@article{parameterefficientfinetuningmethodsfor,
  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},
  url = {https://arxiv.org/abs/2312.12148v1},
}