CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts

Jiuheng Lin, Cong Jiang, Zirui Wu, Jiarui Sun, Yansong Feng 0002. CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts. 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 29460-29480, Association for Computational Linguistics, 2026. [doi]

@inproceedings{LinJWSF26,
  title = {CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts},
  author = {Jiuheng Lin and Cong Jiang and Zirui Wu and Jiarui Sun and Yansong Feng 0002},
  year = {2026},
  url = {https://aclanthology.org/2026.acl-long.1358/},
  researchr = {https://researchr.org/publication/LinJWSF26},
  cites = {0},
  citedby = {0},
  pages = {29460-29480},
  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},
}