@article{fromsolvingtoverifyingaunifiedobjectivef,
  title = {From Solving to Verifying: A Unified Objective for Robust Reasoning in LLMs},
  author = {Xiaoxuan Wang and Bo Liu and Song Jiang and Jingzhou Liu and Jingyuan Qi and Xia Chen and Baosheng He},
  year = {2025},
  eprint = {2511.15137},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2511.15137},
}