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BM25

The classic keyword search ranking function: rare words that match count for more than common ones.

how it works · the vocabulary

keyword searchlexical search

Forty years old and still hard to beat on exact terms — product codes, names, error strings — where embeddings are weakest. Nearly every serious retrieval system runs it alongside vector search rather than instead of it.

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AgentAgent memoryAlignmentAutoregressiveChunkingCold startComputer useContext window