Calibration
Toolathlon → Gert Labs
Gert Labs is estimated from Toolathlon with a Hill curve fitted on 13 models measured on both: y = 0.4542 + (1.2000 − 0.4542)·x^6.00 / (0.65907^6.00 + x^6.00), R² = 0.67, cross-validated error 7.2 pp. It is used for 3 estimates.
| Estimated model | Toolathlon | Gert Labs | Source |
|---|---|---|---|
| GLM-5.2 | 48.2% | 55.3% | estimated ± 7.2 pp, medium confidence |
| GPT-5.4 mini | 42.9% | 50.7% | estimated ± 7.2 pp, medium confidence |
| GPT-5.4 nano | 35.5% | 47.2% | estimated ± 7.2 pp, medium confidence |
Fitted on
| Model | Toolathlon | Gert Labs |
|---|---|---|
| Claude Opus 4.5 | 43.5% | 64.2% |
| Claude Opus 4.8 | 59.9% | 73.0% |
| Gemini 3.5 Flash | 56.5% | 61.9% |
| GLM-5 | 38.0% | 51.0% |
| GPT-5.4 | 54.6% | 64.9% |
| GPT-5.5 | 55.6% | 72.9% |
| Kimi K2.6 | 50.0% | 56.8% |
| Kimi K2.5 | 27.8% | 45.9% |
| MiniMax M2.7 | 46.3% | 40.4% |
| Qwen3.5 397B | 36.3% | 46.8% |
| Qwen3.6-35B-A3B | 26.9% | 42.7% |
| Qwen3.6 Plus | 39.8% | 50.6% |
| Step 3.7 Flash | 49.5% | 51.6% |