@inproceedings{fonseca-etal-2025-instance, title = "Instance-Selection-Inspired Undersampling Strategies for Bias Reduction in Small and Large Language Models for Binary Text Classification", author = "Fonseca, Guilherme and Cunha, Washington and Prenassi, Gabriel and Gon{\c{c}}alves, Marcos Andr{\'e} and Rocha, Leonardo Chaves Dutra Da", editor = "Che, Wanxiang and Nabende, Joyce and Shutova, Ekaterina and Pilehvar, Mohammad Taher", booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)", month = jul, year = "2025", address = "Vienna, Austria", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/landing_page/2025.acl-long.458/", pages = "9323--9340", ISBN = "979-8-89176-251-0" }