Know-Thy-Not: Training-Free Targeted Negation in Dual-Encoder Vision-Language Models.

arXiv:2610.17440v1 Announce Type: cross Abstract: Dual-encoder vision-language models systematically fail at negation, scoring ''a cat without a dog'' nearly identically to ''a cat with a dog.'' We show that this failure is inherent to the single-embedding fra