@article{carewhatfailscontrastiveanchoredreflecti, title = {CARE What Fails: Contrastive Anchored-REflection for Verifiable Multimodal Reasoning}, author = {Yongxin Wang and Zhicheng Yang and Meng Cao and Mingfei Han and Haokun Lin and Yingying Zhu and Xiaojun Chang and Xiaodan Liang}, year = {2025}, eprint = {2512.19554}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.19554}, }