The paper claims PEFT is a strict, less robust, lower-capacity subset of full fine-tuning, but the mathematical proofs contain load-bearing errors and the experiments, while suggestive, cannot repair them.
Fine-Tuning LLMs: LoRA or Full-Parameter? An in-depth Analysis with Llama-2
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Look Within or Look Beyond? A Theoretical Comparison Between Parameter-Efficient and Full Fine-Tuning
The paper claims PEFT is a strict, less robust, lower-capacity subset of full fine-tuning, but the mathematical proofs contain load-bearing errors and the experiments, while suggestive, cannot repair them.