@inproceedings{yano-takamura-2026-treating, title = "Treating Decoder-Only {LLM}s as Encoders: A Simple and Effective Fine-tuning Approach for Named Entity Recognition", author = "Yano, Ken and Takamura, Hiroya", editor = "Demner-Fushman, Dina and Ananiadou, Sophia and Roberts, Kirk and Tsujii, Junichi", booktitle = "{B}io{NLP} 2026", month = jul, year = "2026", address = "San Diego, California", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl-workshops/2026.bionlp-1.25/", pages = "312--325", ISBN = "979-8-89176-434-7" }