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Retrieval & knowledge

Reranking

Also called: re-ranker, cross-encoder, second-pass ranking

DEFINITION

A second pass that takes the first batch of retrieved passages and reorders them by how well each one actually answers the question — using a slower, more careful model than the fast search that produced the batch.

WHY IT MATTERS

Fast retrieval is tuned for recall: cast a wide net and pull back, say, the top 50 candidates. But the model can only read a few. A reranker decides which handful actually go into the context, so the best passage isn't left out just because the initial search ranked it eighth.

COMMONLY CONFUSED WITH

The initial retrieval. First-pass search optimizes for speed over a huge index; reranking spends more effort on a small shortlist to get the ordering right — the two work together, not instead of each other.