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One Geometry, Different Outcomes: Readout-Dependent Effects of the Modality Gap in Vision-Language Models

Contrastive vision-language models learn shared embedding spaces by aligning matched image-text pairs, yet their representations remain separated by a modality gap.

By Aditya Sharma, Divya SaxenaarXiv - cs.CV (CV)

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Originally published by arXiv - cs.CV (CV) on Sep 30, 2026.

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