@inproceedings{chen-etal-2026-lora, title = "Not All {L}o{RA} Parameters Are Essential: Insights on Inference Necessity", author = "Chen, Guanhua and Yao, Yutong and Gao, Ci-Jun and Chao, Lidia S. and Huo, Yujia and Wan, Feng and Wong, Derek F.", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.2000/", pages = "42635--42648", ISBN = "979-8-89176-462-0" }