@inproceedings{kuzmin-etal-2026-uncertainty, title = "Uncertainty Guardrails for {LLM}-Based Medical Diagnostic Systems", author = "Kuzmin, Gleb and Rvanova, Lyudmila and Kopanichuk, Ilia and Makharev, Vladimir and Bakulin, Ivan and Shaposhnikov, Vladimir and Oskin, Artem and Anokhin, Petr and Nesterov, Aleksandr and Vazhentsev, Artem and Panchenko, Alexander and Tutubalina, Elena and Bespalov, Iaroslav Radionovich and Dylov, Dmitry V. and Shelmanov, Artem and Oseledets, Ivan", editor = "Atanasova, Pepa and Haffari, Gholamreza and Wang, Minghan", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-industry.225/", pages = "3764--3780", ISBN = "979-8-89176-460-6" }