Nanopublications

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@prefix sub: <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@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#> .
@prefix npx: <http://purl.org/nanopub/x/> .

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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" .
  <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#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" .
}

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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