@article{explorebrieflythendecidemitigatingllmove,
  title = {Explore Briefly, Then Decide: Mitigating LLM Overthinking via Cumulative Entropy Regulation},
  author = {Yi Bin and Tianyi Jiang and Yujuan Ding and Kainian Zhu and Fei Ma and Jingkuan Song and Yang Yang and Heng Tao Shen},
  year = {2025},
  eprint = {2510.02249},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2510.02249},
}