Calibration
Vals MMLU-Pro → AA-Omniscience Accuracy
AA-Omniscience Accuracy is estimated from Vals MMLU-Pro with a offset logistic curve fitted on 46 models measured on both: y = 0.2168 + (0.7140 − 0.2168) / (1 + exp(−45.99·(x − 0.8870))), R² = 0.69, cross-validated error 7.7 pp. It is used for 8 estimates.
| Estimated model | Vals MMLU-Pro | AA-Omniscience Accuracy | Source |
|---|---|---|---|
| Claude Haiku 4.5 | 78.7% | 22.2% | estimated ± 7.7 pp, medium confidence |
| Gemini 3.1 Flash-Lite | 86.2% | 33.7% | estimated ± 7.7 pp, medium confidence |
| GLM-4.5 | 81.2% | 23.2% | estimated ± 7.7 pp, medium confidence |
| Laguna M.1 | 68.8% | 21.7% | estimated ± 7.7 pp, low confidence |
| Laguna XS.2 | 69.1% | 21.7% | estimated ± 7.7 pp, low confidence |
| MiMo-V2.5 | 82.9% | 24.9% | estimated ± 7.7 pp, medium confidence |
| Qwen3.5 Flash | 84.1% | 27.0% | estimated ± 7.7 pp, medium confidence |
| Qwen3.8 Max | 88.6% | 46.0% | estimated ± 7.7 pp, medium confidence |