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acorn10 min read

Filtered Vector Search: What ACORN Fixes, and What Fixes ACORN

Filtered vector search breaks when metadata filters turn a healthy nearest-neighbor graph into scattered islands. HNSW’s m parameter controls how many links each point gets. At Qdrant’s default m=16, the one-million-point collection benchmarked below averaged about 21 links per node on layer 0.

By Andrey VasnetsovQdrant
Filtered Vector Search: What ACORN Fixes, and What Fixes ACORN

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Originally published by Qdrant on Aug 7, 2026.

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