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sub:assertion {
  <https://doi.org/10.48550/arXiv.2602.05512> a prov:Entity;
    dct:title "A Human-in-the-Loop, LLM-Centered Architecture for Knowledge-Graph Question Answering";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#HumanInTheLoopLLMCenteredArchitectureForKGQA>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#KGRAGWithGNNEmbeddings>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KGRAGWithLinearizedTriples> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HumanInTheLoopLLMCenteredArchitectureForKGQA>
    a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "This framework introduces an interactive, LLM-centered architecture for Knowledge Graph Question Answering. It leverages LLMs to generate, explain, and iteratively refine Cypher graph queries through natural language feedback from users. This approach facilitates a synergized reasoning process by treating LLMs as agents that interact with KGs to conduct auditable and transparent reasoning, enhancing accessibility and control for non-experts.";
    rdfs:label "A Human-in-the-Loop, LLM-Centered Architecture for Knowledge-Graph Question Answering";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGRAGWithGNNEmbeddings> a <http://purl.org/spar/fabio/Workflow>;
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  <https://neverblink.eu/ontologies/llm-kg/methods#KGRAGWithLinearizedTriples> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-RAG with Linearized Triples" .
}

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