Calibration
Toolathlon → WideResearch
WideResearch is estimated from Toolathlon with a linear curve fitted on 7 models measured on both: y = 0.6351·x + 0.4879, R² = 0.65, cross-validated error 5.6 pp. It is used for 5 estimates.
| Estimated model | Toolathlon | WideResearch | Source |
|---|---|---|---|
| Gemini 3.5 Flash | 56.5% | 84.7% | estimated ± 5.6 pp, low confidence |
| GLM-5.2 | 48.2% | 79.4% | estimated ± 5.6 pp, low confidence |
| GPT-5.4 mini | 42.9% | 76.0% | estimated ± 5.6 pp, low confidence |
| GPT-5.4 nano | 35.5% | 71.3% | estimated ± 5.6 pp, low confidence |
| MiniMax M2.7 | 46.3% | 78.2% | estimated ± 5.6 pp, low confidence |