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Stories

  • Hybrid Search in Qdrant

    Hybrid Search in Qdrant A search result can look plausible and still be wrong. Dense retrieval can return a document on the right topic but miss an exact identifier copied into the query. Sparse retrieval can miss a relevant document when the query describes it with terms the corpus doesn’t use.

    Qdrant7 min read
  • When Is a Reranker Worth It?

    When Is a Reranker Worth It? Before you tune a reranker, use the pre-tuning checks to verify index state and set a labeled baseline. Your candidate list can already contain documents your ranking never shows.

    Qdrant11 min read
  • What to Check Before Tuning a Qdrant Collection

    What to Check Before Tuning a Qdrant Collection Before you change a setting, decide what better retrieval means for your workload. The right document at rank one, more candidates for a reranker, lower latency, and a smaller memory footprint each favor different settings, so pick your goal first.

    Qdrant13 min read

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