@inproceedings{beliaeva-2026-typed, title = "Typed Neuro-Symbolic Autoformalization of Quantitative Clinical Language: Executable Constraints and Selective Verification", author = "Beliaeva, Aleksandra", editor = "Valentino, Marco and Ferreira, Deborah and Thayaparan, Mokanarangan and Ranaldi, Leonardo and Cheng, Jo-Ku and Freitas, Andre", booktitle = "The Proceedings of the 4th Workshop on Mathematical Natural Language Processing ({M}ath{NLP} 2026)", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.mathnlp-main.10/", pages = "126--135", ISBN = "979-8-89176-468-2" }