benchgap
Calibration

AA-AnalystAgent → Toolathlon-Verified

Toolathlon-Verified is estimated from AA-AnalystAgent with a linear curve fitted on 6 models measured on both: y = 0.2257·x + 0.6564, R² = 0.70, cross-validated error 1.9 pp. It is used for 4 estimates.

Estimated modelAA-AnalystAgentToolathlon-VerifiedSource
Claude Fable 548.8%76.7%estimated ± 1.9 pp, medium confidence
GPT-6.1 Sol50.0%76.9%estimated ± 1.9 pp, medium confidence
Inkling23.8%71.0%estimated ± 1.9 pp, low confidence
Nemotron 3 Ultra6.3%67.1%estimated ± 1.9 pp, low confidence