@article{mathvisfinealigningvisualsupervisionwith,
  title = {MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning},
  author = {Wanshi Xu and Haokun Zhao and Haidong Yuan and Songjun Cao and Long Ma},
  year = {2026},
  eprint = {2606.17888},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2606.17888},
}