@inproceedings{deng-etal-2026-one, title = "One Example Is Enough to Pass Fairness Benchmarks: Rethinking Fairness Evaluation for Aligned {LLM}s", author = "Deng, Naihao and Arif, Samee and Chang, Shuaichen and Chen, Yulong and Mihalcea, Rada", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.2125/", pages = "48329--48351", ISBN = "979-8-89176-459-0" }