Embedding

An embedding is a dense numerical vector representation of text, images, or other data that captures semantic meaning in a continuous vector space. Semantically similar items have similar embeddings, enabling operations like similarity search and clustering.

Embedding models (such as OpenAI's text-embedding-3 or Sentence Transformers) are the foundation of retrieval-augmented generation and semantic search systems.