@prefix this: <https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4> .
@prefix sub: <https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/> .
@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/> .
sub:Head {
   this: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}
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 {
   sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2511.11017> .
}
sub:pubinfo {
   this: dct:created "2026-02-26T15:15:06.779Z"^^xsd:dateTime ;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent> ;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    npx:supersedes <https://w3id.org/np/RAuBp5xVPrp9Y47uFbQyyuf4dScOpwuEiq8_5zY5rumAc> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2511.11017" .
  sub:sig npx:hasAlgorithm "RSA" ;
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" ;
    npx:hasSignature "qbz2PNJBYE/ORaHly9wXO8K+I4S5oSWbLeV3k+2mpSvG/dJ7CIoPCWKfkdZU20e46MftAHuSot2opdzrexIZn5JIHee6KuJ/Pp9eFbZ08SIeS1xYuym+r2GWod0M0oSp79szS5/jyfdoyWTuyJtDtg436pztJPJGhXaqOzJZT3u7hJBNu0eX5CjFC0wI/NFHYkPDo9vIWsRxt+gZH2qTtIHy12QPfGFj2pR5c9UGzxStxMoRdkquJmIwj74wUqw384ng6YlChBfW9tDlCd58i6RrzY0LApKgwpLFszTQHHkCY0+Z6G9g0/Ii0cRoZcNNHgbHOLAkf2GOD+MB/RcRUw==" ;
    npx:hasSignatureTarget this: ;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}