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cs.CL2026
Giga-Embeddings: Mixture-of-Experts Encoders for High-Throughput Text Embeddings
Egor Kolodin, Egor Krasnoperov, Evgeniy Kosarev +1
We introduce Giga-Embeddings, a family of text embedding models designed to combine strong retrieval quality with efficient serving. Its largest member is a sparse 10B-parameter Mi…
cs.CL2025
GigaEmbeddings: Efficient Russian Language Embedding Model
Egor Kolodin, Daria Khomich, Nikita Savushkin +2
We introduce GigaEmbeddings, a novel framework for training high-performance Russian-focused text embeddings through hierarchical instruction tuning of the decoder-only LLM designe…