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most citedGLOV: Guided Large Language Models as Implicit Optimizers for Vision Language Models

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cs.CV2026

When Negation Is a Geometry Problem in Vision-Language Models

Fawaz Sammani, Tzoulio Chamiti, Paul Gavrikov +1

Joint Vision-Language Embedding models such as CLIP typically fail at understanding negation in text queries, for example, failing to distinguish "no" in the query: "a plain blue s…