@inproceedings{karip-hossain-2026-alienannotators, title = "{A}lien{A}nnotators at {P}sy{D}ef{D}etect: What Lies Between the Lines: Probing Lightweight Open-Source {LLM}s for Psychological Defense Mechanism Detection", author = "Karip, Siam and Hossain, Nahid", editor = "Gupta, Deepak and Demner-Fushman, Dina", booktitle = "Proceedings of the {B}io{NLP} 2026 (Shared Tasks)", month = jul, year = "2026", address = "San Diego, California, USA", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.bionlp-2.28/", pages = "213--223", ISBN = "979-8-89176-435-4" }