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sub:assertion {
  <https://doi.org/10.48550/arXiv.2507.16826> dct:title "A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#QMKGF>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BCERerank>,
      <https://neverblink.eu/ontologies/llm-kg/methods#BERT>, <https://neverblink.eu/ontologies/llm-kg/methods#BGERerank>,
      <https://neverblink.eu/ontologies/llm-kg/methods#BM25>, <https://neverblink.eu/ontologies/llm-kg/methods#ERNIE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Genground>, <https://neverblink.eu/ontologies/llm-kg/methods#KG2RAG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LLMsKG>, <https://neverblink.eu/ontologies/llm-kg/methods#LLMsKGRerank>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LLMsOnly>, <https://neverblink.eu/ontologies/llm-kg/methods#LandmarkEmbedding>,
      <https://neverblink.eu/ontologies/llm-kg/methods#QCGrerank>, <https://neverblink.eu/ontologies/llm-kg/methods#WRAG>;
    a prov:Entity .
  
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    rdfs:label "BERT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BGERerank> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BGE-rerank" .
  
  <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#ERNIE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ERNIE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Genground> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Genground" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KG2RAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG2RAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMsKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LLMs-KG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMsKGRerank> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LLMs-KG-rerank" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMsOnly> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LLMs-only" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LandmarkEmbedding> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Landmark Embedding" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#QCGrerank> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "QCG-rerank" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#QMKGF> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "QMKGF is proposed to enhance Retrieval-Augmented Generation (RAG) by leveraging KGs to provide more relevant context to LLMs. It involves KG construction, multi-path subgraph creation, query-aware subgraph fusion, and KG-based query expansion, all aimed at improving the quality of LLM-generated responses during the inference stage.";
    rdfs:label "QMKGF";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#WRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "W-RAG" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2507.16826> .
}

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