@article{chipcrossmodalhierarchicaldirect, title = {CHiP: Cross-modal Hierarchical Direct Preference Optimization for Multimodal LLMs}, author = {Jinlan Fu and Shenzhen Huangfu and Hao Fei and Xiaoyu Shen and Bryan Hooi and Xipeng Qiu and See-Kiong Ng}, year = {2025}, eprint = {2501.16629}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2501.16629v1}, }