@article{betterreasoningwithlessdataenhancing, title = {Better Reasoning with Less Data: Enhancing VLMs Through Unified Modality Scoring}, author = {Mingjie Xu and Andrew Estornell and Hongzheng Yang and Yuzhi Zhao and Zhaowei Zhu and Qi Xuan and Jiaheng Wei}, year = {2025}, eprint = {2506.08429}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2506.08429v1}, }