Preprint Open access
Seeing Is Not Addressing: Auditing Linguistic Access to Frozen Visual Geometry
Visual distinctions are often finer than those reflected in linguistic conceptualization. Vision-language models exhibit a similar asymmetry: a distinction can remain discriminable in frozen image geometry while being weakly addressable through the native text interface. We study this gap by separating visual discrimin …