benchgap
Calibration

Toolathlon-Verified → CyberGym

CyberGym is estimated from Toolathlon-Verified with a Hill curve fitted on 7 models measured on both: y = 0.0000 + (1.2000 − 0.0000)·x^6.00 / (0.63437^6.00 + x^6.00), R² = 0.40, cross-validated error 6.0 pp. It is used for 6 estimates.

Estimated modelToolathlon-VerifiedCyberGymSource
Claude Sonnet 5.577.8%92.7%estimated ± 6.0 pp, low confidence
Ornith-1.5-397B71.2%80.0%estimated ± 6.0 pp, low confidence
dots3-note Preview55.6%37.4%estimated ± 6.0 pp, low confidence
Laguna S 2.149.7%22.5%estimated ± 6.0 pp, low confidence
Ornith-1.5-35B-A3B48.7%20.4%estimated ± 6.0 pp, low confidence
Ornith-1.5-9B41.2%8.4%estimated ± 6.0 pp, low confidence