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Seamlessly combine dense retrieval, sparse retrieval, and reranking into a unified search pipeline, delivering up to 48% better performance — and 24% better, on average — than either sparse or dense alone.
Our sparse embedding model is designed for high-precision and efficient retrieval — outperforming BM25 by up to 44%. Fully integrated into Pinecone’s infrastructure, it streamlines the development of performant search applications with state-of-the-art sparse retrieval capabilities.
DocumentationThis new index type enables direct indexing and retrieval of sparse vectors, supporting traditional methods like BM25 and advanced learned sparse models like pinecone-sparse-english-v0. By separating dense and sparse workflows, you gain greater control over retrieval strategies, optimizing results for specific use cases.
Request Early AccessWe introduced embedding and reranking earlier this year. Today, we’re announcing the GA of those capabilities and bringing inference closer to the database with a native integration and fully managed support for new models developed by Pinecone and Cohere so you can now embed, rerank, and query your data with a single API.
Streamline AI development with fast, easy access to leading embedding and reranking models via new endpoints that integrate embedding and reranking.
Documentation00D |09H |09M |28S
Using those DevTools skills huh? :-) You'll have to wait just like everyone else to see what we've got planned. Trust us, it'll be worth it!
DocumentationUsing those DevTools skills huh? :-) You'll have to wait just like everyone else to see what we've got planned. Trust us, it'll be worth it!
DocumentationUsing those DevTools skills huh? :-) You'll have to wait just like everyone else to see what we've got planned. Trust us, it'll be worth it!
DocumentationUsing those DevTools skills huh? :-) You'll have to wait just like everyone else to see what we've got planned. Trust us, it'll be worth it!
DocumentationUsing those DevTools skills huh? :-) You'll have to wait just like everyone else to see what we've got planned. Trust us, it'll be worth it!
DocumentationUsing those DevTools skills huh? :-) You'll have to wait just like everyone else to see what we've got planned. Trust us, it'll be worth it!
Documentation