LLM Alignment on GSM8K, DialogSum, and BioInstruct Aggregated
54.7Average ScoreFull + full parameters
Evaluation results
| Method | Links | |
|---|---|---|
| Full + full parametersData Selection Method=Full (full dataset), Fine-tuning Strategy=full parameters, Data Ratio (ρD)=100%, Head Ratio (ρP)=100%2026.05 | 54.7 | |
| P2D† + P2D‡Data Selection Method=P2D†, Fine-tuning Strategy=P2D‡, Data Ratio (ρD)=10%, Head Ratio (ρP)=10%2026.05 | 51.87 | |
| VanillaData Selection Method=None, Fine-tuning Strategy=None, Data Ratio (ρD)=–, Head Ratio (ρP)=–2026.05 | 31.93 |