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News/Closing the Modality Gap via Simplex-Constrained Representations
arxiv
PublishedOctober 26, 2026 at 4:00 AM

Closing the Modality Gap via Simplex-Constrained Representations

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arXiv:2610.32890v1 Announce Type: new Abstract: While multimodal contrastive models like CLIP and CLAP successfully learn shared representations, their embeddings typically exhibit a persistent \emph{modality gap}. We propose addressing this separation through a purely geometric approach: changing t

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