Scaling Law Fitting on OLMo2 Suite
0.9886Performance (4-bit)Shannon Scaling Law
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Shannon Scaling Law2026.05 | 0.9886 | 0.9888 | 0.8869 | 0.9548 | 0.06 | |
| Asymmetric Law2026.05 | 0.985 | 0.9882 | 0.8868 | 0.9533 | 0.06 | |
| QiD LawFormula=aN^-α + bD^-β + c + d(D^β' / N^α' X^γ)2026.05 | 0.979 | 0.9791 | 0.8353 | 0.9311 | 0.08 | |
| Law of PrecisionFormula=aN^-α + bD^-β + c + d(D^β' / N^α' e^γX)2026.05 | 0.979 | 0.9791 | 0.8353 | 0.9311 | 0.08 | |
| Symmetric Law2026.05 | 0.9789 | 0.9745 | 0.8713 | 0.9416 | 0.06 | |
| Chinchilla Law2026.05 | 0.9766 | 0.9871 | 0.6155 | 0.8597 | 0.21 | |
| OpenAI Law2026.05 | 0.9732 | 0.97 | 0.6155 | 0.8529 | 0.21 |