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Parameter-Efficient Fine-Tuning on 11 PEFT Tasks (test)

73.1Avg AccuracyMultitask
57.29261.39665.569.604May 24, 2025

Evaluation results

MethodLinks
MultitaskMethodology=(IA)³2025.0573.1
Fine-tunedMethodology=(IA)³2025.0571.4
NPSMethodology=(IA)³2025.0568.2
Ties-MergingMethodology=(IA)³2025.0566.8
Consensus TIESMethodology=(IA)³2025.0566.6
Consensus TAMethodology=(IA)³2025.0565.8
Task ArithmeticMethodology=(IA)³2025.0563.9
Fisher MergingMethodology=(IA)³2025.0562.2
RegMeanMethodology=(IA)³2025.0558
AveragingMethodology=(IA)³2025.0557.9