@inproceedings{nagar-etal-2025-llms, title = "{LLM}s are not Zero-Shot Reasoners for Biomedical Information Extraction", author = "Nagar, Aishik and Schlegel, Viktor and Nguyen, Thanh-Tung and Li, Hao and Wu, Yuping and Binici, Kuluhan and Winkler, Stefan", editor = "Drozd, Aleksandr and Sedoc, Jo{\~a}o and Tafreshi, Shabnam and Akula, Arjun and Shu, Raphael", booktitle = "The Sixth Workshop on Insights from Negative Results in NLP", month = may, year = "2025", address = "Albuquerque, New Mexico", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/corrections-2025-06/2025.insights-1.11/", doi = "10.18653/v1/2025.insights-1.11", pages = "106--120", ISBN = "979-8-89176-240-4" }