@article{importanceawaredataselectionforefficient, title = {Importance-Aware Data Selection for Efficient LLM Instruction Tuning}, author = {Tingyu Jiang and Shen Li and Yiyao Song and Lan Zhang and Hualei Zhu and Yuan Zhao and Xiaohang Xu and Kenjiro Taura and Hao Henry Wang}, year = {2025}, eprint = {2511.07074}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.07074}, }