@article{trimrverifierbasedtrainingfreethinking,
  title = {TrimR: Verifier-based Training-Free Thinking Compression for Efficient Test-Time Scaling},
  author = {Weizhe Lin and Xing Li and Zhiyuan Yang and Xiaojin Fu and Hui-Ling Zhen and Yaoyuan Wang and Xianzhi Yu and Wulong Liu and Xiaosong Li and Mingxuan Yuan},
  year = {2025},
  eprint = {2505.17155},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2505.17155v2},
}