[ { "@id": "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/Head", "@graph": [ { "@id": "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4", "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" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/assertion", "@graph": [ { "@id": "https://doi.org/10.48550/arXiv.2511.11017", "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" } ], "@type": [ "http://www.w3.org/ns/prov#Entity" ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenProductKgConstructionFramework", "http://purl.org/dc/terms/subject": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction" } ], "@type": [ "http://purl.org/spar/fabio/Workflow" ], "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/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4", "http://purl.org/dc/terms/created": [ { "@value": "2026-02-26T15:15:06.779Z", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "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/provenance", "@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" } ] } ] } ]