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ResearchFormerly WizWand

Reply Generation + Translation on Compositional Multi-tasking (test)

14.99W-RJoint-expert LoRA
0.70044.41028.1211.8298Jul 21, 2025
Updated 7mo ago

Evaluation results

MethodLinks
Joint-expert LoRA2025.0714.99
Learnable Calibration++Parameter Sharing=Separate2025.0712.14
Multi-step LoRA usage2025.0710.04
Learnable Calibration++Parameter Sharing=Shared2025.079.99
Learnable CalibrationParameter Sharing=Separate2025.078.85
Learnable CalibrationParameter Sharing=Shared2025.076.63
DAM/ZipLoRA merge2025.074.62
Auxiliary-task LoRA2025.074.03
Concat merge2025.073.97
Linear merge2025.073.94
In-context learning2025.073.93
Slerp merge2025.073.73
TIES merge2025.073.53
LoraHub merge2025.073.26
LM-Cocktail merge2025.073.24
DARE merge2025.072.95
Zero-shot2025.072.03
Main-task LoRA2025.071.25