@inproceedings{tsao-etal-2025-mapping, title = "Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improve Without Labels or Model Updates", author = "Tsao, Wen-Kwang and Yu, Yao-Ching and Huang, Chien-Ming", editor = "Potdar, Saloni and Rojas-Barahona, Lina and Montella, Sebastien", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track", month = nov, year = "2025", address = "Suzhou (China)", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-industry.75/", pages = "1081--1091", ISBN = "979-8-89176-333-3" }