@article{mllmsgetitrightthengetitwrongtracingandc, title = {MLLMs Get It Right, Then Get It Wrong: Tracing and Correcting Late-Layer Textual Bias}, author = {Xingming Li and Ao Cheng and Qiyao Sun and Xixiang He and Xuanyu Ji and Runke Huang and Qingyong Hu}, year = {2026}, eprint = {2606.17953}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.17953}, }