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@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
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@prefix prov: <http://www.w3.org/ns/prov#> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2410.12298> dct:title "Pyramid-Driven Alignment: Pyramid Principle Guided Integration of Large Language Models and Knowledge Graphs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#PyramidDrivenAlignment>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KAPING>, <https://neverblink.eu/ontologies/llm-kg/methods#KnowledgeDrivenCoT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency>, <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphKGQA>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought (CoT)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KAPING> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KAPING" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KnowledgeDrivenCoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Knowledge-Driven CoT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PyramidDrivenAlignment> dct:subject
      <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "PDA proposes a novel framework to align LLM and KG knowledge and optimize their reasoning capabilities for complex question-answering. It uses the Pyramid Principle to generate deductive knowledge from the LLM that aligns with KG reasoning paths, and then employs a recursive mechanism to leverage the KG's inherent reasoning abilities to retrieve accurate information, thereby combining the strengths of both systems.";
    rdfs:label "Pyramid-Driven Alignment (PDA)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Self-Consistency" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Subgraph-KGQA" .
}

sub:provenance {
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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2410.12298> .
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