Hyper-parameter Configuration Ranking on LLM Loss Grids (5-fold CV)
0.998R2Generalized Opt-Law
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Generalized Opt-Law#p=162024.09 | 0.998 | 0.5 | 0.84 | 94 | 0.003 | |
| Simplified + Chin. scale#p=112024.09 | 0.992 | 1.01 | 0.68 | 77 | 0.008 | |
| Constant (block mean)#p=–2024.09 | 0.991 | 1.08 | 0.29 | 3 | 0.103 | |
| Chinchilla (A/Nα+B/Dβ+E)#p=52024.09 | 0.988 | 1.28 | 0.16 | 3 | 0.103 | |
| Tissue#p=72024.09 | 0.973 | 1.81 | 0.61 | 74 | 0.012 | |
| Linear regression#p=42024.09 | 0.556 | 9.51 | 0.38 | 54 | 0.021 |