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  1. Reciprocal rank fusion | Elasticsearch Reference

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    the kNN search top documents with the query top documents and...documents using separate sets of top documents (result sets) from...
    www.elastic.co/docs/reference/elasticsearch/rest-apis/reciprocal-rank-fusion
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    Thu Oct 15 16:53:04 UTC 2026
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  2. 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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    Mon Aug 31 00:41:25 UTC 2026
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  3. jina-ocr-v1: one OCR model for layout, tables a...

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    jina-ocr-v1 scores among the top models on olmOCR-bench and is...jina-ocr-v1 among olmOCR-bench top performers. Figure 2: jina-ocr-v1...
    www.elastic.co/search-labs/blog/ocr-model-jina-ocr-v1-document-parsing
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    Mon Oct 05 00:23:10 UTC 2026
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  4. 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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    Mon Aug 17 01:03:24 UTC 2026
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  5. Elasticsearch now with BBQ by default & ACORN f...

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    corpus and identify a set of top-ranking documents. The size of...is bigger than the number of top-ranking documents that the user...
    www.elastic.co/search-labs/blog/elasticsearch-9-1-bbq-acorn-vector-search
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    Mon Oct 19 00:41:36 UTC 2026
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  6. 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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    Mon Aug 17 01:04:24 UTC 2026
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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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    Thu Oct 15 16:53:17 UTC 2026
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  8. 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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    Mon Oct 19 00:42:11 UTC 2026
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  9. kNN search in Elasticsearch | Elastic Docs

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    query_vector_builder with the top-level knn option. You can use...neighbor, so it comes back as the top hit. Exclude it with a filter...
    www.elastic.co/docs/solutions/search/vector/knn
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    Fri Oct 16 16:04:17 UTC 2026
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  10. Better Binary Quantization (BBQ) | Elasticsearc...

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    Learn more about top-level parameters for knn queries....query time and reranking the top results using the full vector....
    www.elastic.co/docs/reference/elasticsearch/mapping-reference/bbq
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    Fri Oct 16 18:02:23 UTC 2026
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