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@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 {
  this: np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo;
    a np:Nanopublication .
}

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#AiAgentDrivenFrameworkForAutomatedProductKnowledgeGraphConstruction>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AliMeKG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#AmazonsProductGraph>, <https://neverblink.eu/ontologies/llm-kg/methods#BiEtAl2025CodeKGC>,
      <https://neverblink.eu/ontologies/llm-kg/methods#CuiEtAl2025KGICL>, <https://neverblink.eu/ontologies/llm-kg/methods#Grapher>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LairgiEtAl2025IText2KG>, <https://neverblink.eu/ontologies/llm-kg/methods#XieEtAl2025PromptKG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#YaoEtAl2025KGLLM>, <https://neverblink.eu/ontologies/llm-kg/methods#ZhangEtAl2025EDCFramework>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ZhuEtAl2025MultiAgentAutoKG>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenFrameworkForAutomatedProductKnowledgeGraphConstruction>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "This method introduces a novel, fully automated framework that leverages LLM-powered agents to construct product knowledge graphs. It performs three key stages: ontology creation and expansion, ontology refinement, and knowledge graph population. The primary goal is to enhance and automate the KG construction task by using LLMs.";
    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#AliMeKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "AliMeKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AmazonsProductGraph> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Amazon's Product Graph" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BiEtAl2025CodeKGC> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CodeKGC" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CuiEtAl2025KGICL> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-ICL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Grapher> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Grapher" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LairgiEtAl2025IText2KG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "iText2KG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#XieEtAl2025PromptKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PromptKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#YaoEtAl2025KGLLM> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-LLM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ZhangEtAl2025EDCFramework> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Extract-Define-Canonicalize (EDC) framework" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ZhuEtAl2025MultiAgentAutoKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "multi-agent AutoKG framework" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2511.11017> .
}

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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2511.11017" .
  
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