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News/The JEPA Paradox in Language: The Geometry of Linguistic Alternatives
arxiv
PublishedJuly 28, 2026 at 4:00 AM

The JEPA Paradox in Language: The Geometry of Linguistic Alternatives

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arXiv:2607.23531v1 Announce Type: new Abstract: Joint-Embedding Predictive Architectures (JEPAs) are effective for images, video, and audio, yet deterministic JEPA-style latent prediction has not become a standard objective for text encoders. We argue that this gap reflects a mismatch between square

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