Why it matters
Dense retrieval is RAG workhorse. Understanding shapes design.
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The architecture
Encode query + docs.
Vector search (ANN).
Top-K by similarity.
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How it works end to end
DPR + Sentence-BERT foundations.
Modern: BGE + E5 + GTE + Cohere.
Contrastive training.