@misc{xu2023parameter, title={Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment}, author={Lingling Xu and Haoran Xie and Si-Zhao Joe Qin and Xiaohui Tao and Fu Lee Wang}, year={2023}, eprint={2312.12148}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2312.12148} }