Embedding

Vector Embedding

Definition

A numerical representation of text as a high-dimensional vector, enabling semantic similarity search. Embeddings power RAG systems — allowing agents to find relevant documents by meaning, not just keywords.

Examples in the Wild

  • Example 1:'What is the weather?' and 'Tell me the forecast' have similar embeddings → both retrieve weather-related docs