@article{fromanswertothinkmultidimensionalsupervi,
  title = {From <Answer> to <Think>: Multidimensional Supervision of Reasoning Process for LLM Optimization},
  author = {Beining Wang and Weihang Su and Hongtao Tian and Tao Yang and Yujia Zhou and Ting Yao and Qingyao Ai and Yiqun Liu},
  year = {2025},
  eprint = {2510.11457},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.11457},
}