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cs.CV2026
Probing Negation Understanding in Vision-Language Models With Object Attention
Beth Pearson, Michael Wray, Martha Lewis
Negation is a fundamental aspect of language understanding and it is important vision-language models (VLMs) are able to process it effectively. We investigate how VLMs process neg…
cs.CV2025
Evaluating Compositional Generalisation in VLMs and Diffusion Models
Beth Pearson, Bilal Boulbarss, Michael Wray +1
A fundamental aspect of the semantics of natural language is that novel meanings can be formed from the composition of previously known parts. Vision-language models (VLMs) have ma…