排名 模型
🥇
claude-opus-4-6 Anthropic · Proprietary
1549±11.7
🥇
claude-opus-4-6 Anthropic · Proprietary
1549±11.7
🥈
claude-opus-4-6-thinking Anthropic · Proprietary
1547±12.7
🥈
claude-opus-4-6-thinking Anthropic · Proprietary
1547±12.7
🥉
claude-sonnet-4-6 Anthropic · Proprietary
1518±9.8
🥉
claude-sonnet-4-6 Anthropic · Proprietary
1518±9.8
4
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1490±7.2
4
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1490±7.2
5
claude-opus-4-5-20251101 Anthropic · Proprietary
1468±7.1
5
claude-opus-4-5-20251101 Anthropic · Proprietary
1468±7.1
6
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1456±17.2
6
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1456±17.2
7
gemini-3.1-pro-preview Google · Proprietary
1451±10.7
7
gemini-3.1-pro-preview Google · Proprietary
1451±10.7
8
glm-5 智谱 ZAI · MIT
1447±10.6
8
glm-5 智谱 ZAI · MIT
1447±10.6
9
glm-4.7 智谱 ZAI · MIT
1439±10.0
9
glm-4.7 智谱 ZAI · MIT
1439±10.0
10
gemini-3-flash Google · Proprietary
1437±7.3
10
gemini-3-flash Google · Proprietary
1437±7.3
11
gemini-3-pro Google · Proprietary
1436±7.1
11
gemini-3-pro Google · Proprietary
1436±7.1
12
kimi-k2.5-thinking 月之暗面 · Modified MIT
1433±8.9
12
kimi-k2.5-thinking 月之暗面 · Modified MIT
1433±8.9
13
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1432±16.3
13
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1432±16.3
14
minimax-m2.5 MiniMax · MIT
1413±9.6
14
minimax-m2.5 MiniMax · MIT
1413±9.6
15
kimi-k2.5-instant 月之暗面 · Modified MIT
1410±10.7
15
kimi-k2.5-instant 月之暗面 · Modified MIT
1410±10.7
16
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1402±12.3
16
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1402±12.3
17
minimax-m2.1-preview MiniMax · MIT
1398±8.0
17
minimax-m2.1-preview MiniMax · MIT
1398±8.0
18
gemini-3-flash (thinking-minimal) Google · Proprietary
1396±7.3
18
gemini-3-flash (thinking-minimal) Google · Proprietary
1396±7.3
19
gpt-5.2 OpenAI · Proprietary
1393±15.5
19
gpt-5.2 OpenAI · Proprietary
1393±15.5
20
gpt-5-medium OpenAI · Proprietary
1390±12.3
20
gpt-5-medium OpenAI · Proprietary
1390±12.3
21
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1388±6.4
21
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1388±6.4
22
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1387±10.0
22
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1387±10.0
23
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1386±6.4
23
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1386±6.4
24
gpt-5.1-medium OpenAI · Proprietary
1386±9.1
24
gpt-5.1-medium OpenAI · Proprietary
1386±9.1
25
claude-opus-4-1-20250805 Anthropic · Proprietary
1385±8.5
25
claude-opus-4-1-20250805 Anthropic · Proprietary
1385±8.5
26
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1375±12.2
26
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1375±12.2
27
deepseek-v3.2-thinking DeepSeek · MIT
1369±8.2
27
deepseek-v3.2-thinking DeepSeek · MIT
1369±8.2
28
grok-4.20-beta-0309-reasoning xAI · Proprietary
1369±16.7
28
grok-4.20-beta-0309-reasoning xAI · Proprietary
1369±16.7
29
qwen3.5-27b 阿里巴巴 · Apache 2.0
1356±12.8
29
qwen3.5-27b 阿里巴巴 · Apache 2.0
1356±12.8
30
glm-4.6 智谱 ZAI · MIT
1354±8.5
30
glm-4.6 智谱 ZAI · MIT
1354±8.5
31
gpt-5.1 OpenAI · Proprietary
1339±6.9
31
gpt-5.1 OpenAI · Proprietary
1339±6.9
32
mimo-v2-flash (non-thinking) 小米 · MIT
1338±8.2
32
mimo-v2-flash (non-thinking) 小米 · MIT
1338±8.2
33
gpt-5.2-codex OpenAI · Proprietary
1335±8.0
33
gpt-5.2-codex OpenAI · Proprietary
1335±8.0
34
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1327±6.6
34
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1327±6.6
35
gpt-5.1-codex OpenAI · Proprietary
1326±9.2
35
gpt-5.1-codex OpenAI · Proprietary
1326±9.2
36
deepseek-v3.2 DeepSeek · MIT
1322±7.8
36
deepseek-v3.2 DeepSeek · MIT
1322±7.8
37
minimax-m2 MiniMax · Apache 2.0
1310±8.6
37
minimax-m2 MiniMax · Apache 2.0
1310±8.6
38
claude-haiku-4-5-20251001 Anthropic · Proprietary
1307±6.4
38
claude-haiku-4-5-20251001 Anthropic · Proprietary
1307±6.4
39
mimo-v2-flash (thinking) 小米 · MIT
1302±13.4
39
mimo-v2-flash (thinking) 小米 · MIT
1302±13.4
40
deepseek-v3.2-exp DeepSeek · MIT
1284±10.3
40
deepseek-v3.2-exp DeepSeek · MIT
1284±10.3
41
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1281±6.5
41
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1281±6.5
42
KAT-Coder-Pro-V1 快手 · Proprietary
1257±15.1
42
KAT-Coder-Pro-V1 快手 · Proprietary
1257±15.1
43
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1252±15.9
43
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1252±15.9
44
gemini-3.1-flash-lite-preview Google · Proprietary
1249±16.9
44
gemini-3.1-flash-lite-preview Google · Proprietary
1249±16.9
45
gpt-5.1-codex-mini OpenAI · Proprietary
1241±16.8
45
gpt-5.1-codex-mini OpenAI · Proprietary
1241±16.8
46
qwen3.5-flash 阿里巴巴 · Proprietary
1238±17.1
46
qwen3.5-flash 阿里巴巴 · Proprietary
1238±17.1
47
grok-4-1-fast-reasoning xAI · Proprietary
1233±9.1
47
grok-4-1-fast-reasoning xAI · Proprietary
1233±9.1
48
mistral-large-3 Mistral · Apache 2.0
1220±19.8
48
mistral-large-3 Mistral · Apache 2.0
1220±19.8
49
gemini-2.5-pro Google · Proprietary
1203±12.6
49
gemini-2.5-pro Google · Proprietary
1203±12.6
50
grok-4.1-thinking xAI · Proprietary
1202±19.0
50
grok-4.1-thinking xAI · Proprietary
1202±19.0
51
devstral-2 Mistral · Modified MIT
1195±16.1
51
devstral-2 Mistral · Modified MIT
1195±16.1
52
mercury-2 Inception AI · Proprietary
1177±21.3
52
mercury-2 Inception AI · Proprietary
1177±21.3
53
grok-4-fast-reasoning xAI · Proprietary
1149±22.6
53
grok-4-fast-reasoning xAI · Proprietary
1149±22.6
54
grok-code-fast-1 xAI · Proprietary
1140±21.3
54
grok-code-fast-1 xAI · Proprietary
1140±21.3
55
devstral-medium-2507 Mistral · Proprietary
1097±21.8
55
devstral-medium-2507 Mistral · Proprietary
1097±21.8

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