@article{clearersightfewerliesorientedpickupprefe, title = {Clearer Sight, Fewer Lies: Oriented Pickup Preference Optimization for Multimodal Hallucination Mitigation}, author = {Xin Zou and Haolin Deng and Yibo Yan and Shuliang Liu and Zhiwei Jin and Chen Chen and Haonan Lu and Xuming Hu}, year = {2026}, eprint = {2606.29805}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.29805}, }