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Pinecone9 min read

Sparse V3: how Pinecone's sparse index learned to skip

Pinecone's sparse index V3 groups posting data by term instead of document range, cutting disk I/O up to 1,428x and latency up to 119x, with no loss in recall.

By Rustam Nassyrov, Noah Rizika, Lea Wang-TomicPinecone
Sparse V3: how Pinecone's sparse index learned to skip

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Originally published by Pinecone on Jul 9, 2026.

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