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retrieval-quality: rename to "Measuring ANN Precision"
- Update title, H1, and Time in retrieval-quality.md
(30 min -> 15 min reflects the pivot to Web UI)
- Rename references in tutorials-lp-overview.md and the headless
tutorial index; swap the pill from Python to Web UI to reflect
the new primary flow
- Replace "ANN recall" with "ANN precision" in Fundamentals
(4 places: intro, comparison note, ladder table, cross-link)
and in the golden-set tutorial's layer-1 cross-reference
- Filename kept as retrieval-quality.md so existing URLs and
aliases still work
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---
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title: Retrieval Quality Evaluation
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title: Measuring ANN Precision
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aliases:
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- /documentation/tutorials/retrieval-quality/
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- /documentation/beginner-tutorials/retrieval-quality/
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weight: 6
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---
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# Evaluate Retrieval Quality
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# Measuring ANN Precision
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| Time: 30 min | Level: Intermediate | | |
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| Time: 15 min | Level: Intermediate | | |
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|--------------|---------------------|--|----|
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This tutorial measures **layer 1** of the <a href="/documentation/tutorials-search-engineering/retrieval-quality-fundamentals/#connecting-the-levels-in-practice" target="_blank">evaluation ladder</a>, **ANN precision**: the share of Qdrant's approximate nearest-neighbor top-k that appears in the exact kNN top-k. For retrieval relevance (layer 2), see the <a href="/documentation/tutorials-search-engineering/retrieval-quality-golden-set/" target="_blank">Building a Golden Query Set</a> tutorial.
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