@prefix ocrer: <http://purl.org/net/OCRe/research.owl#> .
@prefix owl:   <http://www.w3.org/2002/07/owl#> .
@prefix scires: <http://vivoweb.org/ontology/scientific-research#> .
@prefix xsd:   <http://www.w3.org/2001/XMLSchema#> .
@prefix skos:  <http://www.w3.org/2004/02/skos/core#> .
@prefix rdfs:  <http://www.w3.org/2000/01/rdf-schema#> .
@prefix ocresd: <http://purl.org/net/OCRe/study_design.owl#> .
@prefix swo:   <http://www.ebi.ac.uk/efo/swo/> .
@prefix cito:  <http://purl.org/spar/cito/> .
@prefix geo:   <http://aims.fao.org/aos/geopolitical.owl#> .
@prefix ocresst: <http://purl.org/net/OCRe/statistics.owl#> .
@prefix dcterms: <http://purl.org/dc/terms/> .
@prefix vivo:  <http://vivoweb.org/ontology/core#> .
@prefix event: <http://purl.org/NET/c4dm/event.owl#> .
@prefix vann:  <http://purl.org/vocab/vann/> .
@prefix foaf:  <http://xmlns.com/foaf/0.1/> .
@prefix c4o:   <http://purl.org/spar/c4o/> .
@prefix fabio: <http://purl.org/spar/fabio/> .
@prefix vcard: <http://www.w3.org/2006/vcard/ns#> .
@prefix thkoeln: <http://cris.nrw/hisinone#> .
@prefix vitro: <http://vitro.mannlib.cornell.edu/ns/vitro/0.7#> .
@prefix vitro-public: <http://vitro.mannlib.cornell.edu/ns/vitro/public#> .
@prefix rdf:   <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix ocresp: <http://purl.org/net/OCRe/study_protocol.owl#> .
@prefix bibo:  <http://purl.org/ontology/bibo/> .
@prefix obo:   <http://purl.obolibrary.org/obo/> .
@prefix ro:    <http://purl.obolibrary.org/obo/ro.owl#> .

obo:BFO_0000031  a  owl:Class ;
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<https://fis.th-koeln.de/vivo/individual/FF_001>
        <http://cris.nrw/hisinone/istForschungsfeldvon>
                <https://fis.th-koeln.de/vivo/individual/publ_11921> .

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        a       thkoeln:Zitat , owl:Thing .

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        rdfs:label  "Dokument"@de-DE , "Document"@en-US , "Document"@en .

thkoeln:Konferenzpaper
        a           owl:Class ;
        rdfs:label  "Conference Paper"@en-US , "Konferenzpaper"@de-DE .

owl:Thing  a    owl:Class .

obo:IAO_0000030  a  owl:Class ;
        rdfs:label  "Entität für Informationsinhalt"@de-DE , "Information Content Entity"@en-US , "Information Content Entity"@en .

<https://fis.th-koeln.de/vivo/individual/publ_4>
        <http://cris.nrw/hisinone/hatChildPublikation>
                <https://fis.th-koeln.de/vivo/individual/publ_11921> .

<https://fis.th-koeln.de/vivo/individual/publ_11921>
        a                       obo:IAO_0000030 , obo:BFO_0000001 , bibo:Document , thkoeln:Konferenzpaper , thkoeln:Publikation , owl:Thing , foaf:Document , obo:BFO_0000031 , obo:BFO_0000002 ;
        rdfs:label              "Data Fusion of Synthetic Query Variants With Generative Large Language Models" , "RDF description of Data Fusion of Synthetic Query Variants With Generative Large Language Models - https://fis.th-koeln.de/vivo/individual/publ_11921" ;
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                <https://fis.th-koeln.de/vivo/individual/FF_001> ;
        <http://cris.nrw/hisinone/hatOrganisationseinheit>
                <https://fis.th-koeln.de/vivo/individual/10000126> ;
        <http://cris.nrw/hisinone/hatParentPublikation>
                <https://fis.th-koeln.de/vivo/individual/publ_4> ;
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                <http://cris.nrw/hisinone/RessourceText> ;
        <http://cris.nrw/hisinone/hatZitat>
                <https://fis.th-koeln.de/vivo/individual/cite_11921-0> , <https://fis.th-koeln.de/vivo/individual/cite_11921-2> , <https://fis.th-koeln.de/vivo/individual/cite_11921-1> ;
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        <http://purl.org/dc/elements/1.1/publisher>
                <https://fis.th-koeln.de/vivo> ;
        <http://purl.org/dc/elements/1.1/rights>
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        bibo:abstract           "Considering query variance in information retrieval (IR) experiments is beneficial for retrieval effectiveness. Especially ranking ensembles based on different topically related queries retrieve better results than rankings based on a single query alone. Recently, generative instruction-tuned Large Language Models (LLMs) improved on a variety of different tasks in capturing human language. To this end, this work explores the feasibility of using synthetic query variants generated by instruction-tuned LLMs in data fusion experiments. More specifically, we introduce a lightweight, unsupervised, and cost-efficient approach that exploits principled prompting and data fusion techniques. In our experiments, LLMs produce more effective queries when provided with additional context information on the topic. Furthermore, our analysis based on four TREC newswire benchmarks shows that data fusion based on synthetic query variants is significantly better than baselines with single queries and also outperforms pseudo-relevance feedback methods. We publicly share the code and query datasets with the community as resources for follow-up studies." ;
        bibo:doi                "10.1145/3673791.3698423" ;
        bibo:isbn13             "9798400707247" , "#defaultkonferenzband" ;
        bibo:pageEnd            "279" ;
        bibo:pageStart          "274" ;
        vitro:mostSpecificType  thkoeln:Konferenzpaper ;
        vivo:dateTimeValue      <http://cris.nrw/date2024> ;
        vivo:freetextKeyword    "Data Fusion" , "Large Language Models" , "Query Variants" ;
        vivo:relatedBy          <https://fis.th-koeln.de/vivo/individual/aut_11921-1> .

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        rdfs:label  "Publikationen"@de-DE , "Publications"@en-US .

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        rdfs:label  "Institut für Informationswissenschaft" ;
        <http://cris.nrw/hisinone/istOrganisationseinheitVon>
                <https://fis.th-koeln.de/vivo/individual/publ_11921> .

<https://fis.th-koeln.de/vivo/individual/cite_11921-2>
        a       thkoeln:Zitat , owl:Thing .

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