliminary
1499±22.0
24
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1497±15.0
25
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1496±14.0
26
claude-sonnet-5-high Anthropic · Proprietary
1496±19.0
27
kimi-k2.6 月之暗面 · Modified MIT
1490±12.0
28
hy3 腾讯 · Apache 2.0
1488±34.0
29
minimax-m3 MiniMax · MiniMax Community License
1486±13.0
30
gemini-3.5-flash-high Google · Proprietary
1484±24.0
31
qwen3.6-max-preview 阿里巴巴 · Proprietary
1473±23.0
32
gemini-3.5-flash-medium Google · Proprietary
1473±14.0
33
gemini-3.5-flash Google · Proprietary
1470±25.0
34
mimo-v2.5-pro 小米 · MIT
1464±11.0
35
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1461±12.0
36
deepseek-v4-pro-high-preview DeepSeek · MIT
1458±12.0
37
kimi-k2.7-code 月之暗面 · Modified MIT
1453±19.0
38
qwen3.6-plus 阿里巴巴 · Proprietary
1451±10.0
39
claude-opus-4-5-20251101 Anthropic · Proprietary
1447±13.0
40
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1445±11.0
41
mimo-v2.5 小米 · MIT
1445±12.0
42
deepseek-v4-pro DeepSeek · MIT
1437±11.0
43
mimo-v2-pro 小米 · Proprietary
1433±14.0
44
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1431±37.0
45
glm-5 智谱 ZAI · MIT
1428±16.0
46
gpt-5.5 (codex-harness) OpenAI · Proprietary
1427±11.0
47
deepseek-v4-flash-high-preview DeepSeek · MIT
1424±13.0
48
gpt-5.2 OpenAI · Proprietary
1423±49.0
49
kimi-k2.5-thinking 月之暗面 · Modified MIT
1422±10.0
50
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1420±34.0
51
glm-4.7 智谱 ZAI · MIT
1420±25.0
52
gemini-3-pro Google · Proprietary
1419±14.0
53
gpt-5.4 OpenAI · Proprietary
1413±29.0
54
gemini-3-flash Google · Proprietary
1413±15.0
55
gemini-3.1-pro-preview Google · Proprietary
1406±9.0
56
inkling Thinky · Apache 2.0
1403±20.0
57
minimax-m2.7 MiniMax · Modified MIT
1402±12.0
58
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1400±25.0
59
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1396±10.0
60
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1395±14.0
61
gpt-5.1-medium OpenAI · Proprietary
1389±24.0
62
gpt-5.4-mini-high OpenAI · Proprietary
1389±12.0
63
minimax-m2.5 MiniMax · Modified MIT
1387±15.0
64
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1387±13.0
65
minimax-m2.1-preview MiniMax · MIT
1385±18.0
66
glm-5v-turbo 智谱 ZAI · Proprietary
1384±30.0
67
deepseek-v3.2-thinking DeepSeek · MIT
1381±18.0
68
gpt-5-medium OpenAI · Proprietary
1380±36.0
69
claude-opus-4-1-20250805 Anthropic · Proprietary
1369±21.0
70
gemini-3-flash (thinking-minimal) Google · Proprietary
1362±9.0
71
kimi-k2.5-instant 月之暗面 · Modified MIT
1362±24.0
72
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1361±21.0
73
gpt-5.1-codex OpenAI · Proprietary
1361±25.0
74
laguna-m.1 Poolside · Apache 2.0
1359±18.0
75
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1358±10.0
76
qwen3.5-27b 阿里巴巴 · Apache 2.0
1357±14.0
77
gpt-5.1 OpenAI · Proprietary
1356±16.0
78
gpt-5.2-codex OpenAI · Proprietary
1351±17.0
79
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1350±14.0
80
gemma-4-26b-a4b Google · Apache 2.0
1344±33.0
81
glm-4.6 智谱 ZAI · MIT
1342±22.0
82
grok-4.3 SpaceXAI · Proprietary
1340±12.0
83
claude-haiku-4-5-20251001 Anthropic · Proprietary
1338±9.0
84
gemma-4-31b Google · Apache 2.0
1335±18.0
85
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1331±32.0
86
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1321±13.0
87
mimo-v2-flash (non-thinking) 小米 · MIT
1318±19.0
88
minimax-m2 MiniMax · Apache 2.0
1318±21.0
89
deepseek-v3.2 DeepSeek · MIT
1317±15.0
90
laguna-xs.2 Poolside · Apache 2.0
1301±21.0
91
mimo-v2-flash (thinking) 小米 · MIT
1294±33.0
92
KAT-Coder-Pro-V1 · Proprietary
1284±50.0
93
mistral-large-3 Mistral · Apache 2.0
1275±57.0
94
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1273±14.0
95
deepseek-v3.2-exp DeepSeek · MIT
1261±30.0
96
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1258±32.0
97
mistral-medium-3.5 Mistral · Modified MIT
1254±28.0
98
gemini-3.1-flash-lite-preview Google · Proprietary
1240±12.0
99
grok-4.1-thinking SpaceXAI · Proprietary
1239±61.0
100
trinity-large-thinking · Apache 2.0
1236±36.0
101
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1235±21.0
102
qwen3.5-flash 阿里巴巴 · Proprietary
1227±35.0
103
devstral-2 Mistral · Modified MIT
1221±42.0
104
gpt-5.1-codex-mini OpenAI · Proprietary
1216±57.0
105
grok-code-fast-1 SpaceXAI · Proprietary
1211±65.0
106
grok-4-fast-reasoning SpaceXAI · Proprietary
1204±57.0
107
granite-4.1-8b IBM · Apache 2.0
1168±37.0
108
gemini-2.5-pro Google · Proprietary
1161±40.0
109
mercury-2 Inception AI · Proprietary
1143±49.0
110
devstral-medium-2507 Mistral · Proprietary
1010±101.0

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