TrimR: Verifier-based Training-Free Thinking Trimming for Efficient Test-Time Scaling

Published in ICLR, 2026

Recommended citation: Weizhe Lin, Xing Li, Zhiyuan Yang, Xiaojin Fu, Huiling Zhen, Yaoyuan Wang, Xianzhi Yu, Wulong Liu, Xiaosong Li, Mingxuan Yuan. (2026). TrimR: Verifier-based Training-Free Thinking Trimming for Efficient Test-Time Scaling. International Conference on Learning Representations, 2026, 18235–18258. https://proceedings.iclr.cc/paper_files/paper/2026/hash/1eeacdf8770e6dd5164cdeec8bcfa8cc-Abstract-Conference.html