@article{metermultimodalevidencebasedthinkingande, title = {METER: Multi-modal Evidence-based Thinking and Explainable Reasoning -- Algorithm and Benchmark}, author = {Xu Yang and Qi Zhang and Shuming Jiang and Yaowen Xu and Zhaofan Zou and Hao Sun and Xuelong Li}, year = {2025}, eprint = {2507.16206}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.16206}, }