Correlation Analysis on LLaMA-3-8B Instruction Tuning Dataset Performance
0.98PearsonNovelSum
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NovelSum2025.02 | 0.98 | 0.95 | 0.97 | |
| Entropy2025.02 | 0.93 | 0.8 | 0.86 | |
| Radius2025.02 | 0.87 | 0.81 | 0.84 | |
| Facility Loc.2025.02 | 0.86 | 0.69 | 0.77 | |
| DistSum L22025.02 | 0.86 | 0.76 | 0.81 | |
| DistSum cosine2025.02 | 0.85 | 0.67 | 0.76 | |
| Cluster Inertia2025.02 | 0.81 | 0.85 | 0.83 | |
| Vendi Score2025.02 | 0.7 | 0.85 | 0.78 | |
| LDD2025.02 | 0.61 | 0.75 | 0.68 | |
| KNN Distance2025.02 | 0.59 | 0.8 | 0.7 | |
| TTR2025.02 | -0.38 | -0.16 | -0.27 | |
| vocd-D2025.02 | -0.43 | -0.17 | -0.3 |