benchgap
Calibration

ApprenticeBench → ExploitGym

ExploitGym is estimated from ApprenticeBench with a Michaelis–Menten curve fitted on 6 models measured on both: y = 0.7569·x / (0.50375 + x), R² = 0.77, cross-validated error 10.5 pp. It is used for 2 estimates.

Estimated modelApprenticeBenchExploitGymSource
Claude Fable 534.0%30.5%estimated ± 10.5 pp, low confidence
Grok 4.613.0%15.5%estimated ± 10.5 pp, low confidence