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News/When Modality Gap Reduction Fails: Prediction-Level Hubness in CLIP
arxiv
PublishedSeptember 2, 2026 at 4:00 AM

When Modality Gap Reduction Fails: Prediction-Level Hubness in CLIP

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arXiv:2609.01103v1 Announce Type: new Abstract: Reducing the modality gap between image and text representations in CLIP is widely expected to improve cross-modal alignment and downstream performance. However, a smaller average image-text gap does not necessarily lead to consistent accuracy gains. W

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