@article{incentivizingindepthreasoningoverlongcon,
  title = {Incentivizing In-depth Reasoning over Long Contexts with Process Advantage Shaping},
  author = {Miao Peng and Weizhou Shen and Nuo Chen and Chenliang Li and Ming Yan and Jia Li},
  year = {2026},
  eprint = {2601.12465},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.12465},
}