@inproceedings{al-sahili-etal-2026-fairjudge, title = "{F}air{J}udge: Abstention-Aware Multimodal Judges for Fairness and Alignment Evaluation in Text-to-Image Models", author = "Al Sahili, Zahraa and Nowaz, Maimuna and Fetanat, Maryam and Patras, Ioannis and Purver, Matthew", editor = "Zhang, Yue and Xu, Ruifeng and Purwarianti, Ayu and Rong, Tong and Suzuki, Jun", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {IJCNLP}-{AACL} 2026", month = nov, year = "2026", address = "Hengqin, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-aacl.139/", pages = "2700--2718", ISBN = "979-8-89176-444-6" }