@inproceedings{bi-etal-2025-optagent, title = "{OPTAGENT}: Optimizing Multi-Agent {LLM} Interactions Through Verbal Reinforcement Learning for Enhanced Reasoning", author = "Bi, Zhenyu and Lu, Meng and Li, Yang and Roy, Swastik and Guan, Weijie and Ziyadi, Morteza and Wang, Xuan", editor = "Inui, Kentaro and Sakti, Sakriani and Wang, Haofen and Wong, Derek F. and Bhattacharyya, Pushpak and Banerjee, Biplab and Ekbal, Asif and Chakraborty, Tanmoy and Singh, Dhirendra Pratap", booktitle = "Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics", month = dec, year = "2025", address = "Mumbai, India", publisher = "The Asian Federation of Natural Language Processing and The Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-ijcnlp-aacl/2025.findings-ijcnlp.107/", pages = "1713--1728", ISBN = "979-8-89176-303-6" }