Model Extrapolation on Pythia ≤6.9B (k=5)
0.847Pooled R^2Shannon Scaling Law (Simplified)
Evaluation Results
| Method | Links | |
|---|---|---|
| Shannon Scaling Law (Simplified)Number of parameters=6p2026.05 | 0.847 | |
| Shannon Scaling LawNumber of parameters=9p2026.05 | 0.845 | |
| QiD Law2026.05 | 0.721 | |
| Asymmetric Law2026.05 | 0.72 | |
| Symmetric Law2026.05 | 0.717 | |
| Law of Precision2026.05 | 0.713 | |
| Chinchilla2026.05 | 0.702 | |
| OpenAI2026.05 | 0.282 |