@inproceedings{park-etal-2026-identifying, title = "Identifying Imaging Follow-Up in Radiology Reports: A Comparative Analysis of Traditional {ML} and {LLM} Approaches", author = {Park, Namu and Ramachandran, Giridhar Kaushik and Lybarger, Kevin and Xia, Fei and Uzuner, {\"O}zlem and Gunn, Martin and Yetisgen, Meliha}, editor = "Piperidis, Stelios and Bel, N{\'u}ria and van den Heuvel, Henk and Ide, Nancy and Krek, Simon and Toral, Antonio", booktitle = "Proceedings of the Fifteenth Language Resources and Evaluation Conference", month = may, year = "2026", address = "Palma de Mallorca, Spain", publisher = "ELRA Language Resource Association", url = "https://aclanthology.org/2026.lrec-1.594/", doi = "10.63317/5eve2chrhdy5", pages = "7498--7510" }