Calibration
STEMBench → AA-Omniscience Accuracy
AA-Omniscience Accuracy is estimated from STEMBench with a inverse Michaelis–Menten curve fitted on 8 models measured on both: y = 0.26672·(x − 0.0000) / (0.0000 + 0.0404 − x), R² = 0.38, cross-validated error 13.3 pp. It is used for 0 estimates.
Fitted on
| Model | STEMBench | AA-Omniscience Accuracy |
|---|---|---|
| Claude Opus 5.5 | 2.6% | 65.5% |
| DeepSeek V4.1 Flash 1017 | 2.5% | 46.4% |
| Gemini 4 Argon | 2.4% | 48.3% |
| GPT-6.1 Sol | 2.8% | 61.8% |
| GPT-6 Astra | 2.8% | 61.6% |
| MiMo-V2.6-Pro | 2.2% | 34.8% |
| Mistral Large 4 | 2.5% | 23.9% |
| Muse Wonder | 2.7% | 38.0% |