@article{fromsufficiencytoreflectionreinforcement,
  title = {From Sufficiency to Reflection: Reinforcement-Guided Thinking Quality in Retrieval-Augmented Reasoning for LLMs},
  author = {Jie He and Victor Gutiérrez-Basulto and Jeff Z. Pan},
  year = {2025},
  eprint = {2507.22716},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2507.22716},
}