@inproceedings{zhou-liu-2026-prefrag, title = "{P}ref{RAG}: Correcting Semantic Errors in Auto-Formalization for Logical Reasoning with Program Preference {RAG}", author = "Zhou, Yuyin and Liu, Yongmei", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.findings-acl.795/", pages = "16193--16208", ISBN = "979-8-89176-395-1" }