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Posted to issues@solr.apache.org by "Houston Putman (Jira)" <ji...@apache.org> on 2023/07/07 17:22:00 UTC

[jira] [Updated] (SOLR-16675) Introduce the possibility to rerank topK results with vector similarity functions using DenseVectorField

     [ https://issues.apache.org/jira/browse/SOLR-16675?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Houston Putman updated SOLR-16675:
----------------------------------
    Fix Version/s: 9.3

> Introduce the possibility to rerank topK results with vector similarity functions using DenseVectorField
> --------------------------------------------------------------------------------------------------------
>
>                 Key: SOLR-16675
>                 URL: https://issues.apache.org/jira/browse/SOLR-16675
>             Project: Solr
>          Issue Type: Task
>            Reporter: Elia Porciani
>            Priority: Blocker
>             Fix For: 9.3
>
>          Time Spent: 10m
>  Remaining Estimate: 0h
>
> When using knnQParser in reranking pay attention to the top-K parameter.
> The second pass score(deriving from KNN search) is calculated only if the document d from the first pass is within the K nearest neighbors(in the whole index) of the target vector to search.
> This is a current limitation.
> The final ranked list of results will have the first pass score(main query q) combined with the second pass score(the approximated similarity function distance to the target vector to search).
> Ideally, it should be possible to:
> * Rerank top K results with vector similarity. We should compute the vector similarity function using the DenseVectorField value of all the documents in top K results without the need of running a KNN query.
> * Use only the second pass score as the final score



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