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sub:assertion {
  <https://doi.org/10.48550/arXiv.2505.15210> dct:title "Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#deliberationOverPriorsDP>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#amar>,
      <https://neverblink.eu/ontologies/llm-kg/methods#doG>, <https://neverblink.eu/ontologies/llm-kg/methods#embedKGQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#gnnRAG>, <https://neverblink.eu/ontologies/llm-kg/methods#interactiveKBQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#lightPROF>, <https://neverblink.eu/ontologies/llm-kg/methods#poG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#readi>, <https://neverblink.eu/ontologies/llm-kg/methods#roG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#toG>, <https://neverblink.eu/ontologies/llm-kg/methods#transferNet>,
      <https://neverblink.eu/ontologies/llm-kg/methods#uniKGQA>;
    a prov:Entity .
  
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    rdfs:label "AMAR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#deliberationOverPriorsDP> dct:subject
      <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "Deliberation over Priors (DP) is a framework designed to enhance the trustworthiness of LLM reasoning by leveraging KG structural and constraint priors. It employs a progressive knowledge distillation strategy to integrate structural priors into LLMs during an offline stage, preparing them for more faithful relation path generation. In the online (inference) stage, a reasoning-introspection strategy guides LLMs to verify reasoning paths against extracted constraint priors, improving the reliability of response generation. The primary goal is to improve LLM performance, specifically its reasoning and response generation at inference time, by explicit use of KG knowledge.";
    rdfs:label "Deliberation over Priors (DP)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  
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    rdfs:label "DoG" .
  
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    rdfs:label "EmbedKGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#gnnRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GNN-RAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#interactiveKBQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Interactive-KBQA" .
  
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    rdfs:label "LightPROF" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#poG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PoG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#readi> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Readi" .
  
  <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#transferNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TransferNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#uniKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "UniKGQA" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2505.15210> .
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