@article{opvoutcomebasedprocessverifierforefficie,
  title = {OPV: Outcome-based Process Verifier for Efficient Long Chain-of-Thought Verification},
  author = {Zijian Wu and Lingkai Kong and Wenwei Zhang and Songyang Gao and Yuzhe Gu and Zhongrui Cai and Tianyou Ma and Yuhong Liu and Zhi Wang and Runyuan Ma and Guangyu Wang and Wei Li and Conghui He and Dahua Lin and Kai Chen},
  year = {2025},
  eprint = {2512.10756},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2512.10756},
}