benchgap
Calibration

ARC-AGI-3 → AA-GPQA Diamond

AA-GPQA Diamond is estimated from ARC-AGI-3 with a Michaelis–Menten curve fitted on 13 models measured on both: y = 0.9442·x / (0.00006 + x), R² = 0.54, cross-validated error 1.2 pp. It is used for 4 estimates.

Estimated modelARC-AGI-3AA-GPQA DiamondSource
GPT-6.1 Sol52.7%94.4%estimated ± 1.2 pp, high confidence
GPT-6 Luna0.1%89.3%estimated ± 1.2 pp, medium confidence
GPT-6 Sol4.6%94.3%estimated ± 1.2 pp, high confidence
Grok 4.200.1%88.7%estimated ± 1.2 pp, medium confidence