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Matryoshka Representation Learning

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00:00

2026-08-01

dylancastillo.co

machine-learning

Honey, I shrunk the embeddings: Matryoshka vs. PCA

A new experiment by Dylan Castillo comparing Matryoshka Representation Learning (MRL) and Principal Component Analysis (PCA) for reducing embedding dimensions found that both methods preserve retrieva…

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Dylan Castillo 1 OpenAI 1 Alibaba 1 text-embedding-3-small 1 qwen3-embedding-8b 1 BEIR 1 Principal Component Analysis 1

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machine learning 1 artificial intelligence 1