Benchmark · ReasoningSettled

ARC-AGI-2

ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data.

Updated 2026-11-10
Models tested
90
Top score
95.0
GPT-6 Astra
Median
32.4
min 0.1
Top-5 spread
σ 0.6
Settled

Best score over time · one chart, every benchmark

ARC-AGI-279 MODELS · FRONTIER RUNNING MAX0255075100SCORE ↑Jan 25Jul 25Dec 25May 26Nov 26RELEASE DATE →benchgecko.ai/benchmark/arc-agi-2 · frontier
Frontier on ARC-AGI-2 rose from 1.3 to 95.0 in 20 months · +93.7 points · latest leader GPT-6 Astra from OpenAI.
Pink dots = frontier records · 18 totalClick to open model page

90 models tested · sorted by score

#ModelScore
1OpenAI logoGPT-6 Astra95.0
2Google DeepMind logoGemini 4 Carbon94.2
3OpenAI logoGPT-6.1 Sol94.2
4Anthropic logoClaude Fable 5.293.8
5Anthropic logoClaude Opus 5.593.3
6OpenAI logoGPT-5.6 Sol92.5
7Google DeepMind logoGemini 4 Argon91.3
8Anthropic logoClaude Opus 590.4
9Anthropic logoClaude Fable 5.190.0
10OpenAI logoGPT-6 Sol89.6
11Anthropic logoClaude Fable 589.2
12Google DeepMind logoGemini 3.8 Flash89.2
13OpenAI logoGPT-5.585.0
14Google DeepMind logoGemini 3.7 Flash84.6
15OpenAI logoGPT-5.5 Pro84.6
16OpenAI logoGPT-5.6 Terra83.9
17Anthropic logoClaude Sonnet 5.583.9
18OpenAI logoGPT-5.4 Pro83.3
19DeepSeek logoDeepSeek V4.1 Flash 101778.1
20Google DeepMind logoGemini 3.1 Pro Preview77.1
21Anthropic logoClaude Opus 4.775.8
22OpenAI logoGPT-5.474.0
23DeepSeek logoDeepSeek V4.1 Flash72.9
24Anthropic logoClaude Opus 4.872.1
25Google DeepMind logoGemini 3.5 Flash72.1
26Anthropic logoClaude Opus 4.669.2
27xAI logoGrok 4.667.1
28z-ai logoGLM 5.3 Flash65.8
29xAI logoGrok 4.2065.1
30DeepSeek logoDeepSeek V4 Flash 073161.4
31xAI logoGrok 4.761.4
32Anthropic logoClaude Haiku 5.561.3
33DeepSeek logoDeepSeek V4 Pro 081361.3
34moonshotai logoKimi K360.4
35Google DeepMind logoGemini 3.6 Flash60.4
36Anthropic logoClaude Sonnet 4.660.4
37OpenAI logoGPT-5.6 Luna59.5
38OpenAI logoGPT-6 Luna59.3
39Meta logoMuse Spark Open57.5
40OpenAI logoGPT-5.2 Pro54.2
41OpenAI logoGPT-5.252.9
42xAI logoGrok 4.552.6
43Alibaba Qwen logoQwen3.8 27B42.4
44Anthropic logoClaude Opus 4.537.6
45Google DeepMind logoGemini 3 Flash Preview33.6
46Google DeepMind logoGemini 3 Pro31.1
47z-ai logoGLM 5.222.8
48OpenAI logoGPT-5.4 Mini18.9
49OpenAI logoGPT-5 Pro18.3
50OpenAI logoGPT-5.117.6
51xAI logoGrok 416.0
52Anthropic logoClaude Sonnet 4.513.6
53moonshotai logoKimi K2.511.8
54Google DeepMind logoGemini 3.5 Flash Lite10.3
55OpenAI logoGPT-59.9
56Anthropic logoClaude Opus 48.6
57OpenAI logoo36.5
58OpenAI logoo4 Mini6.1
59OpenAI logoo4 Mini (batch)6.1
60Anthropic logoClaude Sonnet 45.9
61OpenAI logoGPT-5.4 Nano5.7
62xAI logoGrok 4 Fast5.3
63minimax logoMiniMax M2.54.9
64Google DeepMind logoGemini 2.5 Pro4.9
65OpenAI logoo3 Pro4.9
66z-ai logoGLM 54.9
67OpenAI logoGPT-5 Mini4.4
68DeepSeek logoDeepSeek V3.24.0
69Anthropic logoClaude Haiku 4.54.0
70OpenAI logoo3 Mini (batch)3.0
71OpenAI logoo3 Mini3.0
72OpenAI logoGPT-5 Nano2.6
73Google DeepMind logoGemini 2.5 Flash2.5
74DeepSeek logoR11.3
75Google DeepMind logoGemini 2.0 Flash (Dec 2024)1.3
76Google DeepMind logoGemini 2.0 Flash1.3
77Alibaba Qwen logoQwen3 235B A22B Instruct 25071.3
78DeepSeek logoR1 05281.1
79Anthropic logoClaude 3.7 Sonnet0.9
80OpenAI logoo1-mini0.8
81OpenAI logoGPT-4.50.8
82Google DeepMind logoGemini 1.5 Pro (Feb 2024)0.8
83Google DeepMind logoGemini 1.5 Pro (May 2024)0.8
84OpenAI logoGPT-4.10.4
85xAI logoGrok-3 mini0.4
86OpenAI logoGPT-4o-mini (2024-07-18)0.1
87Meta logoLlama 4 Scout0.1
88OpenAI logoGPT-4.1 Mini0.1
89Meta logoLlama 4 Maverick0.1
90OpenAI logoGPT-4.1 Nano0.1

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