# Toolathlon-Verified → WideResearch

Calibration · https://benchgap.net/calibration/1539 · data retrieved 2026-10-29

WideResearch is estimated from Toolathlon-Verified with a Michaelis–Menten curve fitted on 6 models measured on both: y = 1.4847·x / (0.57158 + x), R² = 0.91, cross-validated error 3.9 pp. It is used for 5 estimates.

| Estimated model | Toolathlon-Verified | WideResearch | Source |
|---|---|---|---|
| [GLM-5.3-Flash](https://benchgap.net/model/glm-5-3-flash.md) | 78.4% | 85.9% | estimated ± 3.9 pp, low confidence |
| [Claude Fable 5.1](https://benchgap.net/model/claude-fable-5-1.md) | 77.8% | 85.6% | estimated ± 3.9 pp, low confidence |
| [Claude Opus 5.5](https://benchgap.net/model/claude-opus-5-5.md) | 77.8% | 85.6% | estimated ± 3.9 pp, low confidence |
| [Claude Sonnet 5.5](https://benchgap.net/model/claude-sonnet-5-5.md) | 77.8% | 85.6% | estimated ± 3.9 pp, low confidence |
| [Laguna S 2.1](https://benchgap.net/model/laguna-s-2-1.md) | 49.7% | 69.1% | estimated ± 3.9 pp, medium confidence |

## Fitted on

| Model | Toolathlon-Verified | WideResearch |
|---|---|---|
| [dots3-note Preview](https://benchgap.net/model/dots3-note-preview.md) | 55.6% | 78.9% |
| [Hy4 preview](https://benchgap.net/model/hy4-preview.md) | 74.1% | 83.9% |
| [Ornith-1.5-35B-A3B](https://benchgap.net/model/ornith-1-5-35b-a3b.md) | 48.7% | 67.8% |
| [Ornith-1.5-397B](https://benchgap.net/model/ornith-1-5-397b.md) | 71.2% | 80.8% |
| [Ornith-1.5-9B](https://benchgap.net/model/ornith-1-5-9b.md) | 41.2% | 59.5% |
| [Qwen3.8 Max](https://benchgap.net/model/qwen3-8-max.md) | 72.5% | 81.9% |