# ResearchClawBench → Toolathlon

Calibration · https://benchgap.net/calibration/1403 · data retrieved 2026-10-29

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 |
|---|---|---|---|
| [MiMo-V2.5](https://benchgap.net/model/mimo-v2-5.md) | 16.9% | 52.3% | estimated ± 6.9 pp, medium confidence |
| [MiMo-V2-Pro](https://benchgap.net/model/mimo-v2-pro.md) | 15.3% | 49.7% | estimated ± 6.9 pp, medium confidence |
| [Grok 4.1](https://benchgap.net/model/grok-4-1.md) | 13.5% | 17.3% | estimated ± 6.9 pp, low confidence |

## Fitted on

| Model | ResearchClawBench | Toolathlon |
|---|---|---|
| [Claude Opus 4.8](https://benchgap.net/model/claude-opus-4-8.md) | 21.1% | 59.9% |
| [Gemini 3.5 Flash](https://benchgap.net/model/gemini-3-5-flash.md) | 18.0% | 56.5% |
| [GLM-5.2](https://benchgap.net/model/glm-5-2.md) | 20.7% | 48.2% |
| [GPT-5.4](https://benchgap.net/model/gpt-5-4.md) | 15.3% | 54.6% |
| [GPT-5.5](https://benchgap.net/model/gpt-5-5.md) | 17.0% | 55.6% |
| [Kimi K2.6](https://benchgap.net/model/kimi-2-6.md) | 18.0% | 50.0% |
| [Kimi K2.5](https://benchgap.net/model/kimi-k2-5.md) | 14.0% | 27.8% |
| [Qwen3.5 397B](https://benchgap.net/model/qwen3-5-397b.md) | 14.2% | 36.3% |
| [Qwen3.6 Plus](https://benchgap.net/model/qwen3-6-plus.md) | 18.0% | 39.8% |