@inproceedings{raut-2026-winnar749, title = "{WINNAR}749 at {SHROOM}-Visions: Model-Agnostic Fine-Grained Hallucination Detection in {VLM}s via {QL}o{RA} Approach with Soft, Calibrated Targets", author = "Raut, Ranjit", editor = {Aziz, Wilker and Berant, Jonathan and Eikema, Bryan and Ilia, Evgenia and de Marneffe, Marie-Catherine and Plank, Barbara and Shelmanov, Artem and Swayamdipta, Swabha and Tiedemann, J{\"o}rg and Vazhentsev, Artem and V{\'a}zquez, Ra{\'u}l and Zerva, Chrysoula}, booktitle = "The Proceedings of the Third Workshop on Uncertainty-Aware {NLP}", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.uncertainlp-main.54/", pages = "797--805", ISBN = "979-8-89176-486-6" }