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.
The Frontier
Best score over time · one chart, every benchmark
Full rankings
50 models tested · sorted by score
| # | Model | Score |
|---|---|---|
| 1 | 83.3 | |
| 2 | 77.1 | |
| 3 | 75.8 | |
| 4 | 74.0 | |
| 5 | 72.1 | |
| 6 | 72.1 | |
| 7 | 69.2 | |
| 8 | 65.1 | |
| 9 | 60.4 | |
| 10 | 54.2 | |
| 11 | 52.9 | |
| 12 | 37.6 | |
| 13 | 33.6 | |
| 14 | 31.1 | |
| 15 | 18.9 | |
| 16 | 18.3 | |
| 17 | 17.6 | |
| 18 | 16.0 | |
| 19 | 13.6 | |
| 20 | 11.8 | |
| 21 | 9.9 | |
| 22 | 8.6 | |
| 23 | 6.5 | |
| 24 | 6.1 | |
| 25 | 5.9 | |
| 26 | 5.7 | |
| 27 | 5.3 | |
| 28 | 4.9 | |
| 29 | 4.9 | |
| 30 | 4.9 | |
| 31 | 4.9 | |
| 32 | 4.4 | |
| 33 | 4.0 | |
| 34 | 4.0 | |
| 35 | 3.0 | |
| 36 | 2.6 | |
| 37 | 2.5 | |
| 38 | 1.3 | |
| 39 | 1.3 | |
| 40 | 1.3 | |
| 41 | 1.3 | |
| 42 | 1.1 | |
| 43 | 0.9 | |
| 44 | 0.8 | |
| 45 | 0.8 | |
| 46 | 0.8 | |
| 47 | 0.8 | |
| 48 | 0.4 | |
| 49 | 0.4 | |
| 50 | 0.1 |
Score distribution
Where models cluster
Correlated benchmarks
Pearson r · original research
Benchmarks that track with ARC-AGI-2
Pearson correlation across models scored on both benchmarks. Closer to 1 = strongly predictive.
Frequently asked
About ARC-AGI-2
What does ARC-AGI-2 measure?
ARC-AGI-2 · the second iteration of the Abstraction and Reasoning Corpus, testing novel pattern recognition and abstract reasoning without prior training data. 50 AI models have been tested on it. Scores range from 0.1 to 83.3 out of 100.
Which model leads on ARC-AGI-2?
GPT-5.4 Pro from OpenAI leads ARC-AGI-2 with a score of 83.3. The median score across 50 tested models is 5.8.
Is ARC-AGI-2 saturated?
No · the top score is 83.3 out of 100 (83%). There is still meaningful room for improvement on ARC-AGI-2.
Does ARC-AGI-2 predict performance on other benchmarks?
Yes · ARC-AGI-2 scores correlate 0.91 with Cybench across 12 shared models. Models that do well on ARC-AGI-2 tend to do well on Cybench.
How often is ARC-AGI-2 data refreshed?
BenchGecko pulls updates daily. New model scores on ARC-AGI-2 appear as soon as they are published by Epoch AI or the model provider.
- Category
- Reasoning
- Max score
- 100
- Models
- 50
- Updated
- 2026-05-27
Top on ARC-AGI-2
GPT-5.4 Pro · 83.3Gemini 3.1 Pro Preview · 77.1Claude Opus 4.7 · 75.8GPT-5.4 · 74.0Claude Opus 4.8 · 72.1More reasoning benchmarks
Same category · related evaluations