@article{tipsturnlevelinformationpotentialrewards,
  title = {TIPS: Turn-Level Information-Potential Reward Shaping for Search-Augmented LLMs},
  author = {Yutao Xie and Nathaniel Thomas and Nicklas Hansen and Yang Fu and Li Erran Li and Xiaolong Wang},
  year = {2026},
  eprint = {2603.22293},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2603.22293},
}