The Reranker Setup That Actually Changes Recall@5

📰 Dev.to · Gabriel Anhaia

Learn to improve recall with a two-stage retrieval setup using cross-encoder rerankers like Cohere Rerank and BGE-reranker-v2-m3

intermediate Published 27 Apr 2026
Action Steps
  1. Build a two-stage retrieval system using a cross-encoder reranker
  2. Configure Cohere Rerank or BGE-reranker-v2-m3 for reranking
  3. Test the setup using a 50-query test set
  4. Compare recall metrics before and after implementing the reranker
  5. Apply the two-stage retrieval setup to your existing NLP pipeline
Who Needs to Know This

NLP engineers and data scientists can benefit from this setup to enhance their information retrieval systems

Key Insight

💡 Two-stage retrieval with cross-encoder rerankers can significantly improve recall metrics

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Boost recall with two-stage retrieval and cross-encoder rerankers!

Key Takeaways

Learn to improve recall with a two-stage retrieval setup using cross-encoder rerankers like Cohere Rerank and BGE-reranker-v2-m3

Full Article

Two-stage retrieval with a cross-encoder reranker. Cohere Rerank and BGE-reranker-v2-m3 examples, plus a 50-query test set you can build.
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