Large Model Performance Prediction (60% masking)
6.77RMSESTAR
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| STARMasking Ratio=60%2026.02 | 6.77 | 4.34 | 5.56 | 97.56 | 91.48 | 63.5 | 84.18 | — | |
| Semantic-Augmented CPMFMasking Ratio=60%2026.02 | 6.9 | 4.61 | 5.76 | 96.77 | 90.66 | 62.68 | 83.37 | — | |
| PMFMasking Ratio=60%2026.02 | 9.35 | 5.33 | 7.34 | 96.34 | 89.88 | 61.7 | 82.64 | — | |
| RegressionMasking Ratio=60%2026.02 | 11.6 | 7.59 | 9.6 | 93.36 | 85.78 | 56.61 | 78.58 | — | |
| PCAMasking Ratio=60%2026.02 | 12.83 | 8.86 | 10.84 | 91.43 | 83.1 | 40.48 | 71.67 | — | |
| Mean Of MeansMasking Ratio=60%2026.02 | 12.93 | 9.5 | 11.21 | 92.82 | 84.81 | 60.61 | 79.41 | 68.2 | |
| NCFMasking Ratio=60%2026.02 | 13.03 | 8.72 | 10.88 | 91.25 | 82.69 | 31.34 | 68.43 | — | |
| LLM-RAGMasking Ratio=60%2026.02 | 14.46 | 8.55 | 11.5 | 80.45 | 65.52 | 40.59 | 62.19 | — | |
| Global MeanMasking Ratio=60%2026.02 | 16.14 | 12.68 | 14.41 | 85.83 | 77.31 | 16.76 | 59.97 | 45.56 | |
| Pure LLMMasking Ratio=60%2026.02 | 23.55 | 16.72 | 20.13 | 72.94 | 66.92 | 23.88 | 54.58 | — |