排名 模型
🥇
claude-fable-5.1-max Anthropic · Proprietary
1867±38.0
🥈
gpt-6-astra-max OpenAI · Proprietary
1853±41.0
🥉
claude-opus-5-max Anthropic · Proprietary
1744±19.0
4
qwen3.8-max-0902 阿里巴巴 · Proprietary · Preliminary
1722±39.0
5
claude-opus-5-high Anthropic · Proprietary
1715±17.0
6
kimi-k3-max 月之暗面 · Kimi K3 license
1701±28.0
7
muse-spark-1.3-max Meta · Proprietary
1688±31.0
8
hy4-preview 腾讯 · Apache 2.0 · Preliminary
1682±35.0
9
claude-fable-5-high Anthropic · Proprietary
1677±19.0
10
qwen3.8-max 阿里巴巴 · Proprietary · Preliminary
1668±31.0
11
qwen3.8-flash-next 阿里巴巴 · qwen-community-1.0 · Preliminary
1643±31.0
12
gpt-5.6-sol-xhigh (codex-harness) OpenAI · Proprietary
1640±17.0
13
glm-5.3-flash 智谱 ZAI · MIT
1638±32.0
14
grok-4.6-high SpaceXAI · Proprietary
1635±26.0
15
glm-5.3-max 智谱 ZAI · MIT
1633±29.0
16
deepseek-v4.1-flash-max DeepSeek · MIT
1626±48.0
17
gemini-3.7-flash-high Google · Proprietary · Preliminary
1625±32.0
18
muse-spark-1.3 (xHigh) Meta · Proprietary
1618±38.0
19
glm-5.2-max 智谱 ZAI · MIT
1617±18.0
20
deepseek-v4-pro-high-20260813 DeepSeek · MIT
1612±28.0
21
gemini-3.8-flash-high Google · Proprietary · Preliminary
1590±33.0
22
qwen3.8-27b 阿里巴巴 · Apache 2.0
1586±27.0
23
grok-4.5 SpaceXAI · Proprietary
1585±19.0
24
claude-opus-4-8-high Anthropic · Proprietary
1578±16.0
25
claude-opus-4-7-high Anthropic · Proprietary
1574±14.0
26
claude-opus-4-7 Anthropic · Proprietary
1571±14.0
27
deepseek-v4-flash-high DeepSeek · MIT
1568±25.0
28
claude-opus-4-6-high Anthropic · Proprietary
1564±14.0
29
gemini-3.6-flash-high Google · Proprietary
1552±20.0
30
muse-spark-1.1 Meta · Proprietary
1550±20.0
31
claude-sonnet-5-high Anthropic · Proprietary
1548±19.0
32
claude-opus-4-6 Anthropic · Proprietary
1543±13.0
33
claude-opus-4-8 Anthropic · Proprietary
1542±16.0
34
glm-5.1 智谱 ZAI · MIT
1542±19.0
35
gpt-5.5-xhigh (codex-harness) OpenAI · Proprietary
1542±15.0
36
hy3 腾讯 · Apache 2.0
1536±30.0
37
qwen3.7-max-20260517 阿里巴巴 · Proprietary
1527±20.0
38
gpt-5.6-terra-xhigh (codex-harness) OpenAI · Proprietary
1525±20.0
39
qwen3.6-max-preview 阿里巴巴 · Proprietary
1525±36.0
40
gemini-3.5-flash-high Google · Proprietary
1522±19.0
41
claude-sonnet-4-6 Anthropic · Proprietary
1520±12.0
42
muse-spark-1.2 (xHigh) Meta · Proprietary
1519±35.0
43
gpt-5.5-high (codex-harness) OpenAI · Proprietary
1511±14.0
44
gpt-5.6-luna-xhigh (codex-harness) OpenAI · Proprietary
1508±20.0
45
claude-opus-4-5-20251101-high-32k Anthropic · Proprietary
1508±19.0
46
seed-2.1-pro-preview 字节跳动 · Proprietary
1506±18.0
47
gemini-3.5-flash-medium Google · Proprietary
1504±17.0
48
kimi-k2.6 月之暗面 · Modified MIT
1501±19.0
49
mimo-v2.5-pro 小米 · MIT
1490±14.0
50
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1480±61.0
51
gemini-3.1-pro-preview Google · Proprietary
1477±12.0
52
gpt-5.5 (codex-harness) OpenAI · Proprietary
1475±15.0
53
minimax-m3 MiniMax · MiniMax Community License
1471±16.0
54
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1470±59.0
55
qwen3.6-plus 阿里巴巴 · Proprietary
1469±14.0
56
kimi-k2.7-code 月之暗面 · Modified MIT
1468±25.0
57
deepseek-v4-pro-high-preview DeepSeek · MIT
1467±16.0
58
claude-opus-4-5-20251101 Anthropic · Proprietary
1466±17.0
59
gemini-3-pro Google · Proprietary
1452±17.0
60
glm-5 智谱 ZAI · MIT
1444±22.0
61
deepseek-v4-pro DeepSeek · MIT
1442±16.0
62
mimo-v2-pro 小米 · Proprietary
1435±22.0
63
kimi-k2.5-thinking 月之暗面 · Modified MIT
1428±13.0
64
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1426±40.0
65
minimax-m2.5 MiniMax · Modified MIT
1425±21.0
66
gpt-5.4 OpenAI · Proprietary
1420±34.0
67
gemini-3-flash Google · Proprietary
1419±18.0
68
gpt-5.2 OpenAI · Proprietary
1418±52.0
69
mimo-v2.5 小米 · MIT
1416±15.0
70
deepseek-v4-flash-high-preview DeepSeek · MIT
1413±19.0
71
glm-4.7 智谱 ZAI · MIT
1407±27.0
72
gpt-5.4-mini-high OpenAI · Proprietary
1407±17.0
73
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1397±32.0
74
Inkling Small Thinky · Apache 2.0
1389±25.0
75
claude-sonnet-4-5-20250929-high-32k Anthropic · Proprietary
1389±17.0
76
solar-pro4 Upstage · Proprietary
1386±44.0
77
minimax-m2.1-preview MiniMax · MIT
1386±21.0
78
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1384±13.0
79
minimax-m2.7 MiniMax · Modified MIT
1383±15.0
80
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1383±16.0
81
kimi-k2.5-instant 月之暗面 · Modified MIT
1380±31.0
82
gpt-5-medium OpenAI · Proprietary
1380±31.0
83
gpt-5.1-medium OpenAI · Proprietary
1376±25.0
84
gemini-3-flash (thinking-minimal) Google · Proprietary
1375±13.0
85
inkling Thinky · Apache 2.0
1374±18.0
86
claude-opus-4-1-20250805 Anthropic · Proprietary
1373±22.0
87
muse-glimmer Meta · Apache-2.0
1369±43.0
88
glm-5v-turbo 智谱 ZAI · Proprietary
1365±38.0
89
hunyuan-hy3-preview 腾讯 · tencent-hunyuan-community
1364±50.0
90
gemma-4-31b Google · Apache 2.0
1360±18.0
91
grok-4.3 SpaceXAI · Proprietary
1357±15.0
92
grok-4.20-beta-0309-reasoning SpaceXAI · Proprietary
1348±16.0
93
deepseek-v3.2-thinking DeepSeek · MIT
1343±22.0
94
gpt-5.2-codex OpenAI · Proprietary
1336±22.0
95
qwen3.5-27b 阿里巴巴 · Apache 2.0
1335±21.0
96
mimo-v2-flash (non-thinking) 小米 · MIT
1326±23.0
97
glm-4.6 智谱 ZAI · MIT
1325±22.0
98
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1325±21.0
99
gpt-5.1 OpenAI · Proprietary
1323±18.0
100
gemma-4-26b-a4b Google · Apache 2.0
1322±53.0
101
laguna-m.1 Poolside · Apache 2.0
1322±26.0
102
gpt-5.1-codex OpenAI · Proprietary
1322±25.0
103
claude-haiku-4-5-20251001 Anthropic · Proprietary
1310±11.0
104
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1303±16.0
105
laguna-xs.2 Poolside · Apache 2.0
1299±30.0
106
deepseek-v3.2 DeepSeek · MIT
1295±19.0
107
mistral-medium-3.5 Mistral · Modified MIT
1287±42.0
108
mimo-v2-flash (thinking) 小米 · MIT
1270±43.0
109
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1266±17.0
110
mistral-large-3 Mistral · Apache 2.0
1262±61.0
111
minimax-m2 MiniMax · Apache 2.0
1261±22.0
112
deepseek-v3.2-exp DeepSeek · MIT
1258±28.0
113
gemini-3.1-flash-lite-preview Google · Proprietary
1258±17.0
114
KAT-Coder-Pro-V1 · Proprietary
1246±46.0
115
grok-4-1-fast-reasoning SpaceXAI · Proprietary
1243±27.0
116
trinity-large-thinking · Apache 2.0
1242±57.0
117
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1241±49.0
118
gpt-5.1-codex-mini OpenAI · Proprietary
1228±47.0
119
gemini-2.5-pro Google · Proprietary
1207±34.0
120
qwen3.5-flash 阿里巴巴 · Proprietary
1179±66.0
121
granite-4.1-8b IBM · Apache 2.0
1173±47.0
122
grok-code-fast-1 SpaceXAI · Proprietary
1148±67.0
123
grok-4-fast-reasoning SpaceXAI · Proprietary
1132±63.0
124
grok-4.1-thinking SpaceXAI · Proprietary
1130±61.0
125
devstral-2 Mistral · Modified MIT
1130±55.0
126
devstral-medium-2507 Mistral · Proprietary
1047±70.0

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