@article{seeingwithoutlookingdovisionlanguagebenc,
  title = {Seeing without Looking: Do Vision-Language Benchmarks Really Test Vision?},
  author = {Zixuan Lan and Luzhe Sun and Matthew R. Walter and Jiawei Zhou},
  year = {2026},
  eprint = {2605.22903},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2605.22903},
}