Why it matters

Hybrid is modern RAG standard. Understanding shapes design.

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The architecture

Retrieve dense + sparse in parallel.

RRF or weighted fusion.

Deduplicate + rerank.

Hybrid retrieval stackDense retrievevector similaritySparse retrieveBM25 / SPLADEFusion + rerankRRF / weighted + cross-encvLLM RAG, LangChain4j, Spring AI all support hybrid; measure gains
Hybrid retrieval math.
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How it works end to end

RRF: sum 1 / (60 + rank_i).

Weighted: alpha * dense + (1-alpha) * sparse.

Combine with rerank.