# Toolathlon-Verified → GDPval-AA

Calibration · https://benchgap.net/calibration/1533 · data retrieved 2026-10-29

GDPval-AA is estimated from Toolathlon-Verified with a inverse Michaelis–Menten curve fitted on 14 models measured on both: y = 0.43292·(x − 0.0000) / (0.0000 + 1.3230 − x), R² = 0.82, cross-validated error 5.6 pp. It is used for 7 estimates.

| Estimated model | Toolathlon-Verified | GDPval-AA | Source |
|---|---|---|---|
| [GLM-5.3-Flash](https://benchgap.net/model/glm-5-3-flash.md) | 78.4% | 63.0% | estimated ± 5.6 pp, medium confidence |
| [Qwen3.8 Max](https://benchgap.net/model/qwen3-8-max.md) | 72.5% | 52.5% | estimated ± 5.6 pp, medium confidence |
| [Ornith-1.5-397B](https://benchgap.net/model/ornith-1-5-397b.md) | 71.2% | 50.5% | estimated ± 5.6 pp, medium confidence |
| [dots3-note Preview](https://benchgap.net/model/dots3-note-preview.md) | 55.6% | 31.4% | estimated ± 5.6 pp, medium confidence |
| [Laguna S 2.1](https://benchgap.net/model/laguna-s-2-1.md) | 49.7% | 26.1% | estimated ± 5.6 pp, low confidence |
| [Ornith-1.5-35B-A3B](https://benchgap.net/model/ornith-1-5-35b-a3b.md) | 48.7% | 25.2% | estimated ± 5.6 pp, low confidence |
| [Ornith-1.5-9B](https://benchgap.net/model/ornith-1-5-9b.md) | 41.2% | 19.6% | estimated ± 5.6 pp, low confidence |

## Fitted on

| Model | Toolathlon-Verified | GDPval-AA |
|---|---|---|
| [Claude Fable 5.1](https://benchgap.net/model/claude-fable-5-1.md) | 77.8% | 62.7% |
| [Claude Opus 5](https://benchgap.net/model/claude-opus-5.md) | 80.6% | 61.1% |
| [Claude Opus 5.5](https://benchgap.net/model/claude-opus-5-5.md) | 77.8% | 68.3% |
| [Claude Sonnet 5.5](https://benchgap.net/model/claude-sonnet-5-5.md) | 77.8% | 66.9% |
| [DeepSeek V4 Flash 0731](https://benchgap.net/model/deepseek-v4-flash-0731.md) | 70.3% | 46.7% |
| [DeepSeek V4 Pro 0813](https://benchgap.net/model/deepseek-v4-pro-0813.md) | 74.1% | 54.5% |
| [GLM-5.3](https://benchgap.net/model/glm-5-3.md) | 73.0% | 57.5% |
| [Inkling-Small](https://benchgap.net/model/inkling-small.md) | 54.4% | 31.2% |
| [Kimi K3](https://benchgap.net/model/kimi-k3.md) | 73.2% | 51.6% |
| [MiMo-V2.6-Flash](https://benchgap.net/model/mimo-v2-6-flash.md) | 73.6% | 55.4% |
| [MiMo-V2.6-Pro](https://benchgap.net/model/mimo-v2-6-pro.md) | 76.9% | 59.2% |
| [Muse Spark Open](https://benchgap.net/model/muse-spark-open.md) | 72.8% | 45.1% |
| [Qwen3.8-Flash-Next](https://benchgap.net/model/qwen3-8-flash-next.md) | 73.5% | 56.4% |
| [Step 5 Preview](https://benchgap.net/model/step-5-preview.md) | 74.1% | 54.3% |