ResearchBenchmarksNatural Language Processing on 12 NLP task categories (Heavy-Tail S distribution)Follow0.0166Avg Percentage ImprovementFlexLoRA0.0092160.0111330.013050.014967Feb 18, 2024Evaluation ResultsMethodMethodLinksAvg Percentage ImprovementFlexLoRABaseline Method=FedAvgBaseline Method=FedAvg2024.020.0166FlexLoRABaseline Method=AvgBaseline Method=Avg2024.020.0124FlexLoRABaseline Method=SLoRABaseline Method=SLoRA2024.020.0112FlexLoRABaseline Method=FedITBaseline Method=FedIT2024.020.0095