@article{mllmsaredeeplyaffectedbymodalitybias, title = {MLLMs are Deeply Affected by Modality Bias}, author = {Xu Zheng and Chenfei Liao and Yuqian Fu and Kaiyu Lei and Yuanhuiyi Lyu and Lutao Jiang and Bin Ren and Jialei Chen and Jiawen Wang and Chengxin Li and Linfeng Zhang and Danda Pani Paudel and Xuanjing Huang and Yu-Gang Jiang and Nicu Sebe and DaCheng Tao and Luc van Gool and Xuming Hu}, year = {2025}, eprint = {2505.18657}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.18657v1}, }