Calibration
Vals MMLU-Pro → Vals GPQA Diamond
Vals GPQA Diamond is estimated from Vals MMLU-Pro with a Hill curve fitted on 55 models measured on both: y = 0.0000 + (1.2000 − 0.0000)·x^6.00 / (0.73519^6.00 + x^6.00), R² = 0.77, cross-validated error 3.8 pp. It is used for 1 estimate.
| Estimated model | Vals MMLU-Pro | Vals GPQA Diamond | Source |
|---|---|---|---|
| Muse Spark 1.2 | 88.3% | 90.0% | estimated ± 3.8 pp, high confidence |