List your company
ResearchFormerly WizWand

Reply Generation + Tone Adjustment on Compositional Multi-tasking (test)

14.33W-R ScoreJoint-expert LoRA
3.0986.0148.9311.846Jul 21, 2025
Updated 7mo ago

Evaluation results

MethodLinks
Joint-expert LoRA2025.0714.33
Learnable Calibration++Parameter Sharing=Separate2025.0713.54
Learnable Calibration++Parameter Sharing=Shared2025.0711.06
Learnable CalibrationParameter Sharing=Separate2025.0710.86
Learnable CalibrationParameter Sharing=Shared2025.079.23
Main-task LoRA2025.079.12
LoraHub merge2025.078.69
Multi-step LoRA usage2025.078.09
DAM/ZipLoRA merge2025.078
Linear merge2025.077.72
Concat merge2025.077.65
LM-Cocktail merge2025.076.67
Slerp merge2025.076.57
TIES merge2025.076.47
In-context learning2025.074.66
Auxiliary-task LoRA2025.074.59
DARE merge2025.074.56
Zero-shot2025.073.53