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  1. kNN search in Elasticsearch | Elastic Docs

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    diversify the top results over the top-level document. "k" top-level...the top k per shard, and merges them into the global top k nearest...
    www.elastic.co/docs/solutions/search/vector/knn
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    2026-08-28 09:19
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  2. Elasticsearch Learning to Rank (LTR): Improving...

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    learning_to_rank rescorer refines the top results from the first-pass query...window_size : Defines the number of top documents from the search results...
    www.elastic.co/search-labs/blog/elasticsearch-learning-to-rank-introduction
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    2026-08-17 01:03
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  3. Vector search in Elasticsearch: Integration & t...

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    these per-segment top-k hits into global top-k hits. The impact...merged too. Searches must combine top vector hits across all segments...
    www.elastic.co/search-labs/blog/vector-search-elasticsearch-rationale
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    2026-08-31 00:41
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  4. How to deploy NLP: Text embeddings and vector s...

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    the top papers in the MS MARCO leaderboard...search. As a result, we get top 10 closest to the query documents...
    www.elastic.co/search-labs/blog/how-to-deploy-nlp-text-embeddings-and-vector-search
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    2026-08-31 00:41
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  5. What is context engineering? Components, techni...

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    and workflow-based tools on top of your data will seem obvious....per the OWASP LLM Application Top 10 . But it can also occur for...
    www.elastic.co/search-labs/blog/context-engineering-overview
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    2026-09-07 00:32
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  6. 30x faster than Prometheus: How we rebuilt Elas...

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    a welcome bonus on top of the aforementioned storage...Observability dashboards are built on top of this execution model, providing...
    www.elastic.co/search-labs/blog/elasticsearch-columnar-metrics-engine-30x-faster-prometheus
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    2026-08-17 01:09
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  7. Fuzzy query | Elasticsearch Reference

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    "constant_score_blended" } } } } Top-level parameters for fuzzy <field>...
    www.elastic.co/docs/reference/query-languages/query-dsl/query-dsl-fuzzy-query
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    2026-09-06 13:07
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  8. Relevance and its impact on context engineering...

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    relevant documents within the top 10 results (Recall@10 of 0.843)....on average, found within the top 2 positions. Semantic chunking...
    www.elastic.co/search-labs/blog/context-engineering-relevance-ai-agents-elasticsearch
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    2026-08-17 01:04
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  9. Elasticsearch BBQ vs. OpenSearch FAISS: Vector ...

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    committed to making Lucene a top-performing Vector Engine. We...(BBQ) in Elasticsearch 8.16 on top of Lucene and evolved it further...
    www.elastic.co/search-labs/blog/elasticsearch-bbq-vs-opensearch-faiss
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    2026-08-31 00:39
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  10. Elasticsearch retrievers - How to use search re...

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    types are: Standard - Return the top documents from a traditional...your own pace. kNN - Return the top documents from a kNN search....
    www.elastic.co/search-labs/blog/elasticsearch-retrievers
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    2026-09-07 00:32
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