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sub:assertion {
  <https://doi.org/10.48550/arXiv.2511.11017> dct:title "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction in E-Commerce";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenFrameworkForAutomatedProductKgConstruction>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AutoKgFramework>,
      <https://neverblink.eu/ontologies/llm-kg/methods#CodeKgc>, <https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeFramework>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Grapher>, <https://neverblink.eu/ontologies/llm-kg/methods#Itext2Kg>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KgIcl>, <https://neverblink.eu/ontologies/llm-kg/methods#KgLlm>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KommineniEtAlCompetencyQuestionBasedOntologyGeneration>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PromptKg>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenFrameworkForAutomatedProductKgConstruction>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "This framework leverages LLM-powered agents to fully automate the end-to-end process of constructing product knowledge graphs directly from unstructured text. It operates in three main stages: ontology creation and expansion, ontology refinement, and knowledge graph population, all aimed at improving and automating KG construction tasks.";
    rdfs:label "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AutoKgFramework> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "AutoKG framework" .
  
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    rdfs:label "CodeKGC" .
  
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    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Extract-Define-Canonicalize (EDC) framework" .
  
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    rdfs:label "iText2KG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KgIcl> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-ICL" .
  
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    rdfs:label "KG-LLM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KommineniEtAlCompetencyQuestionBasedOntologyGeneration>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Kommineni et al.'s pipeline incorporating competency-question-based ontology generation and LLM-driven evaluation" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PromptKg> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PromptKG" .
}

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