排名 模型
🥇
claude-opus-4-6-thinking Anthropic · Proprietary
1548±11.2
🥇
claude-opus-4-6-thinking Anthropic · Proprietary
1548±11.2
🥈
claude-opus-4-6 Anthropic · Proprietary
1542±10.4
🥈
claude-opus-4-6 Anthropic · Proprietary
1542±10.4
🥉
glm-5.1 智谱 ZAI · MIT
1530±20.1
🥉
glm-5.1 智谱 ZAI · MIT
1530±20.1
4
claude-sonnet-4-6 Anthropic · Proprietary
1521±8.8
4
claude-sonnet-4-6 Anthropic · Proprietary
1521±8.8
5
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1490±7.1
5
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1490±7.1
6
claude-opus-4-5-20251101 Anthropic · Proprietary
1466±6.6
6
claude-opus-4-5-20251101 Anthropic · Proprietary
1466±6.6
7
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1457±16.9
7
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1457±16.9
8
gemini-3.1-pro-preview Google · Proprietary
1456±8.8
8
gemini-3.1-pro-preview Google · Proprietary
1456±8.8
9
qwen3.6-plus-preview 阿里巴巴 · Proprietary
1453±13.8
9
qwen3.6-plus-preview 阿里巴巴 · Proprietary
1453±13.8
10
glm-4.7 智谱 ZAI · MIT
1439±10.2
10
glm-4.7 智谱 ZAI · MIT
1439±10.2
11
glm-5 智谱 ZAI · MIT
1439±9.6
11
glm-5 智谱 ZAI · MIT
1439±9.6
12
gemini-3-pro Google · Proprietary
1438±7.2
12
gemini-3-pro Google · Proprietary
1438±7.2
13
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1437±16.5
13
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1437±16.5
14
gemini-3-flash Google · Proprietary
1436±7.4
14
gemini-3-flash Google · Proprietary
1436±7.4
15
mimo-v2-pro 小米 · Proprietary
1433±11.6
15
mimo-v2-pro 小米 · Proprietary
1433±11.6
16
kimi-k2.5-thinking 月之暗面 · Modified MIT
1429±8.4
16
kimi-k2.5-thinking 月之暗面 · Modified MIT
1429±8.4
17
minimax-m2.7 MiniMax · Proprietary
1425±11.8
17
minimax-m2.7 MiniMax · Proprietary
1425±11.8
18
kimi-k2.5-instant 月之暗面 · Modified MIT
1408±10.6
18
kimi-k2.5-instant 月之暗面 · Modified MIT
1408±10.6
19
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1407±12.1
19
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1407±12.1
20
gpt-5.2 OpenAI · Proprietary
1403±16.5
20
gpt-5.2 OpenAI · Proprietary
1403±16.5
21
grok-4.20-beta-0309-reasoning xAI · Proprietary
1393±11.4
21
grok-4.20-beta-0309-reasoning xAI · Proprietary
1393±11.4
22
gpt-5-medium OpenAI · Proprietary
1393±12.6
22
gpt-5-medium OpenAI · Proprietary
1393±12.6
23
minimax-m2.5 MiniMax · Modified MIT
1392±8.1
23
minimax-m2.5 MiniMax · Modified MIT
1392±8.1
24
minimax-m2.1-preview MiniMax · MIT
1391±8.1
24
minimax-m2.1-preview MiniMax · MIT
1391±8.1
25
gpt-5.1-medium OpenAI · Proprietary
1390±9.3
25
gpt-5.1-medium OpenAI · Proprietary
1390±9.3
26
gemini-3-flash (thinking-minimal) Google · Proprietary
1390±6.6
26
gemini-3-flash (thinking-minimal) Google · Proprietary
1390±6.6
27
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1388±6.5
27
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1388±6.5
28
gpt-5.4-mini-high OpenAI · Proprietary
1388±15.5
28
gpt-5.4-mini-high OpenAI · Proprietary
1388±15.5
29
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1386±8.6
29
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1386±8.6
30
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1386±6.2
30
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1386±6.2
31
claude-opus-4-1-20250805 Anthropic · Proprietary
1385±8.7
31
claude-opus-4-1-20250805 Anthropic · Proprietary
1385±8.7
32
deepseek-v3.2-thinking DeepSeek · MIT
1368±7.9
32
deepseek-v3.2-thinking DeepSeek · MIT
1368±7.9
33
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1365±9.5
33
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1365±9.5
34
glm-4.6 智谱 ZAI · MIT
1354±8.7
34
glm-4.6 智谱 ZAI · MIT
1354±8.7
35
qwen3.5-27b 阿里巴巴 · Apache 2.0
1344±10.1
35
qwen3.5-27b 阿里巴巴 · Apache 2.0
1344±10.1
36
gpt-5.1 OpenAI · Proprietary
1339±7.1
36
gpt-5.1 OpenAI · Proprietary
1339±7.1
37
mimo-v2-flash (non-thinking) 小米 · MIT
1337±8.3
37
mimo-v2-flash (non-thinking) 小米 · MIT
1337±8.3
38
gpt-5.2-codex OpenAI · Proprietary
1335±7.8
38
gpt-5.2-codex OpenAI · Proprietary
1335±7.8
39
deepseek-v3.2 DeepSeek · MIT
1330±7.3
39
deepseek-v3.2 DeepSeek · MIT
1330±7.3
40
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1329±6.2
40
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1329±6.2
41
gpt-5.1-codex OpenAI · Proprietary
1329±9.4
41
gpt-5.1-codex OpenAI · Proprietary
1329±9.4
42
claude-haiku-4-5-20251001 Anthropic · Proprietary
1315±6.1
42
claude-haiku-4-5-20251001 Anthropic · Proprietary
1315±6.1
43
minimax-m2 MiniMax · Apache 2.0
1304±8.8
43
minimax-m2 MiniMax · Apache 2.0
1304±8.8
44
mimo-v2-flash (thinking) 小米 · MIT
1300±13.7
44
mimo-v2-flash (thinking) 小米 · MIT
1300±13.7
45
deepseek-v3.2-exp DeepSeek · MIT
1286±10.7
45
deepseek-v3.2-exp DeepSeek · MIT
1286±10.7
46
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1281±6.5
46
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1281±6.5
47
KAT-Coder-Pro-V1 · Proprietary
1257±15.4
47
KAT-Coder-Pro-V1 · Proprietary
1257±15.4
48
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1247±15.6
48
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1247±15.6
49
gpt-5.1-codex-mini OpenAI · Proprietary
1239±17.4
49
gpt-5.1-codex-mini OpenAI · Proprietary
1239±17.4
50
gemini-3.1-flash-lite-preview Google · Proprietary
1237±9.8
50
gemini-3.1-flash-lite-preview Google · Proprietary
1237±9.8
51
qwen3.5-flash 阿里巴巴 · Proprietary
1236±16.9
51
qwen3.5-flash 阿里巴巴 · Proprietary
1236±16.9
52
grok-4-1-fast-reasoning xAI · Proprietary
1233±9.3
52
grok-4-1-fast-reasoning xAI · Proprietary
1233±9.3
53
mistral-large-3 Mistral · Apache 2.0
1222±19.9
53
mistral-large-3 Mistral · Apache 2.0
1222±19.9
54
grok-4.1-thinking xAI · Proprietary
1207±19.6
54
grok-4.1-thinking xAI · Proprietary
1207±19.6
55
gemini-2.5-pro Google · Proprietary
1202±13.0
55
gemini-2.5-pro Google · Proprietary
1202±13.0
56
devstral-2 Mistral · Modified MIT
1197±16.7
56
devstral-2 Mistral · Modified MIT
1197±16.7
57
mercury-2 Inception AI · Proprietary
1166±22.8
57
mercury-2 Inception AI · Proprietary
1166±22.8
58
grok-4-fast-reasoning xAI · Proprietary
1148±23.0
58
grok-4-fast-reasoning xAI · Proprietary
1148±23.0
59
grok-code-fast-1 xAI · Proprietary
1139±22.0
59
grok-code-fast-1 xAI · Proprietary
1139±22.0
60
devstral-medium-2507 Mistral · Proprietary
1091±22.7
60
devstral-medium-2507 Mistral · Proprietary
1091±22.7

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