@article{matchtirfinegrainedsupervisionfortoolint,
  title = {MatchTIR: Fine-Grained Supervision for Tool-Integrated Reasoning via Bipartite Matching},
  author = {Changle Qu and Sunhao Dai and Hengyi Cai and Jun Xu and Shuaiqiang Wang and Dawei Yin},
  year = {2026},
  eprint = {2601.10712},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2601.10712},
}