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 2026-10-17
Models tested
88
Top score
95.0
GPT-6 Astra
Median
26.9
min 0.1
Top-5 spread
σ 1.3
Settled

Best score over time · one chart, every benchmark

ARC-AGI-277 MODELS · FRONTIER RUNNING MAX0255075100SCORE ↑Jan 25Jun 25Dec 25May 26Oct 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

88 models tested · sorted by score

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

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