@article{mllmselectornecessityanddiversitydriven, title = {MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning}, author = {Yiwei Ma and Guohai Xu and Xiaoshuai Sun and Jiayi Ji and Jie Lou and Debing Zhang and Rongrong Ji}, year = {2025}, eprint = {2503.20502}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.20502v2}, }