@article{whenvisionlanguagemodelsjudgewithoutseei, title = {When Vision-Language Models Judge Without Seeing: Exposing Informativeness Bias}, author = {Xiaohan Zou and Roshan Sridhar and Mohammadtaher Safarzadeh and Dan Roth}, year = {2026}, eprint = {2604.17768}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.17768}, }