Skill-based adaptation on Skill sequence (Current-stage tasks)
62.4Current Stage PerformanceGradient
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GradientSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 62.4 | 41.7 | |
| Utility-div.Selection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 62 | 49.4 | |
| LossSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 61.9 | 43.2 | |
| LHASSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 61.4 | 53.1 | |
| QualitySelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 61.1 | 44.9 | |
| DiversitySelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 59.5 | 50.6 | |
| RandomSelection budget=25%, Adaptation dynamics=LoRA-style2026.05 | 58.2 | 49.8 |