benchgap
Calibration

HLE w/o tools → AA-GPQA Diamond

AA-GPQA Diamond is estimated from HLE w/o tools with a Michaelis–Menten + offset curve fitted on 25 models measured on both: y = 0.6876 + 0.3709·x / (0.29205 + x), R² = 0.80, cross-validated error 2.7 pp. It is used for 12 estimates.

Estimated modelHLE w/o toolsAA-GPQA DiamondSource
Claude Haiku 5.545.9%91.4%estimated ± 2.7 pp, high confidence
Claude Mythos 559.0%93.6%estimated ± 2.7 pp, high confidence
Hy4 preview43.4%90.9%estimated ± 2.7 pp, high confidence
Ornith-1.5-35B-A3B25.6%86.1%estimated ± 2.7 pp, high confidence
Ornith-1.5-397B44.6%91.2%estimated ± 2.7 pp, high confidence
Ornith-1.5-9B20.2%83.9%estimated ± 2.7 pp, high confidence
Pareto 26.949.0%92.0%estimated ± 2.7 pp, high confidence
Qwen3.8 Max43.6%91.0%estimated ± 2.7 pp, high confidence
Beam36.2%89.3%estimated ± 2.7 pp, high confidence
Sakana Fugu47.2%91.7%estimated ± 2.7 pp, high confidence
Sakana Fugu-Ultra50.0%92.2%estimated ± 2.7 pp, high confidence
Solar Open 228.8%87.2%estimated ± 2.7 pp, high confidence