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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#> .
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sub:Head {
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2406.14282> dct:title "Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#Lpkg>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#CoT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Direct>, <https://neverblink.eu/ontologies/llm-kg/methods#DirectRag>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Dlpkg>, <https://neverblink.eu/ontologies/llm-kg/methods#Iclpkg>,
      <https://neverblink.eu/ontologies/llm-kg/methods#React>, <https://neverblink.eu/ontologies/llm-kg/methods#SelfAsk>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought (CoT)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Direct> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Direct" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DirectRag> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Direct RAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Dlpkg> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DLPKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Iclpkg> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ICLPKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Lpkg> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMPretraining>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "LPKG is a novel framework that enhances the planning capabilities of LLMs for complex question-answering. It uses predefined KG patterns to construct accurate planning data, which is then used to fine-tune a planning LLM. The KG data directly improves the LLM's internal ability to generate multi-step plans, classifying it under KGEnhancedLLMPretraining as it modifies the LLM's core capabilities through a training phase.";
    rdfs:label "Learning to Plan from Knowledge Graphs (LPKG)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  
  <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#SelfAsk> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Self-Ask" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2406.14282> .
}

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