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Probing Negation Understanding in Vision-Language Models With Object Attention

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 negation by analysing attention patterns of different models.

By Beth Pearson, Michael Wray, Martha LewisarXiv - cs.CV (CV)

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Originally published by arXiv - cs.CV (CV) on Oct 16, 2026.

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