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@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

sub:Head {
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    np:hasPublicationInfo sub:pubinfo;
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2404.14741> dct:title "Generate-on-Graph: Treat LLM as both Agent and KG for Incomplete Knowledge Graph Question Answering";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#GenerateOnGraph>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ChatKBQA>, <https://neverblink.eu/ontologies/llm-kg/methods#DecomP>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GAG>, <https://neverblink.eu/ontologies/llm-kg/methods#IOprompt>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KBBINDER>, <https://neverblink.eu/ontologies/llm-kg/methods#ReAct>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RoG>, <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency>,
      <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT>, <https://neverblink.eu/ontologies/llm-kg/methods#ToG>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought (CoT) prompting" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatKBQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ChatKBQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DecomP> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "De-comP" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GenerateOnGraph> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "GoG is a training-free method for Incomplete Knowledge Graph Question Answering (IKGQA). It employs a Thinking-Searching-Generating framework, treating the LLM as both an agent to explore the KG and as a knowledge source to generate missing factual triples. This synergistic approach combines LLM's reasoning and internal knowledge with external KG facts to answer complex questions where the KG is incomplete.";
    rdfs:label "Generate-on-Graph (GoG)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#IOprompt> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Standard prompting (IO prompt)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KBBINDER> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KB-BINDER" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ReAct> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ReAct" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RoG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RoG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Self-Consistency (SC)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "StructGPT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ToG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ToG" .
}

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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2404.14741> .
}

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