@inproceedings{ni-etal-2024-llms, title = "When Do {LLM}s Need Retrieval Augmentation? Mitigating {LLM}s' Overconfidence Helps Retrieval Augmentation", author = "Ni, Shiyu and Bi, Keping and Guo, Jiafeng and Cheng, Xueqi", editor = "Ku, Lun-Wei and Martins, Andre and Srikumar, Vivek", booktitle = "Findings of the Association for Computational Linguistics: ACL 2024", month = aug, year = "2024", address = "Bangkok, Thailand", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/fix-sig-urls/2024.findings-acl.675/", doi = "10.18653/v1/2024.findings-acl.675", pages = "11375--11388" }