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  5. Cosine Similarity
Retrieval & Search

Cosine Similarity

Cosine similarity compares vectors by the angle between them rather than their raw magnitude.

Ask Melo about this← all terms

It divides their dot product by the product of their lengths, producing a normalized similarity score. Retrieval systems often use it when embedding direction carries the relevant semantic signal.

Related terms

Hybrid SearchBM25Nearest Neighbor SearchKnowledge GraphBi-EncoderPassage Retrieval

Where Cosine Similarity comes up

  • What Are Embeddings? Vector Search and Semantic AI Explained (2026 Guide)
  • What Is an Embedding? Plain-English Examples (2026)
  • OpenAI Metagaming Latents: Four Signals Inside o3 That Track Grader Reasoning
  • GPT Researcher 3.7.0: Jev Scores Passages by Usefulness