@inproceedings{shi-etal-2026-r3l, title = "{R}$^3${L}: Reflect-then-Retry Reinforcement Learning with Language-Guided Exploration, Pivotal Credit, and Positive Amplification", author = "Shi, Weijie and Chen, Yanxi and Li, Zexi and Pan, Xuchen and Sun, Yuchang and Xu, Jiajie and Zhou, Xiaofang and Li, Yaliang", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1420/", pages = "32415--32447", ISBN = "979-8-89176-459-0" }