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

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Originally published by Qdrant on Aug 7, 2026.
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