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cs.CV2025
SpaceVLM: Sub-Space Modeling of Negation in Vision-Language Models
Sepehr Kazemi Ranjbar, Kumail Alhamoud, Marzyeh Ghassemi
Vision-Language Models (VLMs) struggle with negation. Given a prompt like "retrieve (or generate) a street scene without pedestrians," they often fail to respect the "not." Existin…
cs.CV2025★ 2 cited
Vision-Language Models Do Not Understand Negation
Kumail Alhamoud, Shaden Alshammari, Yonglong Tian +4
Many practical vision-language applications require models that understand negation, e.g., when using natural language to retrieve images which contain certain objects but not othe…