7https://huggingface.co/docs/peft/index

B. Fine-tuning Performance and Parameter Efficiency

1) RoBERTa Base/Large on GLUE: Experimental results
of full fine-tuning and 11 representative PEFT methods with
RoBERTa-base/large on the GLUE benchmark are presented
in Table III, the following findings are observed:

• All PEFT methods reduce the number of
Parameter-EfficientFine-TuningMethods