benchgap
Calibration

HLE w/ tools → AA Harvey LAB

AA Harvey LAB is estimated from HLE w/ tools with a Michaelis–Menten curve fitted on 5 models measured on both: y = 1.1186·x / (0.13760 + x), R² = 0.94, cross-validated error 1.7 pp. It is used for 9 estimates.

Estimated modelHLE w/ toolsAA Harvey LABSource
Agents-A147.6%86.8%estimated ± 1.7 pp, medium confidence
Apodex 1.156.1%89.8%estimated ± 1.7 pp, medium confidence
DeepSeek V4.1 Flash63.9%92.0%estimated ± 1.7 pp, medium confidence
dots3-note Preview52.6%88.7%estimated ± 1.7 pp, medium confidence
Hy4 preview55.4%89.6%estimated ± 1.7 pp, medium confidence
Ornith-1.5-35B-A3B33.4%79.2%estimated ± 1.7 pp, low confidence
Ornith-1.5-397B56.1%89.8%estimated ± 1.7 pp, medium confidence
Ornith-1.5-9B30.5%77.1%estimated ± 1.7 pp, low confidence
Step 3.7 Flash47.2%86.6%estimated ± 1.7 pp, medium confidence