benchgap
Calibration

JobBench → CyberGym

CyberGym is estimated from JobBench with a Michaelis–Menten curve fitted on 12 models measured on both: y = 1.5741·x / (0.50519 + x), R² = 0.46, cross-validated error 11.4 pp. It is used for 3 estimates.

Estimated modelJobBenchCyberGymSource
Claude 4.1 Opus21.9%47.6%estimated ± 11.4 pp, low confidence
Claude Haiku 4.516.0%37.9%estimated ± 11.4 pp, low confidence
Qwen3.5 Plus18.5%42.2%estimated ± 11.4 pp, low confidence