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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 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/> .
@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/> .

<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE> a np:Nanopublication;
  np:hasAssertion sub:assertion;
  np:hasProvenance sub:provenance;
  np:hasPublicationInfo sub:pubinfo;
  dct:created "2026-02-26T13:19:09.309Z"^^xsd:dateTime;
  dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
  npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
  rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2511.11017" .

<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#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> .

<https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenFrameworkForAutomatedProductKgConstruction>
  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 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:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
  prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2511.11017> .

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