@inproceedings{shuai2026learning,
  title = {Learning from Near-Misses: Error-Aware Contrastive Few-Shot Learning for NL2Formula},
  author = {Shuai, Zhihao and Chen, Yiyun and Ma, Maolin and Chen, Yutong and Qiu, Hanjia and Xu, Jing and Chen, Ziye and Yang, Weikai},
  year = {2026},
  journal = {Proceedings of the Association for Computational Linguistics},
  publisher = {Association for Computational Linguistics},
}