@article{utilgenutilitycentricgenerativedataaugme,
  title = {UtilGen: Utility-Centric Generative Data Augmentation with Dual-Level Task Adaptation},
  author = {Jiyu Guo and Shuo Yang and Yiming Huang and Yancheng Long and Xiaobo Xia and Xiu Su and Bo Zhao and Zeke Xie and Liqiang Nie},
  year = {2025},
  eprint = {2510.24262},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.24262},
}