benchgap
Calibration

ARC-AGI-2 → AA-Omniscience Accuracy

AA-Omniscience Accuracy is estimated from ARC-AGI-2 with a linear curve fitted on 34 models measured on both: y = 0.3275·x + 0.2858, R² = 0.62, cross-validated error 6.2 pp. It is used for 6 estimates.

Estimated modelARC-AGI-2AA-Omniscience AccuracySource
Claude Sonnet 4.513.6%33.0%estimated ± 6.2 pp, medium confidence
Claude Sonnet 4.5 Thinking13.6%33.0%estimated ± 6.2 pp, medium confidence
dots3-note Preview81.4%55.2%estimated ± 6.2 pp, medium confidence
Gemini 3 Pro Deep Think45.1%43.4%estimated ± 6.2 pp, medium confidence
GPT-5.4 Pro83.3%55.9%estimated ± 6.2 pp, medium confidence
GPT-5.5 Pro84.2%56.2%estimated ± 6.2 pp, medium confidence