[
    {
        "@id": "https://w3id.org/np/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4/provenance",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4/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/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4/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#AIAgentDrivenKGConstructionFramework"
                    }
                ],
                "http://purl.org/spar/cito/discusses": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#AliMeKG"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#AutoKGFramework"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#DialoguesToTriplesForRecommendations"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeEDCFramework"
                    },
                    {
                        "@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#KommineniEtAl2025CompetencyQuestionOntologyGeneration"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#NingEtAl2025FactualKnowledgeExtraction"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PerrotEtAl2025RetailDataIntegrationViaSemanticWeb"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ProductFactsFromQA"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ProductGraph"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PromptKG"
                    },
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/methods#XuEtAl2025MultimodalKGEmbedding"
                    }
                ],
                "@type": [
                    "http://www.w3.org/ns/prov#Entity"
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#AIAgentDrivenKGConstructionFramework",
                "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 LLM-powered agents across three stages: ontology creation and expansion, ontology refinement, and knowledge graph population. Its primary goal is to automate the construction of product-specific KGs from unstructured text, directly performing tasks like entity discovery and relation extraction to build and populate the graph."
                    }
                ],
                "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#AliMeKG",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "AliMeKG"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#AutoKGFramework",
                "@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#DialoguesToTriplesForRecommendations",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Converting Dialogues into Triples for Recommendations"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeEDCFramework",
                "@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#KommineniEtAl2025CompetencyQuestionOntologyGeneration",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Kommineni et al. Competency-Question-Based Ontology Generation Pipeline"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#NingEtAl2025FactualKnowledgeExtraction",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Ning et al. Factual Knowledge Extraction via Prompt Templates"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PerrotEtAl2025RetailDataIntegrationViaSemanticWeb",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Perrot et al. Retail Data Integration via Semantic Web and KG Techniques"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ProductFactsFromQA",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Extracting Product Facts from Q&A Data"
                    }
                ]
            },
            {
                "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ProductGraph",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Amazon's Product Graph"
                    }
                ]
            },
            {
                "@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#XuEtAl2025MultimodalKGEmbedding",
                "@type": [
                    "http://purl.org/spar/fabio/Workflow"
                ],
                "http://www.w3.org/2000/01/rdf-schema#label": [
                    {
                        "@value": "Xu et al. Multimodal Data for Product KG Embedding"
                    }
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4/Head",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4",
                "http://www.nanopub.org/nschema#hasAssertion": [
                    {
                        "@id": "https://w3id.org/np/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4/assertion"
                    }
                ],
                "http://www.nanopub.org/nschema#hasProvenance": [
                    {
                        "@id": "https://w3id.org/np/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4/provenance"
                    }
                ],
                "http://www.nanopub.org/nschema#hasPublicationInfo": [
                    {
                        "@id": "https://w3id.org/np/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4/pubinfo"
                    }
                ],
                "@type": [
                    "http://www.nanopub.org/nschema#Nanopublication"
                ]
            }
        ]
    },
    {
        "@id": "https://w3id.org/np/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4/pubinfo",
        "@graph": [
            {
                "@id": "https://w3id.org/np/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4",
                "http://purl.org/dc/terms/created": [
                    {
                        "@value": "2026-02-25T16:52:43.418Z",
                        "@type": "http://www.w3.org/2001/XMLSchema#dateTime"
                    }
                ],
                "http://purl.org/dc/terms/creator": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/agent"
                    }
                ]
            },
            {
                "@id": "https://w3id.org/np/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4/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": "DExgPbEZDl/4KB506Lr9IAx02KDFqL/Zi6luef7ryMhpxCMyWms0sc18dgcngw+wXCjPPaYKHhm6RQOFPsiirzrSVd7Iko1rxDlG9OAAGVUKGmOjHCwikF+1tnJuXNQrGomHd9LsmjAxqK6KXpx3O/RGZTy2M8vYOfYjYRAR/hYmXsSjdqHSMh482b+db1q/lGa60RuiEHt/AUOkL/6QmyDPxxH2gOisP27RDtR/2S0w29dLVAJqVlf53Qj+hrC7jubJXxbYWfB4Un9rmajF4Ftc1KOOgr+O5VAzQsk6td9aM3sX/HsL86NfCKJU70jMWoCro4j2FbR75h0q8aiL8Q=="
                    }
                ],
                "http://purl.org/nanopub/x/hasSignatureTarget": [
                    {
                        "@id": "https://w3id.org/np/RAQmcFLlEmiZPWT232oDPZSYqsOuKP6EvouO3UrqtD_c4"
                    }
                ],
                "http://purl.org/nanopub/x/signedBy": [
                    {
                        "@id": "https://neverblink.eu/ontologies/llm-kg/agent"
                    }
                ]
            }
        ]
    }
]