@inproceedings{huang-etal-2026-llms-follow, title = "Can {LLM}s Follow Medical Expert Logic? A Benchmark for Hierarchical Logical Consistency in Risk-of-Bias Assessment", author = "Huang, Jiayu and Tang, Zichen and Ling, Qianhui and Kuang, Zemin and E, Haihong", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1866/", pages = "42509--42549", ISBN = "979-8-89176-459-0" }