Calibration
Toolathlon-Verified → AA AutomationBench
AA AutomationBench is estimated from Toolathlon-Verified with a Hill curve fitted on 7 models measured on both: y = 0.0000 + (1.2000 − 0.0000)·x^6.00 / (0.75584^6.00 + x^6.00), R² = 0.46, cross-validated error 7.3 pp. It is used for 4 estimates.
| Estimated model | Toolathlon-Verified | AA AutomationBench | Source |
|---|---|---|---|
| DeepSeek V4 Pro 0813 | 74.1% | 56.4% | estimated ± 7.3 pp, low confidence |
| Hy4 preview | 74.1% | 56.4% | estimated ± 7.3 pp, low confidence |
| Ornith-1.5-397B | 71.2% | 49.4% | estimated ± 7.3 pp, low confidence |
| DeepSeek V4 Flash 0731 | 70.3% | 47.2% | estimated ± 7.3 pp, low confidence |
Fitted on
| Model | Toolathlon-Verified | AA AutomationBench |
|---|---|---|
| Claude Fable 5.1 | 77.8% | 59.4% |
| Claude Opus 5.5 | 77.8% | 69.5% |
| Claude Sonnet 5.5 | 77.8% | 71.8% |
| GLM-5.3 | 73.0% | 62.2% |
| MiMo-V2.6-Pro | 76.9% | 58.6% |
| Muse Spark Open | 72.8% | 49.7% |
| Step 5 Preview | 74.1% | 51.0% |