Scaling Law Fitting on Pythia Suite
99.53Performance (4-bit)Shannon Scaling Law
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Shannon Scaling Law2026.05 | 99.53 | 99.17 | 96.02 | 98.24 | 0.02 | |
| Asymmetric Law2026.05 | 99.53 | 98.95 | 94.99 | 97.82 | 0.02 | |
| QiD LawFormula=aN^-α + bD^-β + c + d(D^β' / N^α' X^γ)2026.05 | 99.32 | 98.83 | 95.49 | 97.88 | 0.02 | |
| Law of PrecisionFormula=aN^-α + bD^-β + c + d(D^β' / N^α' e^γX)2026.05 | 99.32 | 98.83 | 95.49 | 97.88 | 0.02 | |
| Chinchilla Law2026.05 | 98.93 | 98.17 | 72.01 | 89.7 | 0.15 | |
| Symmetric Law2026.05 | 98.33 | 97.35 | 91.63 | 95.77 | 0.04 | |
| OpenAI Law2026.05 | 97.7 | 96.88 | 73.12 | 89.23 | 0.14 |