@article{seeingthroughthechainmitigatehallucinati, title = {Seeing Through the Chain: Mitigate Hallucination in Multimodal Reasoning Models via CoT Compression and Contrastive Preference Optimization}, author = {Hao Fang and Jinyu Li and Jiawei Kong and Tianqu Zhuang and Kuofeng Gao and Bin Chen and Shu-Tao Xia}, year = {2026}, eprint = {2602.03380}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.03380}, }