排名 模型
🥇
claude-opus-4-6-thinking Anthropic · Proprietary
1545±11.6
🥇
claude-opus-4-6-thinking Anthropic · Proprietary
1545±11.6
🥈
claude-opus-4-6 Anthropic · Proprietary
1543±10.9
🥈
claude-opus-4-6 Anthropic · Proprietary
1543±10.9
🥉
claude-sonnet-4-6 Anthropic · Proprietary
1521±8.7
🥉
claude-sonnet-4-6 Anthropic · Proprietary
1521±8.7
4
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1490±7.1
4
claude-opus-4-5-20251101-thinking-32k Anthropic · Proprietary
1490±7.1
5
claude-opus-4-5-20251101 Anthropic · Proprietary
1465±6.7
5
claude-opus-4-5-20251101 Anthropic · Proprietary
1465±6.7
6
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1456±16.8
6
gpt-5.4-high (codex-harness) OpenAI · Proprietary
1456±16.8
7
gemini-3.1-pro-preview Google · Proprietary
1455±9.1
7
gemini-3.1-pro-preview Google · Proprietary
1455±9.1
8
qwen3.6-plus-preview 阿里巴巴 · Proprietary
1449±17.4
8
qwen3.6-plus-preview 阿里巴巴 · Proprietary
1449±17.4
9
glm-5 智谱 ZAI · MIT
1439±9.8
9
glm-5 智谱 ZAI · MIT
1439±9.8
10
glm-4.7 智谱 ZAI · MIT
1438±10.2
10
glm-4.7 智谱 ZAI · MIT
1438±10.2
11
gemini-3-pro Google · Proprietary
1437±7.2
11
gemini-3-pro Google · Proprietary
1437±7.2
12
gemini-3-flash Google · Proprietary
1435±7.4
12
gemini-3-flash Google · Proprietary
1435±7.4
13
mimo-v2-pro 小米 · Proprietary
1432±11.9
13
mimo-v2-pro 小米 · Proprietary
1432±11.9
14
kimi-k2.5-thinking 月之暗面 · Modified MIT
1428±8.3
14
kimi-k2.5-thinking 月之暗面 · Modified MIT
1428±8.3
15
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1426±15.9
15
gpt-5.4-medium (codex-harness) OpenAI · Proprietary
1426±15.9
16
minimax-m2.7 MiniMax · Proprietary
1426±12.1
16
minimax-m2.7 MiniMax · Proprietary
1426±12.1
17
kimi-k2.5-instant 月之暗面 · Modified MIT
1407±10.6
17
kimi-k2.5-instant 月之暗面 · Modified MIT
1407±10.6
18
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1406±12.1
18
gpt-5.3-codex (codex-harness) OpenAI · Proprietary
1406±12.1
19
gpt-5.2 OpenAI · Proprietary
1402±16.5
19
gpt-5.2 OpenAI · Proprietary
1402±16.5
20
minimax-m2.5 MiniMax · Modified MIT
1395±8.3
20
minimax-m2.5 MiniMax · Modified MIT
1395±8.3
21
gpt-5-medium OpenAI · Proprietary
1392±12.6
21
gpt-5-medium OpenAI · Proprietary
1392±12.6
22
minimax-m2.1-preview MiniMax · MIT
1390±8.1
22
minimax-m2.1-preview MiniMax · MIT
1390±8.1
23
gemini-3-flash (thinking-minimal) Google · Proprietary
1390±6.7
23
gemini-3-flash (thinking-minimal) Google · Proprietary
1390±6.7
24
gpt-5.1-medium OpenAI · Proprietary
1389±9.3
24
gpt-5.1-medium OpenAI · Proprietary
1389±9.3
25
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1387±6.4
25
claude-sonnet-4-5-20250929-thinking-32k Anthropic · Proprietary
1387±6.4
26
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1386±6.2
26
claude-sonnet-4-5-20250929 Anthropic · Proprietary
1386±6.2
27
grok-4.20-beta-0309-reasoning xAI · Proprietary
1385±11.7
27
grok-4.20-beta-0309-reasoning xAI · Proprietary
1385±11.7
28
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1385±8.7
28
qwen3.5-397b-a17b 阿里巴巴 · Apache 2.0
1385±8.7
29
claude-opus-4-1-20250805 Anthropic · Proprietary
1384±8.7
29
claude-opus-4-1-20250805 Anthropic · Proprietary
1384±8.7
30
gpt-5.4-mini-high OpenAI · Proprietary
1382±17.7
30
gpt-5.4-mini-high OpenAI · Proprietary
1382±17.7
31
deepseek-v3.2-thinking DeepSeek · MIT
1367±7.8
31
deepseek-v3.2-thinking DeepSeek · MIT
1367±7.8
32
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1362±9.8
32
qwen3.5-122b-a10b 阿里巴巴 · Apache 2.0
1362±9.8
33
glm-4.6 智谱 ZAI · MIT
1353±8.7
33
glm-4.6 智谱 ZAI · MIT
1353±8.7
34
qwen3.5-27b 阿里巴巴 · Apache 2.0
1343±10.4
34
qwen3.5-27b 阿里巴巴 · Apache 2.0
1343±10.4
35
gpt-5.1 OpenAI · Proprietary
1338±7.1
35
gpt-5.1 OpenAI · Proprietary
1338±7.1
36
mimo-v2-flash (non-thinking) 小米 · MIT
1336±8.3
36
mimo-v2-flash (non-thinking) 小米 · MIT
1336±8.3
37
gpt-5.2-codex OpenAI · Proprietary
1334±7.7
37
gpt-5.2-codex OpenAI · Proprietary
1334±7.7
38
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1328±6.3
38
kimi-k2-thinking-turbo 月之暗面 · Modified MIT
1328±6.3
39
gpt-5.1-codex OpenAI · Proprietary
1327±9.4
39
gpt-5.1-codex OpenAI · Proprietary
1327±9.4
40
deepseek-v3.2 DeepSeek · MIT
1326±7.3
40
deepseek-v3.2 DeepSeek · MIT
1326±7.3
41
claude-haiku-4-5-20251001 Anthropic · Proprietary
1311±6.2
41
claude-haiku-4-5-20251001 Anthropic · Proprietary
1311±6.2
42
minimax-m2 MiniMax · Apache 2.0
1303±8.8
42
minimax-m2 MiniMax · Apache 2.0
1303±8.8
43
mimo-v2-flash (thinking) 小米 · MIT
1299±13.7
43
mimo-v2-flash (thinking) 小米 · MIT
1299±13.7
44
deepseek-v3.2-exp DeepSeek · MIT
1285±10.7
44
deepseek-v3.2-exp DeepSeek · MIT
1285±10.7
45
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1279±6.4
45
qwen3-coder-480b-a35b-instruct 阿里巴巴 · Apache 2.0
1279±6.4
46
KAT-Coder-Pro-V1 · Proprietary
1256±15.4
46
KAT-Coder-Pro-V1 · Proprietary
1256±15.4
47
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1246±15.6
47
qwen3.5-35b-a3b 阿里巴巴 · Apache 2.0
1246±15.6
48
gpt-5.1-codex-mini OpenAI · Proprietary
1237±17.4
48
gpt-5.1-codex-mini OpenAI · Proprietary
1237±17.4
49
gemini-3.1-flash-lite-preview Google · Proprietary
1236±9.8
49
gemini-3.1-flash-lite-preview Google · Proprietary
1236±9.8
50
qwen3.5-flash 阿里巴巴 · Proprietary
1234±16.9
50
qwen3.5-flash 阿里巴巴 · Proprietary
1234±16.9
51
grok-4-1-fast-reasoning xAI · Proprietary
1232±9.3
51
grok-4-1-fast-reasoning xAI · Proprietary
1232±9.3
52
mistral-large-3 Mistral · Apache 2.0
1220±19.9
52
mistral-large-3 Mistral · Apache 2.0
1220±19.9
53
grok-4.1-thinking xAI · Proprietary
1206±19.6
53
grok-4.1-thinking xAI · Proprietary
1206±19.6
54
gemini-2.5-pro Google · Proprietary
1201±13.0
54
gemini-2.5-pro Google · Proprietary
1201±13.0
55
devstral-2 Mistral · Modified MIT
1197±16.7
55
devstral-2 Mistral · Modified MIT
1197±16.7
56
mercury-2 Inception AI · Proprietary
1181±20.9
56
mercury-2 Inception AI · Proprietary
1181±20.9
57
grok-4-fast-reasoning xAI · Proprietary
1147±23.0
57
grok-4-fast-reasoning xAI · Proprietary
1147±23.0
58
grok-code-fast-1 xAI · Proprietary
1138±22.0
58
grok-code-fast-1 xAI · Proprietary
1138±22.0
59
devstral-medium-2507 Mistral · Proprietary
1089±22.6
59
devstral-medium-2507 Mistral · Proprietary
1089±22.6

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