benchgap
Calibration

Artificial Analysis Intelligence Index → GPQA Diamond

GPQA Diamond is estimated from Artificial Analysis Intelligence Index with a offset logistic curve fitted on 43 models measured on both: y = 0.0000 + (0.9309 − 0.0000) / (1 + exp(−11.77·(x − 0.0066))), R² = 0.88, cross-validated error 2.4 pp. It is used for 3 estimates.

Estimated modelArtificial Analysis Intelligence IndexGPQA DiamondSource
Claude 4.1 Opus18.6%83.0%estimated ± 2.4 pp, high confidence
o1-preview11.4%72.6%estimated ± 2.4 pp, high confidence
o3-pro21.9%86.0%estimated ± 2.4 pp, high confidence