[ {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4",
    "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ],
    "http://www.nanopub.org/nschema#hasAssertion" : [ {
      "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/assertion"
    } ],
    "http://www.nanopub.org/nschema#hasProvenance" : [ {
      "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/provenance"
    } ],
    "http://www.nanopub.org/nschema#hasPublicationInfo" : [ {
      "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/pubinfo"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/Head"
}, {
  "@graph" : [ {
    "@id" : "https://doi.org/10.48550/arXiv.2511.11017",
    "@type" : [ "http://www.w3.org/ns/prov#Entity" ],
    "http://purl.org/dc/terms/title" : [ {
      "@value" : "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction in E-Commerce"
    } ],
    "http://purl.org/spar/cito/describes" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenProductKgConstructionFramework"
    } ],
    "http://purl.org/spar/cito/discusses" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#AutoKG"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeFramework"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Grapher"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#IText2KG"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KGICL"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KGLLM"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KommineniEtAl202XOntologyGenerationPipeline"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#NingEtAl202XFactualKnowledgeExtraction"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#PromptKG"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#XuEtAl202XProductKGEmbedding"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenProductKgConstructionFramework",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://purl.org/dc/terms/subject" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction"
    } ],
    "http://www.w3.org/2000/01/rdf-schema#comment" : [ {
      "@value" : "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."
    } ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction"
    } ],
    "https://neverblink.eu/ontologies/llm-kg/hasTopCategory" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#AutoKG",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "AutoKG framework"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "CodeKGC"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeFramework",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Extract-Define-Canonicalize (EDC) framework"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Grapher",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Grapher"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#IText2KG",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "iText2KG"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KGICL",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "KG-ICL"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KGLLM",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "KG-LLM"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KommineniEtAl202XOntologyGenerationPipeline",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Kommineni et al.'s competency-question-based ontology generation and LLM-driven evaluation pipeline"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#NingEtAl202XFactualKnowledgeExtraction",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Ning et al.'s factual knowledge extraction via prompt templates and parameter tuning"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#PromptKG",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "PromptKG"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#XuEtAl202XProductKGEmbedding",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Xu et al.'s embedding method tailored to product KGs"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/assertion"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/assertion",
    "http://www.w3.org/ns/prov#wasAttributedTo" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/agent"
    } ],
    "http://www.w3.org/ns/prov#wasDerivedFrom" : [ {
      "@id" : "https://doi.org/10.48550/arXiv.2511.11017"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/provenance"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4",
    "http://purl.org/dc/terms/created" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#dateTime",
      "@value" : "2026-02-26T15:15:06.779Z"
    } ],
    "http://purl.org/dc/terms/creator" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/agent"
    } ],
    "http://purl.org/nanopub/x/hasNanopubType" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult"
    } ],
    "http://purl.org/nanopub/x/supersedes" : [ {
      "@id" : "https://w3id.org/np/RAuBp5xVPrp9Y47uFbQyyuf4dScOpwuEiq8_5zY5rumAc"
    } ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "LLM-KG assessment for paper 10.48550/arXiv.2511.11017"
    } ]
  }, {
    "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/sig",
    "http://purl.org/nanopub/x/hasAlgorithm" : [ {
      "@value" : "RSA"
    } ],
    "http://purl.org/nanopub/x/hasPublicKey" : [ {
      "@value" : "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB"
    } ],
    "http://purl.org/nanopub/x/hasSignature" : [ {
      "@value" : "qbz2PNJBYE/ORaHly9wXO8K+I4S5oSWbLeV3k+2mpSvG/dJ7CIoPCWKfkdZU20e46MftAHuSot2opdzrexIZn5JIHee6KuJ/Pp9eFbZ08SIeS1xYuym+r2GWod0M0oSp79szS5/jyfdoyWTuyJtDtg436pztJPJGhXaqOzJZT3u7hJBNu0eX5CjFC0wI/NFHYkPDo9vIWsRxt+gZH2qTtIHy12QPfGFj2pR5c9UGzxStxMoRdkquJmIwj74wUqw384ng6YlChBfW9tDlCd58i6RrzY0LApKgwpLFszTQHHkCY0+Z6G9g0/Ii0cRoZcNNHgbHOLAkf2GOD+MB/RcRUw=="
    } ],
    "http://purl.org/nanopub/x/hasSignatureTarget" : [ {
      "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4"
    } ],
    "http://purl.org/nanopub/x/signedBy" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/agent"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/pubinfo"
} ]