CLIP models excel at image retrieval, but they famously struggle with negation. Do we really need fine-tuning to fix this? 🤔 In our #CVPR2026 MAR workshop paper, "When Negation Is a Geometry Problem in Vision-Language Models," we rethink the problem.
