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sub:Head {
  this: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2508.20417> a prov:Entity;
    dct:title "KG-CQR: Leveraging Structured Relation Representations in Knowledge Graphs for Contextual Query Retrieval";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KGCQR>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BGE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#BM25>, <https://neverblink.eu/ontologies/llm-kg/methods#DPR>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG>, <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAGBasedLLMKGConstruction>,
      <https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG>, <https://neverblink.eu/ontologies/llm-kg/methods#HyDE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#IRCoT>, <https://neverblink.eu/ontologies/llm-kg/methods#QueryExpansion> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BGE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BGE (embedding model)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BM25> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BM25" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DPR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Dense Passage Retrieval (DPR)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphRAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAGBasedLLMKGConstruction> a
      <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphRAG-Based LLM-Powered KG Construction" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HippoRAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HyDE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Hypothetical Document Embeddings (HyDE)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#IRCoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "IRCoT framework" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGCQR> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference>;
    rdfs:comment "KG-CQR is a novel framework that enhances the retrieval phase in RAG systems by enriching complex input queries with contextual representations from a corpus-centric KG. It comprises subgraph extraction, subgraph completion, and contextual generation modules, ultimately improving the context provided to LLMs during inference for tasks like question answering.";
    rdfs:label "KG-CQR (Knowledge Graph for Contextual Query Retrieval)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#QueryExpansion> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Query Expansion" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2508.20417> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:41:07.612Z"^^xsd:dateTime;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2508.20417" .
  
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