@inproceedings{khandoga-etal-2026-belief, title = "Belief Propagation in {LLM} World Models: Measuring Strategic Information Bias with Prediction Markets", author = "Khandoga, Mykola and Kostiuk, Yevhen and Polishko, Anton and Filipchuk, Yurii and Kozlov, Kostiantyn and Zamriy, Dmytro and Kiulian, Artur", editor = "Romanyshyn, Mariana", booktitle = "Proceedings of the Fifth {U}krainian Natural Language Processing Conference ({UNLP} 2026)", month = may, year = "2026", address = "Lviv, Ukraine", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.unlp-1.11/", pages = "108--120", ISBN = "979-8-89176-359-3" }