How to Reduce Embedding Size and Increase RAG Retrieval Speed

Flexible text embedding with Matryoshka Representation Learning (MRL)

Dr. Leon Eversberg

Published in

Towards Data Science

7 min read

11 hours ago

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Matryoshka dolls are nesting dolls of decreasing size. Photo by Sandy Millar on Unsplash

Introduction

Text embeddings are high-dimensional vector representations of single words or entire sentences.

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