benchgap
Calibration

JobBench → Gert Labs

Gert Labs is estimated from JobBench with a Hill curve fitted on 14 models measured on both: y = 0.5020 + (1.2000 − 0.5020)·x^6.00 / (0.48760^6.00 + x^6.00), R² = 0.50, cross-validated error 7.3 pp. It is used for 4 estimates.

Estimated modelJobBenchGert LabsSource
Claude 4.1 Opus21.9%50.8%estimated ± 7.3 pp, medium confidence
Claude Haiku 4.516.0%50.3%estimated ± 7.3 pp, medium confidence
GPT-5 (high)8.5%50.2%estimated ± 7.3 pp, low confidence
Qwen3.5 Plus18.5%50.4%estimated ± 7.3 pp, medium confidence