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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#AiAgentDrivenProductKgConstructionFramework>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AutoKG>,
      <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#KommineniEtAl202XOntologyGenerationPipeline>,
      <https://neverblink.eu/ontologies/llm-kg/methods#NingEtAl202XFactualKnowledgeExtraction>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PromptKG>, <https://neverblink.eu/ontologies/llm-kg/methods#XuEtAl202XProductKGEmbedding>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenProductKgConstructionFramework>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "This framework leverages LLMs through a multi-agent system to automate the entire process of constructing product knowledge graphs. It involves three stages: ontology creation and expansion, ontology refinement, and knowledge graph population, directly addressing the entity discovery, coreference resolution, and relation extraction tasks inherent in KG construction from unstructured text.";
    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#AutoKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "AutoKG framework" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CodeKGC" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeFramework>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Extract-Define-Canonicalize (EDC) framework" .
  
  <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#IText2KG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "iText2KG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGICL> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-ICL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGLLM> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-LLM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KommineniEtAl202XOntologyGenerationPipeline>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Kommineni et al.'s competency-question-based ontology generation and LLM-driven evaluation pipeline" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#NingEtAl202XFactualKnowledgeExtraction>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Ning et al.'s factual knowledge extraction via prompt templates and parameter tuning" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PromptKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PromptKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#XuEtAl202XProductKGEmbedding> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Xu et al.'s embedding method tailored to product KGs" .
}

sub:provenance {
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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2511.11017> .
}

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