@inproceedings{zou-etal-2026-vision, title = "When Vision-Language Models Judge Without Seeing: Exposing Informativeness Bias", author = "Zou, Xiaohan and Sridhar, Roshan and Safarzadeh, Mohammadtaher and Roth, Dan", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.703/", pages = "15417--15448", ISBN = "979-8-89176-390-6" }