@inproceedings{yuan-etal-2025-toward, title = "Toward Reliable Clinical Coding with Language Models: Verification and Lightweight Adaptation", author = "Yuan, Moy and Shing, Han-Chin and Strong, Mitch and Shivade, Chaitanya", editor = "Potdar, Saloni and Rojas-Barahona, Lina and Montella, Sebastien", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = nov, year = "2025", address = "Suzhou (China)", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-industry.12/", pages = "173--184", ISBN = "979-8-89176-333-3" }