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sub:assertion {
  <https://doi.org/10.48550/arXiv.2410.13080> dct:title "Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#graphConstrainedReasoning>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#debateOnGraph>,
      <https://neverblink.eu/ontologies/llm-kg/methods#effiQA>, <https://neverblink.eu/ontologies/llm-kg/methods#ewekQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#gfmRag>, <https://neverblink.eu/ontologies/llm-kg/methods#gnnRag>,
      <https://neverblink.eu/ontologies/llm-kg/methods#gnnRagRa>, <https://neverblink.eu/ontologies/llm-kg/methods#kdCoT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#planOnGraph>, <https://neverblink.eu/ontologies/llm-kg/methods#rog>,
      <https://neverblink.eu/ontologies/llm-kg/methods#structGPT>, <https://neverblink.eu/ontologies/llm-kg/methods#symAgent>,
      <https://neverblink.eu/ontologies/llm-kg/methods#toG>;
    a prov:Entity .
  
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    rdfs:label "Debate on Graph" .
  
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    rdfs:label "EffiQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ewekQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "EWEK-QA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#gfmRag> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GFM-RAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#gnnRag> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GNN-RAG" .
  
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    rdfs:label "GNN-RAG+RA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#graphConstrainedReasoning> dct:subject
      <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "GCR is a novel framework that bridges structured knowledge in KGs with unstructured reasoning in LLMs to eliminate hallucinations and ensure faithful reasoning. It integrates KG structure into the LLM decoding process via a KG-Trie, leverages a lightweight KG-specialized LLM for graph-constrained decoding to generate paths, and a powerful general LLM for inductive reasoning over multiple generated paths. This approach deeply combines LLM and KG reasoning capabilities.";
    rdfs:label "Graph-constrained Reasoning (GCR)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kdCoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KD-CoT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#planOnGraph> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Plan-on-Graph" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#rog> a <http://purl.org/spar/fabio/Workflow>;
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    rdfs:label "StructGPT" .
  
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    rdfs:label "SymAgent" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#toG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ToG" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2410.13080> .
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