Do Vision-Language Models Really Understand Visual Language?

Yifan Hou, Buse Giledereli, Yilei Tu, Mrinmaya Sachan
2/14/2026

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@article{hou2026visionlanguage,
  title  = {Do Vision-Language Models Really Understand Visual Language?},
  author = {Yifan Hou and Buse Giledereli and Yilei Tu and Mrinmaya Sachan},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:972b2756b09f9e21a2f30e685383c1159818aadf},
  journal = {ICML 2025 2025}
}

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