CURE: Critique-Driven Unified Reinforcement Learning for Test-Time Self-Improvement

Guirong Chen, Shuqi Ye, Wenkai Yang, Shiqi Shen, Guangyao Shen, Yankai Lin 0001. CURE: Critique-Driven Unified Reinforcement Learning for Test-Time Self-Improvement. In Maria Liakata, Viviane P. Moreira, Jiajun Zhang 0001, David Jurgens, editors, Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2026, San Diego, California, United States, July 2-7, 2026. pages 28632-28653, Association for Computational Linguistics, 2026. [doi]

@inproceedings{ChenYYSSL26,
  title = {CURE: Critique-Driven Unified Reinforcement Learning for Test-Time Self-Improvement},
  author = {Guirong Chen and Shuqi Ye and Wenkai Yang and Shiqi Shen and Guangyao Shen and Yankai Lin 0001},
  year = {2026},
  url = {https://aclanthology.org/2026.acl-long.1321/},
  researchr = {https://researchr.org/publication/ChenYYSSL26},
  cites = {0},
  citedby = {0},
  pages = {28632-28653},
  booktitle = {Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2026, San Diego, California, United States, July 2-7, 2026},
  editor = {Maria Liakata and Viviane P. Moreira and Jiajun Zhang 0001 and David Jurgens},
  publisher = {Association for Computational Linguistics},
  isbn = {979-8-89176-390-6},
}