@article{whenlanguageoverwritesvisionoveralignmen,
  title = {When Language Overwrites Vision: Over-Alignment and Geometric Debiasing in Vision-Language Models},
  author = {Harshvardhan Saini and Samyak Jha and Yiming Tang and Dianbo Liu},
  year = {2026},
  eprint = {2605.08245},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.08245},
}