<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE> <http://www.nanopub.org/nschema#hasAssertion> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/Head> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE> <http://www.nanopub.org/nschema#hasProvenance> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/provenance> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/Head> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE> <http://www.nanopub.org/nschema#hasPublicationInfo> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/pubinfo> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/Head> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://www.nanopub.org/nschema#Nanopublication> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/Head> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://purl.org/dc/terms/title> "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction in E-Commerce" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenFrameworkForAutomatedProductKgConstruction> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AutoKgFramework> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#CodeKgc> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeFramework> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Grapher> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Itext2Kg> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#KgIcl> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#KgLlm> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#KommineniEtAlCompetencyQuestionBasedOntologyGeneration> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#PromptKg> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://doi.org/10.48550/arXiv.2511.11017> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://www.w3.org/ns/prov#Entity> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenFrameworkForAutomatedProductKgConstruction> <http://purl.org/dc/terms/subject> <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenFrameworkForAutomatedProductKgConstruction> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/spar/fabio/Workflow> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenFrameworkForAutomatedProductKgConstruction> <http://www.w3.org/2000/01/rdf-schema#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." <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenFrameworkForAutomatedProductKgConstruction> <http://www.w3.org/2000/01/rdf-schema#label> "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenFrameworkForAutomatedProductKgConstruction> <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#AutoKgFramework> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/spar/fabio/Workflow> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#AutoKgFramework> <http://www.w3.org/2000/01/rdf-schema#label> "AutoKG framework" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#CodeKgc> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/spar/fabio/Workflow> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#CodeKgc> <http://www.w3.org/2000/01/rdf-schema#label> "CodeKGC" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeFramework> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/spar/fabio/Workflow> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeFramework> <http://www.w3.org/2000/01/rdf-schema#label> "Extract-Define-Canonicalize (EDC) framework" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#Grapher> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/spar/fabio/Workflow> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#Grapher> <http://www.w3.org/2000/01/rdf-schema#label> "Grapher" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#Itext2Kg> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/spar/fabio/Workflow> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#Itext2Kg> <http://www.w3.org/2000/01/rdf-schema#label> "iText2KG" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#KgIcl> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/spar/fabio/Workflow> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#KgIcl> <http://www.w3.org/2000/01/rdf-schema#label> "KG-ICL" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#KgLlm> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/spar/fabio/Workflow> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#KgLlm> <http://www.w3.org/2000/01/rdf-schema#label> "KG-LLM" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#KommineniEtAlCompetencyQuestionBasedOntologyGeneration> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/spar/fabio/Workflow> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#KommineniEtAlCompetencyQuestionBasedOntologyGeneration> <http://www.w3.org/2000/01/rdf-schema#label> "Kommineni et al.'s pipeline incorporating competency-question-based ontology generation and LLM-driven evaluation" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#PromptKg> <http://www.w3.org/1999/02/22-rdf-syntax-ns#type> <http://purl.org/spar/fabio/Workflow> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#PromptKg> <http://www.w3.org/2000/01/rdf-schema#label> "PromptKG" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> <http://www.w3.org/ns/prov#wasAttributedTo> <https://neverblink.eu/ontologies/llm-kg/agent> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/provenance> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/assertion> <http://www.w3.org/ns/prov#wasDerivedFrom> <https://doi.org/10.48550/arXiv.2511.11017> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/provenance> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE> <http://purl.org/dc/terms/created> "2026-02-26T13:19:09.309Z"^^<http://www.w3.org/2001/XMLSchema#dateTime> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/pubinfo> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE> <http://purl.org/dc/terms/creator> <https://neverblink.eu/ontologies/llm-kg/agent> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/pubinfo> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE> <http://purl.org/nanopub/x/hasNanopubType> <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/pubinfo> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE> <http://www.w3.org/2000/01/rdf-schema#label> "LLM-KG assessment for paper 10.48550/arXiv.2511.11017" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/pubinfo> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/sig> <http://purl.org/nanopub/x/hasAlgorithm> "RSA" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/pubinfo> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/sig> <http://purl.org/nanopub/x/hasPublicKey> "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/pubinfo> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/sig> <http://purl.org/nanopub/x/hasSignature> "qn5br5I2g0/IPyMdkhHhJgQ1Y4oI9/w6rFAN2ErriFA/pw0pPnJQatmHczR2vNUU8Y+Pqr8bLWjN38JFIYupb4Anq3ztvkPw1rC/FJTTwgEHUNoDT+TLLBazPfkEMBL13Si6Rrv1i+DC/ClwMVLimMRuTYnepbiB0Z70ux3Pts1m1+VJFXGEnaJFa98s4hUsDrtoFROeWkn91KDJiDw9M5EZqYZCG2lSbbafL04SV1FUdgy9afoUp3N/AmbvdEkCTxZ6F/MPuxW/lzQDDUIOL1RKkFQlgT59O79G8H4dYQReY/PQNhdCN7f2sTiyJt1Nav5pDAECzxwIM6dTB38yrQ==" <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/pubinfo> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/sig> <http://purl.org/nanopub/x/hasSignatureTarget> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/pubinfo> .
<https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/sig> <http://purl.org/nanopub/x/signedBy> <https://neverblink.eu/ontologies/llm-kg/agent> <https://w3id.org/np/RAnEDGNfdDpTSEH4DIT7ldYN8Qj9WxMLPddyS9d9LITZE/pubinfo> .