Calibration
Vals GPQA Diamond → AA-Omniscience Accuracy
AA-Omniscience Accuracy is estimated from Vals GPQA Diamond with a offset logistic curve fitted on 45 models measured on both: y = 0.2417 + (0.6464 − 0.2417) / (1 + exp(−42.21·(x − 0.9103))), R² = 0.73, cross-validated error 7.7 pp. It is used for 0 estimates.