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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#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> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#AIAgentDrivenKGConstructionFramework> 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 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" .
}
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