Nanopublications

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@prefix dct: <http://purl.org/dc/terms/> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2508.20417> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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> .
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