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@prefix dct: <http://purl.org/dc/terms/> .
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@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2502.11491> dct:title "Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#OntologyGuidedReverseThinkingORT>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#GraphNet>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KdCot>, <https://neverblink.eu/ontologies/llm-kg/methods#KgRetriever>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KvMem>, <https://neverblink.eu/ontologies/llm-kg/methods#MindMap>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Nsm>, <https://neverblink.eu/ontologies/llm-kg/methods#Rog>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Sr>, <https://neverblink.eu/ontologies/llm-kg/methods#SrNsm>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SrNsmE2e>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphNet" .
  
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    rdfs:label "KD-CoT" .
  
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    rdfs:label "KG Retriever" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KvMem> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KV-Mem" .
  
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    rdfs:label "MindMap" .
  
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    rdfs:label "NSM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#OntologyGuidedReverseThinkingORT>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "ORT is a novel framework for KGQA that synergizes LLMs and KGs. It uses LLMs as agents for initial question understanding (extracting conditions and aims) and final answer generation, while leveraging KG ontology for structured reverse reasoning path construction and various pruning steps. This multi-stage interaction where LLMs and KGs collaboratively conduct reasoning for complex questions aligns with synergized reasoning.";
    rdfs:label "Ontology-Guided Reverse Thinking (ORT)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Rog> a <http://purl.org/spar/fabio/Workflow>;
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  <https://neverblink.eu/ontologies/llm-kg/methods#SrNsm> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SR+NSM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SrNsmE2e> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SR+NSM+E2E" .
}

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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2502.11491> .
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