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Hyperbolic Embeddings in Qdrant

We choose embedding models, dimensions, and indexes. The geometry usually comes with the package. But why use a flat space, and what else could we choose? What Is a Manifold, and Where Do Our Vectors Live? A manifold is the space our embeddings live in.

By Andrey VasnetsovQdrant
Hyperbolic Embeddings in Qdrant

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Originally published by Qdrant on Sep 8, 2026.

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