Calibration
ResearchClawBench → Gert Labs
Gert Labs is estimated from ResearchClawBench with a Michaelis–Menten + offset curve fitted on 16 models measured on both: y = 0.0000 + 2.0000·x / (0.42400 + x), R² = 0.41, cross-validated error 8.5 pp. It is used for 1 estimate.
| Estimated model | ResearchClawBench | Gert Labs | Source |
|---|---|---|---|
| Grok 4.1 | 13.5% | 48.3% | estimated ± 8.5 pp, low confidence |
Fitted on
| Model | ResearchClawBench | Gert Labs |
|---|---|---|
| Claude Opus 4.6 | 19.9% | 61.9% |
| Claude Opus 4.7 | 20.7% | 65.6% |
| Claude Opus 4.8 | 21.1% | 73.0% |
| Gemini 3.1 Pro | 13.3% | 56.9% |
| Gemini 3.5 Flash | 18.0% | 61.9% |
| GLM-5.1 | 18.2% | 60.1% |
| GPT-5.4 | 15.3% | 64.9% |
| GPT-5.5 | 17.0% | 72.9% |
| Grok 4.3 | 12.4% | 43.9% |
| Kimi K2.6 | 18.0% | 56.8% |
| Kimi K2.5 | 14.0% | 45.9% |
| MiMo-V2.5 | 16.9% | 46.9% |
| MiMo-V2-Pro | 15.3% | 36.7% |
| Qwen3.5 397B | 14.2% | 46.8% |
| Qwen3.6 Plus | 18.0% | 50.6% |
| Qwen3.7 Max | 18.7% | 64.3% |