@inproceedings{li-etal-2026-densepath, title = "{D}ense{P}ath {REINFORCE}: Lightweight Policy Improvement from {SFT}-Induced Token-Level Reward Signals", author = "Li, Jiangnan and Vu, Thuy-Trang and Abbasnejad, Ehsan and Haffari, Gholamreza", editor = "Zhang, Yue and Xu, Ruifeng and Purwarianti, Ayu and Rong, Tong and Suzuki, Jun", booktitle = "Proceedings of the 15th International Joint Conference on Natural Language Processing and the 5th Conference of the {A}sia-Pacific Chapter of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = nov, year = "2026", address = "Hengqin, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.aacl-long.267/", pages = "5924--5941", ISBN = "979-8-89176-439-2" }