@inproceedings{manna-etal-2026-rethinking, title = "Rethinking Gender Annotation for Bias Evaluation in Machine Translation: Can {LLM}s Improve Reliability?", author = "Manna, Chiara and Rescigno, Argentina Anna and Vanmassenhove, Eva", editor = "Lardelli, Manuel and Savoldi, Beatrice and Hackenbuchner, Jani{\c{c}}a and Bentivogli, Luisa and Gkovedarou, Eleni and Daems, Joke", booktitle = "Proceedings of the 4th Workshop on Gender-Inclusive Translation Technologies ({GITT} 2026)", month = jun, year = "2026", address = "Tilburg, the Netherlands", publisher = "European Association for Machine Translation", url = "https://aclanthology.org/2026.gitt-1.3/", pages = "16--30" }