@inproceedings{liu-etal-2026-efficient, title = "Efficient Paths and Dense Rewards: Probabilistic Flow Reasoning for Large Language Models", author = "Liu, Yan and Zhang, Feng and Ma, Zhanyu and Xu, Jun and Gao, Jiuchong and Hao, Jinghua and He, Renqing and Liu, Han and Deng, Yangdong", 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.1215/", pages = "26397--26414", ISBN = "979-8-89176-390-6" }