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@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
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@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.2511.11017> a prov:Entity;
    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#AIAgentDrivenKGConstructionFramework>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AliMeKG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#AutoKGFramework>, <https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC>,
      <https://neverblink.eu/ontologies/llm-kg/methods#DialoguesToTriplesForRecommendations>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeEDCFramework>,
      <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#KommineniEtAl2025CompetencyQuestionOntologyGeneration>,
      <https://neverblink.eu/ontologies/llm-kg/methods#NingEtAl2025FactualKnowledgeExtraction>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PerrotEtAl2025RetailDataIntegrationViaSemanticWeb>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ProductFactsFromQA>, <https://neverblink.eu/ontologies/llm-kg/methods#ProductGraph>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PromptKG>, <https://neverblink.eu/ontologies/llm-kg/methods#XuEtAl2025MultimodalKGEmbedding> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AIAgentDrivenKGConstructionFramework>
    a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
    rdfs:comment "This framework leverages LLM-powered agents across three stages: ontology creation and expansion, ontology refinement, and knowledge graph population. Its primary goal is to automate the construction of product-specific KGs from unstructured text, directly performing tasks like entity discovery and relation extraction to build and populate the graph.";
    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#AutoKGFramework> 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#DialoguesToTriplesForRecommendations>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Converting Dialogues into Triples for Recommendations" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeEDCFramework>
    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#KommineniEtAl2025CompetencyQuestionOntologyGeneration>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Kommineni et al. Competency-Question-Based Ontology Generation Pipeline" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#NingEtAl2025FactualKnowledgeExtraction>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Ning et al. Factual Knowledge Extraction via Prompt Templates" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PerrotEtAl2025RetailDataIntegrationViaSemanticWeb>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Perrot et al. Retail Data Integration via Semantic Web and KG Techniques" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ProductFactsFromQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Extracting Product Facts from Q&A Data" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ProductGraph> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Amazon's Product Graph" .
  
  <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#XuEtAl2025MultimodalKGEmbedding>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Xu et al. Multimodal Data for Product KG Embedding" .
}

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

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