benchgap
Calibration

MMLU-Redux → SuperGPQA

SuperGPQA is estimated from MMLU-Redux with a Hill curve fitted on 8 models measured on both: y = 0.0000 + (1.2000 − 0.0000)·x^6.00 / (0.89988^6.00 + x^6.00), R² = 0.96, cross-validated error 4.5 pp. It is used for 3 estimates.

Estimated modelMMLU-ReduxSuperGPQASource
Mellum2-12B-A2.5B-Instruct78.1%35.9%estimated ± 4.5 pp, high confidence
Mellum2-12B-A2.5B-Thinking86.2%52.3%estimated ± 4.5 pp, high confidence
Ternary Bonsai 2 27B89.1%58.2%estimated ± 4.5 pp, high confidence