@inproceedings{huang-etal-2026-lseg, title = "{LSEG}: A Fine-tuning Free Method for {NL}2{FOL} via Logic-Structure and Entropy Guided Inference Controlling", author = "Huang, Yuwei and Wang, Shi and Zi, Kangli and Luo, Tianyu and Zhixiao, Jiang and Wang, Ruiheng and Wang, Yufei", 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/2026.findings-acl.1213/", pages = "24236--24245", ISBN = "979-8-89176-395-1" }