@inproceedings{xiong-etal-2026-etr, title = "{ETR}: Entropy Trend Reward for Efficient Chain-of-Thought Reasoning", author = "Xiong, Xuan and Liu, Huan and Gu, Li and Chi, Zhixiang and Qiu, Yue and YU, Yuanhao and Wang, Yang", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.799/", pages = "17576--17594", ISBN = "979-8-89176-390-6" }