@misc{liu2022shot, title={Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning}, author={Haokun Liu and Derek Tam and Mohammed Muqeeth and Jay Mohta and Tenghao Huang and Mohit Bansal and Colin Raffel}, year={2022}, eprint={2205.05638}, archivePrefix={arXiv}, primaryClass={cs.LG}, url={https://arxiv.org/abs/2205.05638} }