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Parameter-Efficient Fine-Tuning - What are parameter efficient finetuning methods?


A Parameter Efficient Fine-Tuning (PEFT) approach is one that uses fewer parameters and less memory than complete fine-tuning yet achieves the same or better performance. The necessity to refine Pretrained Language Models (PLMs), particularly LLMs, has spurred the expansion of PEFT techniques.