@inproceedings{vanterpool-aharodnik-2025-handcrafted, title = "From Handcrafted Features to {LLM}s: A Comparative Study in Native Language Identification", author = "Vanterpool, Aliyah C. and Aharodnik, Katsiaryna", editor = "Picazo-Izquierdo, Alicia and Estevanell-Valladares, Ernesto Luis and Mitkov, Ruslan and Guillena, Rafael Mu{\~n}oz and Cerd{\'a}, Ra{\'u}l Garc{\'i}a", booktitle = "Proceedings of the First Workshop on Comparative Performance Evaluation: From Rules to Language Models", month = sep, year = "2025", address = "Varna, Bulgaria", publisher = "INCOMA Ltd., Shoumen, Bulgaria", url = "https://aclanthology.org/2025.r2lm-1.15/", pages = "144--153" }