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Reranking in RAG: when and how to add a cross-encoder?

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01

Understand the problem

Bi-encoder recall then cross-encoder precision — Cohere Rerank 3.5 vs bge-reranker trade-offs.

rerankcross-encoder
02

Attempt it yourself

Sketch your approach before reading the solution — that's what interviews test.

Nudge consolestandby

Stuck? Beam a request up — the console returns a conceptual nudge that guides your logic without spoiling the implementation.

03

Study the solution

Retrieve 40 with fast bi-encoders, then rerank to 6 with a cross-encoder. It is the cheapest +10-15% nDCG win for RAG.

Solution ready — 2 min read

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04

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