MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching

Changle Qu, Sunhao Dai, Hengyi Cai, Jun Xu 0001, Shuaiqiang Wang, Dawei Yin 0001. MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching. 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 11953-11968, Association for Computational Linguistics, 2026. [doi]

Abstract

Abstract is missing.