Pass IndexThe State of AISign in

Ale bench — Epoch AI

Ale bench — Epoch AI is run by Epoch AI. It has ranked 132 models, of which the catalogue holds 116, scoring from 137.78 to 2951.32.

measured by Epoch AI · the board itself

PlaceModelMetricScore
1stof 132GPT 6 AstraPerformance (max)2951.32
2ndof 132GPT 6.1 SolPerformance (max)2743.75
3rdof 132GPT-6.1 TerraPerformance (max)2608.82
4thof 132GPT 6 SolPerformance (max)2462
5thof 132GPT-5.6 SolPerformance (max)2176.88
6thof 132Claude Opus 5Performance (high)2164.57
7thof 132Claude Opus 5.5Performance (high)2147.38
8thof 132Claude Fable 5.1Performance (high)2143.2
9thof 132Gemini 4 ArgonPerformance (high)2100.1
10thof 132Claude Fable 5Performance (high)2041.3
11thof 132GPT-5.6 TerraPerformance (max)1951.42
12thof 132GPT-5.5Performance (xhigh)1942.97
13thof 132Kimi K3.1 ProPerformance (max)1932.75
14thof 132Claude Sonnet 5.5Performance (high)1819.12
16thof 132Muse Spark 1.3Performance (xhigh)1688.35
17thof 132GPT-5.6 LunaPerformance (max)1667.4
18thof 132GPT-5.3 CodexPerformance (xhigh)1655.22
19thof 132DeepSeek V4.1 Flash 1017Performance (max)1622
20thof 132GPT-5.4Performance (high)1607
21stof 132Muse-Spark-Open-816B-A42BPerformance (xhigh)1590.12
23rdof 132Claude Haiku 5.5Performance (high)1587
24thof 132GPT 6 LunaPerformance (xhigh)1576.92
25thof 132Claude Opus 4.8Performance (high)1563.83
26thof 132Kimi K3Performance (max)1524.47
28thof 132Grok 4.6Performance (xhigh)1508.08
29thof 132Claude Sonnet 5Performance (high)1463.12
31stof 132DeepSeek V4 Pro 0813Performance (max)1403.15
32ndof 132Gemini 3 Flash PreviewPerformance1367.2
33rdof 132Claude Sonnet 4.6Performance (medium)1327.3
34thof 132Claude Opus 4.7Performance1323.05
35thof 132GLM-5.3Performance (high)1317.4
36thof 132Grok 4.5Performance (high)1309.28
37thof 132DeepSeek V4 Flash (0731)Performance (max)1306.08
38thof 132GPT-5.2 CodexPerformance1299.9
39thof 132GPT-5.2Performance (high)1293.55
40thof 132Gemini 3.8 FlashPerformance (high)1269.72
42ndof 132GPT-5.1 CodexPerformance1244.92
43rdof 132MiMo V2.6 FlashPerformance1244.2
45thof 132GPT-5.1 Codex MaxPerformance (max)1208.83
46thof 132GPT-5.1Performance (high)1192.15
47thof 132Qwen3.7 MaxPerformance (max)1189.4
48thof 132GPT-5.4 miniPerformance (high)1188.58
49thof 132gemini-3-pro-previewPerformance1176.75
50thof 132GPT-5Performance (high)1162.45
51stof 132Gemini 3.1 Pro PreviewPerformance1160.6
52ndof 132MiMo V2.6 ProPerformance1158.1
53rdof 132Grok 4.20Performance1150.28
55thof 132Kimi K2.6Performance1092.67
56thof 132DeepSeek V4.1 FlashPerformance (max)1092.35
58thof 132GLM 5.2Performance (high)1046.95
59thof 132Claude Opus 4.5Performance1025.38
61stof 132DeepSeek V4 ProPerformance (high)1006.08
62ndof 132GPT-5.4 nanoPerformance (high)1004.52
63rdof 132Claude Opus 4.6Performance996.5
64thof 132InklingPerformance946
65thof 132Grok 4.3Performance944.17
66thof 132o3Performance (high)933.55
67thof 132Gemma 4 26B A4BPerformance927.17
68thof 132Gemma 4 31BPerformance925.5
69thof 132Gemini 3.5 FlashPerformance (high)911.02
70thof 132Gemini 3.7 FlashPerformance (high)904.3
71stof 132MiMo-V2.5-ProPerformance899.8
72ndof 132GLM 5.1Performance887.1
73rdof 132Kimi K2.7 CodePerformance886.23
74thof 132o4-miniPerformance (high)826.17
75thof 132Kimi K2.5Performance821.65
77thof 132DeepSeek-R1 (0528)Performance804.12
78thof 132GPT-5 miniPerformance (high)799.77
79thof 132Gemini 3.1 Flash-LitePerformance797.73
80thof 132Claude Sonnet 4.5Performance796.15
81stof 132Mercury 2Performance785.58
82ndof 132Gemini 2.5 ProPerformance785.52
83rdof 132MiMo-V2-ProPerformance785.17
84thof 132GLM-5Performance765.62
85thof 132Gemini 3.5 Flash-LitePerformance (high)765.27
87thof 132DeepSeek V3.1 TerminusPerformance745.17
88thof 132MiMo-V2-FlashPerformance737.95
89thof 132GPT-5 nanoPerformance (high)718.67
90thof 132Gemini 3.6 FlashPerformance (high)715.52
91stof 132Step 3.7 FlashPerformance694.12
92ndof 132DeepSeek V4 FlashPerformance (high)678.2
93rdof 132Claude Opus 4.1Performance674.77
94thof 132Qwen3.6 PlusPerformance670.15
95thof 132Gemini 2.5 FlashPerformance661.88
96thof 132Claude Sonnet 4Performance655.35
97thof 132Claude Haiku 4.5Performance653.48
98thof 132MiniMax M3Performance640.02
99thof 132MiniMax M2.1Performance623.83
100thof 132Qwen 3.5 PlusPerformance621.92
101stof 132MiniMax M2.5Performance618.17
102ndof 132MiniMax M2.7Performance599.25
103rdof 132Kimi K2 ThinkingPerformance597.5
104thof 132grok-code-fast-1Performance587.73
105thof 132GPT OSS 120BPerformance575.62
106thof 132GPT OSS 20BPerformance566.05
107thof 132GPT-4.1 fine-tunedPerformance558.1
109thof 132MiMo-V2.5Performance513.95
110thof 132Mistral Small 4Performance497.62
111thof 132Qwen3-Coder-480B-A35B-InstructPerformance461.45
112thof 132Qwen3-Coder-PlusPerformance456.5
113thof 132Ring-2.6-1TPerformance432.57
114thof 132GLM-4.7Performance399.48
115thof 132Grok 4.1 Fast ReasoningPerformance394.93
117thof 132Qwen3.5-27BPerformance349.45
118thof 132GLM-4.5Performance344.82
119thof 132GLM-4.6Performance340.82
120thof 132Qwen3.6-FlashPerformance326.4
123rdof 132GLM 5.3 FlashPerformance (high)303.55
124thof 132Mercury 2.5Performance (high)301.65
125thof 132Kimi K2 0905Performance267.12
126thof 132Mistral Large 3Performance264.7
127thof 132Nova LitePerformance236.25
128thof 132Qwen3.5-FlashPerformance221.8
129thof 132Nemotron 3 SuperPerformance213.9
131stof 132Llama 4 Maverick 17BPerformance172.97
132ndof 132Codestral 2508Performance137.78

Read from the board on 2026-10-31