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Memory & Knowledge

Semantic Search & Embeddings

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Understanding Embeddings

What Are Embeddings?

Embeddings convert text into numerical vectors that capture semantic meaning.

How Embeddings Work

text

Similarity Search

python

Embedding Models

ModelDimensionsUse Case
text-embedding-3-small1536General purpose, cost-effective
text-embedding-3-large3072Higher quality, more expensive