Optimization of embeddings storage for RAG systems using quantization and dimensionality reduction techniques

Naamán Huerga-Pérez, Rubén Álvarez, Rubén Ferrero-Guillén +2

Retrieval-Augmented Generation enhances language models by retrieving relevant information from external knowledge bases, relying on high-dimensional vector embeddings typically st…