@inproceedings{ijcai2026p153, title = {MLLMs Get It Right, Then Get It Wrong: Tracing and Correcting Late-Layer Textual Bias}, author = {Li, Xingming and Cheng, Ao and Sun, Qiyao and He, Xixiang and Ji, Xuanyu and Huang, Runke and Hu, Qingyong}, booktitle = {Proceedings of the Thirty-Fifth International Joint Conference on Artificial Intelligence, {IJCAI-26}}, publisher = {International Joint Conferences on Artificial Intelligence Organization}, editor = {Diego Calvanese}, pages = {1370--1378}, year = {2026}, month = {8}, note = {Main Track}, doi = {10.24963/ijcai.2026/153}, url = {https://doi.org/10.24963/ijcai.2026/153}, }