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Publication Date: October 21, 2025

When should I add a reranking step after hybrid search, and when is it overkill?

This tip is based on the following article: Optimizing RAG with Hybrid Search & Reranking

Add reranking when your top-k retrieval (typically k=3-10) frequently includes irrelevant documents in positions 1-3, even though relevant ones exist in positions 4-10. This pattern indicates your initial scoring isn't capturing true relevance. Skip reranking if:

  1. your queries are simple lookups,
  2. latency is critical (<100ms requirement), or
  3. your hybrid search already achieves >90% precision@3.

When you do implement reranking, use a cross-encoder model specifically fine-tuned for your domain - generic rerankers add 50-200ms latency but domain-specific ones can boost relevance by 20-30% in production scenarios with complex, multi-faceted queries.

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