Calibration
ResearchClawBench → Toolathlon
Toolathlon is estimated from ResearchClawBench with a offset logistic curve fitted on 9 models measured on both: y = 0.0000 + (0.5240 − 0.0000) / (1 + exp(−200.00·(x − 0.1385))), R² = 0.68, cross-validated error 6.9 pp. It is used for 3 estimates.
| Estimated model | ResearchClawBench | Toolathlon | Source |
|---|---|---|---|
| Grok 4.1 | 13.5% | 17.3% | estimated ± 6.9 pp, low confidence |
| MiMo-V2.5 | 16.9% | 52.3% | estimated ± 6.9 pp, medium confidence |
| MiMo-V2-Pro | 15.3% | 49.7% | estimated ± 6.9 pp, medium confidence |