@inproceedings{liu-etal-2025-take, title = "Take the essence and discard the dross: A Rethinking on Data Selection for Fine-Tuning Large Language Models", author = "Liu, Ziche and Ke, Rui and Liu, Yajiao and Jiang, Feng and Li, Haizhou", editor = "Chiruzzo, Luis and Ritter, Alan and Wang, Lu", booktitle = "Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)", month = apr, year = "2025", address = "Albuquerque, New Mexico", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/Author-page-Marten-During-lu/2025.naacl-long.336/", pages = "6595--6611", ISBN = "979-8-89176-189-6" }