@inproceedings{an-etal-2025-rethinking, title = "Rethinking Semantic Parsing for Large Language Models: Enhancing {LLM} Performance with Semantic Hints", author = "An, Kaikai and Si, Shuzheng and Hu, Helan and Zhao, Haozhe and Wang, Yuchi and Guo, Qingyan and Chang, Baobao", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.acl-short.79/", pages = "1020--1029", ISBN = "979-8-89176-252-7" }