Author

Evgeniy Kosarev

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Preprint Aug 2026

Giga-Embeddings: Mixture-of-Experts Encoders for High-Throughput Text Embeddings

This work introduces Giga-Embeddings, a family of text embedding models designed to combine strong retrieval quality with efficient serving, and trains the compact model using a dimension-agnostic objective that aligns teacher and student similarity distributions.

Egor Kolodin, Egor Krasnoperov, Evgeniy Kosarev et al. · 0 citations