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Glossary · Retrieval engineering

HNSW

Hierarchical Navigable Small World, a graph-based approximate-nearest-neighbor index.

What HNSW does not show

Its tuning affects memory, build time, latency, and recall; the acronym is not a quality guarantee.

Related terms in Retrieval engineering

How pages become chunks, vectors and candidates inside an answer engine, and why being retrieved is not being cited.

Corpus · Document ingestion · Data connector · Parsing · OCR · Layout-aware parsing · Semantic chunking · Fixed-size chunking · Chunk overlap · Parent-child retrieval · Metadata filtering · Vector database · Vector index · Sparse vector · Dense vector · Cosine similarity · Dot-product similarity · Approximate nearest neighbor · Top-k · Retrieval recall · Retrieval precision · Mean reciprocal rank · Normalized discounted cumulative gain · Relevance score · Candidate generation · Query rewriting · Query expansion · HyDE · Multi-query retrieval · Reciprocal rank fusion · Late interaction · Lexical retrieval · Semantic search · Exact-match retrieval · Freshness boosting · Authority weighting · Source diversity · Deduplication · Near-duplicate detection · Semantic cache · Retrieval latency · Retrieval cutoff · Citation mapping · Answer synthesis

Questions about HNSW

What is HNSW?

Hierarchical Navigable Small World, a graph-based approximate-nearest-neighbor index.

What does HNSW not show or guarantee?

Its tuning affects memory, build time, latency, and recall; the acronym is not a quality guarantee.

Which area of the glossary does HNSW belong to?

Retrieval engineering: How pages become chunks, vectors and candidates inside an answer engine, and why being retrieved is not being cited.

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