Calibration
HLE → GPQA Diamond
GPQA Diamond is estimated from HLE with a Michaelis–Menten + offset curve fitted on 35 models measured on both: y = 0.0000 + 0.9742·x / (0.03150 + x), R² = 0.77, cross-validated error 2.3 pp. It is used for 1 estimate.
| Estimated model | HLE | GPQA Diamond | Source |
|---|---|---|---|
| Agents-A1 | 47.6% | 91.4% | estimated ± 2.3 pp, high confidence |