Pass IndexThe State of AISign in

Ale bench — Epoch AI

Ale bench — Epoch AI is run by Epoch AI. It has ranked 112 models, of which the catalogue holds 98, scoring from 137.78 to 2176.88.

measured by Epoch AI · the board itself

PlaceModelMetricScore
1stof 112GPT-5.6 SolPerformance (max)2176.88
2ndof 112Claude Opus 5Performance (high)2164.57
3rdof 112Claude Fable 5.1Performance (high)2143.2
4thof 112Claude Fable 5Performance (high)2041.3
5thof 112GPT-5.6 TerraPerformance (max)1951.42
6thof 112GPT-5.5Performance (xhigh)1942.97
7thof 112GPT-5.6 LunaPerformance (max)1667.4
8thof 112GPT-5.3 CodexPerformance (xhigh)1655.22
9thof 112GPT-5.4Performance (high)1607
11thof 112Claude Opus 4.8Performance (high)1563.83
12thof 112Kimi K3Performance (max)1524.47
14thof 112Grok 4.6Performance (xhigh)1508.08
15thof 112Claude Sonnet 5Performance (high)1463.12
17thof 112DeepSeek V4 Pro 0813Performance (max)1403.15
18thof 112Gemini 3 Flash PreviewPerformance1367.2
19thof 112Claude Sonnet 4.6Performance (medium)1327.3
20thof 112Claude Opus 4.7Performance1323.05
21stof 112GLM-5.3Performance (high)1317.4
22ndof 112Grok 4.5Performance (high)1309.28
23rdof 112DeepSeek V4 Flash (0731)Performance (max)1306.08
24thof 112GPT-5.2 CodexPerformance1299.9
25thof 112GPT-5.2Performance (high)1293.55
27thof 112GPT-5.1 CodexPerformance1244.92
28thof 112GPT-5.1 Codex MaxPerformance (max)1208.83
29thof 112GPT-5.1Performance (high)1192.15
30thof 112Qwen3.7 MaxPerformance (max)1189.4
31stof 112GPT-5.4 miniPerformance (high)1188.58
32ndof 112gemini-3-pro-previewPerformance1176.75
33rdof 112GPT-5Performance (high)1162.45
34thof 112Gemini 3.1 Pro PreviewPerformance1160.6
35thof 112Grok 4.20Performance1150.28
37thof 112Kimi K2.6Performance1092.67
39thof 112GLM 5.2Performance (high)1046.95
40thof 112Claude Opus 4.5Performance1025.38
42ndof 112DeepSeek V4 ProPerformance (high)1006.08
43rdof 112GPT-5.4 nanoPerformance (high)1004.52
44thof 112Claude Opus 4.6Performance996.5
45thof 112InklingPerformance946
46thof 112Grok 4.3Performance944.17
47thof 112o3Performance (high)933.55
48thof 112Gemma 4 26B A4BPerformance927.17
49thof 112Gemma 4 31BPerformance925.5
50thof 112Gemini 3.5 FlashPerformance (high)911.02
51stof 112Gemini 3.7 FlashPerformance (high)904.3
52ndof 112MiMo-V2.5-ProPerformance899.8
53rdof 112GLM 5.1Performance887.1
54thof 112Kimi K2.7 CodePerformance886.23
55thof 112o4-miniPerformance (high)826.17
56thof 112Kimi K2.5Performance821.65
58thof 112DeepSeek-R1 (0528)Performance804.12
59thof 112GPT-5 miniPerformance (high)799.77
60thof 112Gemini 3.1 Flash-LitePerformance797.73
61stof 112Claude Sonnet 4.5Performance796.15
62ndof 112Mercury 2Performance785.58
63rdof 112Gemini 2.5 ProPerformance785.52
64thof 112MiMo-V2-ProPerformance785.17
65thof 112GLM-5Performance765.62
66thof 112Gemini 3.5 Flash-LitePerformance (high)765.27
68thof 112DeepSeek V3.1 TerminusPerformance745.17
69thof 112MiMo-V2-FlashPerformance737.95
70thof 112GPT-5 nanoPerformance (high)718.67
71stof 112Gemini 3.6 FlashPerformance (high)715.52
72ndof 112Step 3.7 FlashPerformance694.12
73rdof 112DeepSeek V4 FlashPerformance (high)678.2
74thof 112Claude Opus 4.1Performance674.77
75thof 112Qwen3.6 PlusPerformance670.15
76thof 112Gemini 2.5 FlashPerformance661.88
77thof 112Claude Sonnet 4Performance655.35
78thof 112Claude Haiku 4.5Performance653.48
79thof 112MiniMax M3Performance640.02
80thof 112MiniMax M2.1Performance623.83
81stof 112Qwen 3.5 PlusPerformance621.92
82ndof 112MiniMax M2.5Performance618.17
83rdof 112MiniMax M2.7Performance599.25
84thof 112Kimi K2 ThinkingPerformance597.5
85thof 112grok-code-fast-1Performance587.73
86thof 112GPT OSS 120BPerformance575.62
87thof 112GPT OSS 20BPerformance566.05
88thof 112GPT-4.1 fine-tunedPerformance558.1
90thof 112MiMo-V2.5Performance513.95
91stof 112Mistral Small 4Performance497.62
92ndof 112Qwen3-Coder-480B-A35B-InstructPerformance461.45
93rdof 112Qwen3-Coder-PlusPerformance456.5
94thof 112Ring-2.6-1TPerformance432.57
95thof 112GLM-4.7Performance399.48
96thof 112Grok 4.1 Fast ReasoningPerformance394.93
98thof 112Qwen3.5-27BPerformance349.45
99thof 112GLM-4.5Performance344.82
100thof 112GLM-4.6Performance340.82
101stof 112Qwen3.6-FlashPerformance326.4
104thof 112GLM 5.3 FlashPerformance (high)303.55
105thof 112Kimi K2 0905Performance267.12
106thof 112Mistral Large 3Performance264.7
107thof 112Nova LitePerformance236.25
108thof 112Qwen3.5-FlashPerformance221.8
109thof 112Nemotron 3 SuperPerformance213.9
111thof 112Llama 4 Maverick 17BPerformance172.97
112thof 112Codestral 2508Performance137.78

Read from the board on 2026-09-16