Evgeniy Kosarev

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.