@inproceedings{su-etal-2026-reinforcement, title = "Reinforcement Learning with Semantic Rewards Enables Low-Resource Language Expansion without Alignment Tax", author = "Su, Zeli and Zhang, Ziyin and Liu, Zhou and Song, Xuexian and Xu, Zhankai and Zheng, Longfei and Zhang, Xiaolu and Fu, Rong and Xu, Guixian and Zhang, Wentao", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.880/", pages = "17772--17786", ISBN = "979-8-89176-395-1" }