@inproceedings{liu-etal-2026-revealing, title = "Revealing Procedural Reasoning Structures in Chain-of-Thought Training via Span-Level Gradient Organization", author = "Liu, Jia and Luo, Jiaxin and Xu, Weiwen and Garibaldi, Jonathan M. and Wu, Xiao-Kun and Hao, Yixue and Chen, Min", 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.1754/", pages = "37799--37845", ISBN = "979-8-89176-390-6" }