排名Rank 名次区间Rank Range 模型Model 投票数Votes 精确分 & 区间Float Score & CI 方差Variance 价格 ($/1M)Price ($/1M) 上下文Context
🥇 1 - 2
claude-opus-5-max
Anthropic · Proprietary
1800±41.0
402 票votes 1800.000 [1759.0, 1841.0] 1.00 · 稳定Stable N/A
🥈 1 - 4
claude-opus-5-high
Anthropic · Proprietary
1743±26.0
859 票votes 1743.000 [1717.0, 1769.0] 3.00 · 稳定Stable N/A
🥉 2 - 5
kimi-k3-max
月之暗面 · Kimi K3 license
1730±25.0
1.1K 票votes 1730.000 [1705.0, 1755.0] 3.00 · 稳定Stable N/A
4 2 - 5
claude-fable-5
Anthropic · Proprietary
1707±17.0
2.0K 票votes 1707.000 [1690.0, 1724.0] 3.00 · 稳定Stable N/A
5 3 - 5
gpt-5.6-sol-xhigh (codex-harness)
OpenAI · Proprietary
1687±18.0
1.6K 票votes 1687.000 [1669.0, 1705.0] 2.00 · 稳定Stable N/A
6 6 - 8
glm-5.2-max
智谱 ZAI · MIT
1625±18.0
1.5K 票votes 1625.000 [1607.0, 1643.0] 2.00 · 稳定Stable N/A
7 6 - 9
claude-opus-4-8-thinking
Anthropic · Proprietary
1620±15.0
2.0K 票votes 1620.000 [1605.0, 1635.0] 3.00 · 稳定Stable N/A
8 6 - 13
claude-opus-4-7-thinking
Anthropic · Proprietary
1595±13.0
3.1K 票votes 1595.000 [1582.0, 1608.0] 7.00 · 波动Unstable N/A
9 8 - 15
claude-opus-4-7
Anthropic · Proprietary
1587±13.0
3.0K 票votes 1587.000 [1574.0, 1600.0] 7.00 · 波动Unstable N/A
10 8 - 15
claude-opus-4-6-thinking
Anthropic · Proprietary
1584±12.0
3.3K 票votes 1584.000 [1572.0, 1596.0] 7.00 · 波动Unstable N/A
11 7 - 18
grok-4.5
SpaceXAI · Proprietary
1584±21.0
1.0K 票votes 1584.000 [1563.0, 1605.0] 11.00 · 波动Unstable N/A
12 8 - 18
claude-sonnet-5-high
Anthropic · Proprietary
1583±19.0
1.2K 票votes 1583.000 [1564.0, 1602.0] 10.00 · 波动Unstable N/A
13 8 - 18
claude-opus-4-8
Anthropic · Proprietary
1576±15.0
2.1K 票votes 1576.000 [1561.0, 1591.0] 10.00 · 波动Unstable N/A
14 9 - 21
claude-opus-4-6
Anthropic · Proprietary
1568±11.0
3.8K 票votes 1568.000 [1557.0, 1579.0] 12.00 · 不稳Volatile N/A
15 11 - 25
gpt-5.5-xhigh (codex-harness)
OpenAI · Proprietary
1553±13.0
2.8K 票votes 1553.000 [1540.0, 1566.0] 14.00 · 不稳Volatile N/A
16 11 - 28
gemini-3.6-flash
Google · Proprietary
1548±22.0
926 票votes 1548.000 [1526.0, 1570.0] 17.00 · 不稳Volatile N/A
17 9 - 29
hy3
腾讯 · Apache 2.0
1548±32.0
429 票votes 1548.000 [1516.0, 1580.0] 20.00 · 不稳Volatile N/A
18 11 - 27
glm-5.1
智谱 ZAI · MIT
1548±17.0
1.7K 票votes 1548.000 [1531.0, 1565.0] 16.00 · 不稳Volatile N/A
19 14 - 26
claude-sonnet-4-6
Anthropic · Proprietary
1547±11.0
4.1K 票votes 1547.000 [1536.0, 1558.0] 12.00 · 不稳Volatile N/A
20 14 - 28
seed-2.1-pro-preview
字节跳动 · Proprietary
1541±18.0
1.4K 票votes 1541.000 [1523.0, 1559.0] 14.00 · 不稳Volatile N/A
21 15 - 28
qwen3.7-max-20260517
阿里巴巴 · Proprietary
1540±15.0
1.9K 票votes 1540.000 [1525.0, 1555.0] 13.00 · 不稳Volatile N/A
22 14 - 29
muse-spark-1.1
Meta · Proprietary
1538±22.0
899 票votes 1538.000 [1516.0, 1560.0] 15.00 · 不稳Volatile N/A
23 15 - 28
gpt-5.5-high (codex-harness)
OpenAI · Proprietary
1530±13.0
2.9K 票votes 1530.000 [1517.0, 1543.0] 13.00 · 不稳Volatile N/A
24 15 - 30
claude-opus-4-5-20251101-thinking-32k
Anthropic · Proprietary
1528±15.0
2.7K 票votes 1528.000 [1513.0, 1543.0] 15.00 · 不稳Volatile N/A
25 16 - 31
gemini-3.5-flash-medium
Google · Proprietary
1522±16.0
1.8K 票votes 1522.000 [1506.0, 1538.0] 15.00 · 不稳Volatile N/A
26 17 - 38
qwen3.6-max-preview
阿里巴巴 · Proprietary
1504±28.0
576 票votes 1504.000 [1476.0, 1532.0] 21.00 · 不稳Volatile N/A
27 15 - 43
gpt-5.4-high (codex-harness)
OpenAI · Proprietary
1502±42.0
312 票votes 1502.000 [1460.0, 1544.0] 28.00 · 不稳Volatile N/A
28 24 - 36
kimi-k2.6
月之暗面 · Modified MIT
1500±15.0
2.0K 票votes 1500.000 [1485.0, 1515.0] 12.00 · 不稳Volatile N/A
29 18 - 40
gemini-3.5-flash
Google · Proprietary
1499±28.0
592 票votes 1499.000 [1471.0, 1527.0] 22.00 · 不稳Volatile N/A
30 25 - 36
mimo-v2.5-pro
小米 · MIT
1495±12.0
2.8K 票votes 1495.000 [1483.0, 1507.0] 11.00 · 波动Unstable N/A
31 26 - 40
gpt-5.5 (codex-harness)
OpenAI · Proprietary
1487±13.0
2.7K 票votes 1487.000 [1474.0, 1500.0] 14.00 · 不稳Volatile N/A
32 26 - 41
claude-opus-4-5-20251101
Anthropic · Proprietary
1482±13.0
3.2K 票votes 1482.000 [1469.0, 1495.0] 15.00 · 不稳Volatile N/A
33 26 - 43
kimi-k2.7-code
月之暗面 · Modified MIT
1479±18.0
1.3K 票votes 1479.000 [1461.0, 1497.0] 17.00 · 不稳Volatile N/A
34 26 - 43
minimax-m3
MiniMax · MiniMax Community License
1479±15.0
2.1K 票votes 1479.000 [1464.0, 1494.0] 17.00 · 不稳Volatile N/A
35 22 - 53
gpt-5.4-medium (codex-harness)
OpenAI · Proprietary
1475±43.0
269 票votes 1475.000 [1432.0, 1518.0] 31.00 · 不稳Volatile N/A
36 26 - 43
deepseek-v4-pro-thinking
DeepSeek · MIT
1474±13.0
2.5K 票votes 1474.000 [1461.0, 1487.0] 17.00 · 不稳Volatile N/A
37 28 - 44
qwen3.6-plus
阿里巴巴 · Proprietary
1468±12.0
3.0K 票votes 1468.000 [1456.0, 1480.0] 16.00 · 不稳Volatile N/A
38 29 - 44
gemini-3.1-pro-preview
Google · Proprietary
1465±10.0
4.3K 票votes 1465.000 [1455.0, 1475.0] 15.00 · 不稳Volatile N/A
39 31 - 49
gemini-3-flash
Google · Proprietary
1455±14.0
2.7K 票votes 1455.000 [1441.0, 1469.0] 18.00 · 不稳Volatile N/A
40 32 - 49
deepseek-v4-pro
DeepSeek · MIT
1453±14.0
2.4K 票votes 1453.000 [1439.0, 1467.0] 17.00 · 不稳Volatile N/A
41 32 - 49
gemini-3-pro
Google · Proprietary
1453±14.0
3.7K 票votes 1453.000 [1439.0, 1467.0] 17.00 · 不稳Volatile N/A
42 29 - 56
gpt-5.3-codex (codex-harness)
OpenAI · Proprietary
1447±28.0
597 票votes 1447.000 [1419.0, 1475.0] 27.00 · 不稳Volatile N/A
43 38 - 56
mimo-v2-pro
小米 · Proprietary
1436±17.0
1.5K 票votes 1436.000 [1419.0, 1453.0] 18.00 · 不稳Volatile N/A
44 28 - 65
gpt-5.2
OpenAI · Proprietary
1435±46.0
276 票votes 1435.000 [1389.0, 1481.0] 37.00 · 不稳Volatile N/A
45 38 - 56
glm-5
智谱 ZAI · MIT
1434±17.0
1.6K 票votes 1434.000 [1417.0, 1451.0] 18.00 · 不稳Volatile N/A
46 36 - 58
gpt-5-medium
OpenAI · Proprietary
1432±26.0
954 票votes 1432.000 [1406.0, 1458.0] 22.00 · 不稳Volatile N/A
47 38 - 57
mimo-v2.5
小米 · MIT
1427±13.0
2.6K 票votes 1427.000 [1414.0, 1440.0] 19.00 · 不稳Volatile N/A
48 41 - 56
kimi-k2.5-thinking
月之暗面 · Modified MIT
1427±11.0
3.9K 票votes 1427.000 [1416.0, 1438.0] 15.00 · 不稳Volatile N/A
49 38 - 58
glm-4.7
智谱 ZAI · MIT
1427±22.0
1.0K 票votes 1427.000 [1405.0, 1449.0] 20.00 · 不稳Volatile N/A
50 41 - 57
gpt-5.4-mini-high
OpenAI · Proprietary
1424±13.0
2.7K 票votes 1424.000 [1411.0, 1437.0] 16.00 · 不稳Volatile N/A
51 38 - 58
claude-opus-4-1-20250805
Anthropic · Proprietary
1424±17.0
2.0K 票votes 1424.000 [1407.0, 1441.0] 20.00 · 不稳Volatile N/A
52 41 - 66
glm-5v-turbo
智谱 ZAI · Proprietary
1408±28.0
600 票votes 1408.000 [1380.0, 1436.0] 25.00 · 不稳Volatile N/A
53 42 - 66
kimi-k2.5-instant
月之暗面 · Modified MIT
1403±24.0
737 票votes 1403.000 [1379.0, 1427.0] 24.00 · 不稳Volatile N/A
54 46 - 65
claude-sonnet-4-5-20250929-thinking-32k
Anthropic · Proprietary
1402±13.0
3.5K 票votes 1402.000 [1389.0, 1415.0] 19.00 · 不稳Volatile N/A
55 42 - 66
gpt-5.3-codex (codex-harness)
OpenAI · Proprietary
1401±25.0
719 票votes 1401.000 [1376.0, 1426.0] 24.00 · 不稳Volatile N/A
56 42 - 66
gpt-5.1-medium
OpenAI · Proprietary
1401±19.0
1.4K 票votes 1401.000 [1382.0, 1420.0] 24.00 · 不稳Volatile N/A
57 41 - 70
gpt-5.4
OpenAI · Proprietary
1399±36.0
315 票votes 1399.000 [1363.0, 1435.0] 29.00 · 不稳Volatile N/A
58 48 - 65
qwen3.5-397b-a17b
阿里巴巴 · Apache 2.0
1399±11.0
3.9K 票votes 1399.000 [1388.0, 1410.0] 17.00 · 不稳Volatile N/A
59 51 - 66
gemini-3-flash (thinking-minimal)
Google · Proprietary
1394±9.0
5.1K 票votes 1394.000 [1385.0, 1403.0] 15.00 · 不稳Volatile N/A
60 51 - 66
claude-sonnet-4-5-20250929
Anthropic · Proprietary
1391±12.0
4.0K 票votes 1391.000 [1379.0, 1403.0] 15.00 · 不稳Volatile N/A
61 51 - 66
minimax-m2.7
MiniMax · Modified MIT
1384±12.0
2.9K 票votes 1384.000 [1372.0, 1396.0] 15.00 · 不稳Volatile N/A
62 51 - 68
minimax-m2.5
MiniMax · Modified MIT
1384±17.0
1.6K 票votes 1384.000 [1367.0, 1401.0] 17.00 · 不稳Volatile N/A
63 51 - 73
inkling
Thinky · Apache 2.0
1378±18.0
1.3K 票votes 1378.000 [1360.0, 1396.0] 22.00 · 不稳Volatile N/A
64 54 - 75
minimax-m2.1-preview
MiniMax · MIT
1370±17.0
1.7K 票votes 1370.000 [1353.0, 1387.0] 21.00 · 不稳Volatile N/A
65 51 - 78
hunyuan-hy3-preview
腾讯 · tencent-hunyuan-community
1365±37.0
323 票votes 1365.000 [1328.0, 1402.0] 27.00 · 不稳Volatile N/A
66 51 - 81
gemma-4-26b-a4b
Google · Apache 2.0
1359±43.0
244 票votes 1359.000 [1316.0, 1402.0] 30.00 · 不稳Volatile N/A
67 61 - 77
grok-4.3
SpaceXAI · Proprietary
1357±14.0
2.5K 票votes 1357.000 [1343.0, 1371.0] 16.00 · 不稳Volatile N/A
68 62 - 77
grok-4.20-beta-0309-reasoning
SpaceXAI · Proprietary
1354±12.0
3.2K 票votes 1354.000 [1342.0, 1366.0] 15.00 · 不稳Volatile N/A
69 61 - 78
qwen3.5-122b-a10b
阿里巴巴 · Apache 2.0
1352±16.0
1.7K 票votes 1352.000 [1336.0, 1368.0] 17.00 · 不稳Volatile N/A
70 62 - 78
gpt-5.1
OpenAI · Proprietary
1350±14.0
2.8K 票votes 1350.000 [1336.0, 1364.0] 16.00 · 不稳Volatile N/A
71 63 - 78
gemma-4-31b
Google · Apache 2.0
1347±16.0
1.9K 票votes 1347.000 [1331.0, 1363.0] 15.00 · 不稳Volatile N/A
72 63 - 78
deepseek-v3.2-thinking
DeepSeek · MIT
1344±18.0
1.6K 票votes 1344.000 [1326.0, 1362.0] 15.00 · 不稳Volatile N/A
73 63 - 78
qwen3.5-27b
阿里巴巴 · Apache 2.0
1344±17.0
1.6K 票votes 1344.000 [1327.0, 1361.0] 15.00 · 不稳Volatile N/A
74 64 - 81
gpt-5.1-codex
OpenAI · Proprietary
1337±19.0
1.4K 票votes 1337.000 [1318.0, 1356.0] 17.00 · 不稳Volatile N/A
75 64 - 81
laguna-m.1
Poolside · Apache 2.0
1335±19.0
1.4K 票votes 1335.000 [1316.0, 1354.0] 17.00 · 不稳Volatile N/A
76 65 - 81
glm-4.6
智谱 ZAI · MIT
1333±17.0
1.9K 票votes 1333.000 [1316.0, 1350.0] 16.00 · 不稳Volatile N/A
77 65 - 82
gpt-5.2-codex
OpenAI · Proprietary
1329±18.0
1.5K 票votes 1329.000 [1311.0, 1347.0] 17.00 · 不稳Volatile N/A
78 67 - 82
mimo-v2-flash (non-thinking)
小米 · MIT
1324±19.0
1.3K 票votes 1324.000 [1305.0, 1343.0] 15.00 · 不稳Volatile N/A
79 73 - 83
claude-haiku-4-5-20251001
Anthropic · Proprietary
1311±10.0
5.9K 票votes 1311.000 [1301.0, 1321.0] 10.00 · 波动Unstable N/A
80 73 - 85
kimi-k2-thinking-turbo
月之暗面 · Modified MIT
1311±13.0
3.2K 票votes 1311.000 [1298.0, 1324.0] 12.00 · 不稳Volatile N/A
81 73 - 90
laguna-xs.2
Poolside · Apache 2.0
1299±23.0
961 票votes 1299.000 [1276.0, 1322.0] 17.00 · 不稳Volatile N/A
82 77 - 89
deepseek-v3.2
DeepSeek · MIT
1297±15.0
2.1K 票votes 1297.000 [1282.0, 1312.0] 12.00 · 不稳Volatile N/A
83 80 - 95
deepseek-v3.2-exp
DeepSeek · MIT
1278±21.0
1.2K 票votes 1278.000 [1257.0, 1299.0] 15.00 · 不稳Volatile N/A
84 81 - 94
minimax-m2
MiniMax · Apache 2.0
1276±17.0
2.0K 票votes 1276.000 [1259.0, 1293.0] 13.00 · 不稳Volatile N/A
85 79 - 98
mimo-v2-flash (thinking)
小米 · MIT
1268±34.0
401 票votes 1268.000 [1234.0, 1302.0] 19.00 · 不稳Volatile N/A
86 83 - 97
gemini-3.1-flash-lite-preview
Google · Proprietary
1261±13.0
3.2K 票votes 1261.000 [1248.0, 1274.0] 14.00 · 不稳Volatile N/A
87 83 - 97
qwen3-coder-480b-a35b-instruct
阿里巴巴 · Apache 2.0
1258±13.0
3.2K 票votes 1258.000 [1245.0, 1271.0] 14.00 · 不稳Volatile N/A
88 80 - 100
trinity-large-thinking
· Apache 2.0
1256±44.0
283 票votes 1256.000 [1212.0, 1300.0] 20.00 · 不稳Volatile N/A
89 81 - 99
mistral-medium-3.5
Mistral · Modified MIT
1254±35.0
498 票votes 1254.000 [1219.0, 1289.0] 18.00 · 不稳Volatile N/A
90 81 - 99
KAT-Coder-Pro-V1
· Proprietary
1254±31.0
523 票votes 1254.000 [1223.0, 1285.0] 18.00 · 不稳Volatile N/A
91 81 - 101
gpt-5.1-codex-mini
OpenAI · Proprietary
1249±38.0
359 票votes 1249.000 [1211.0, 1287.0] 20.00 · 不稳Volatile N/A
92 83 - 99
grok-4-1-fast-reasoning
SpaceXAI · Proprietary
1239±21.0
1.4K 票votes 1239.000 [1218.0, 1260.0] 16.00 · 不稳Volatile N/A
93 82 - 102
grok-4.1-thinking
SpaceXAI · Proprietary
1233±43.0
296 票votes 1233.000 [1190.0, 1276.0] 20.00 · 不稳Volatile N/A
94 83 - 102
qwen3.5-35b-a3b
阿里巴巴 · Apache 2.0
1232±37.0
356 票votes 1232.000 [1195.0, 1269.0] 19.00 · 不稳Volatile N/A
95 84 - 102
gemini-2.5-pro
Google · Proprietary
1230±27.0
752 票votes 1230.000 [1203.0, 1257.0] 18.00 · 不稳Volatile N/A
96 85 - 102
mistral-large-3
Mistral · Apache 2.0
1210±46.0
236 票votes 1210.000 [1164.0, 1256.0] 17.00 · 不稳Volatile N/A
97 85 - 102
mercury-2
Inception AI · Proprietary
1197±55.0
213 票votes 1197.000 [1142.0, 1252.0] 17.00 · 不稳Volatile N/A
98 87 - 102
qwen3.5-flash
阿里巴巴 · Proprietary
1193±44.0
282 票votes 1193.000 [1149.0, 1237.0] 15.00 · 不稳Volatile N/A
99 88 - 102
granite-4.1-8b
IBM · Apache 2.0
1188±41.0
389 票votes 1188.000 [1147.0, 1229.0] 14.00 · 不稳Volatile N/A
100 92 - 102
devstral-2
Mistral · Modified MIT
1169±43.0
275 票votes 1169.000 [1126.0, 1212.0] 10.00 · 波动Unstable N/A
101 91 - 102
grok-4-fast-reasoning
SpaceXAI · Proprietary
1162±52.0
186 票votes 1162.000 [1110.0, 1214.0] 11.00 · 波动Unstable N/A
102 93 - 103
grok-code-fast-1
SpaceXAI · Proprietary
1150±56.0
212 票votes 1150.000 [1094.0, 1206.0] 10.00 · 波动Unstable N/A
103 102 - 103
devstral-medium-2507
Mistral · Proprietary
1039±64.0
247 票votes 1039.000 [975.0, 1103.0] 1.00 · 稳定Stable N/A
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