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  5. Approximate Nearest Neighbor
Retrieval & Searchaka ANN

Approximate Nearest Neighbor

Approximate nearest-neighbor search finds likely close vectors without exhaustively comparing the query with every stored vector.

Ask Melo about this← all terms

Graph, tree, hashing, or partition-based indexes narrow the search to promising regions. Tunable parameters balance query latency, memory, and the chance of missing true nearest neighbors.

Related terms

Context InjectionPassage RetrievalInverted IndexQuery ExpansionMetadata FilteringBM25

Where Approximate Nearest Neighbor comes up

  • What Is an Embedding? Plain-English Examples (2026)
  • Ternlight: 7 MB Embedding Model That Runs in the Browser (WASM SIMD Guide)