[ { "@graph" : [ { "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U/pubinfo" } ] } ], "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U/Head" }, { "@graph" : [ { "@id" : "https://doi.org/10.48550/arXiv.2507.20643", "@type" : [ "http://www.w3.org/ns/prov#Entity" ], "http://purl.org/dc/terms/title" : [ { "@value" : "Ontology-Enhanced Knowledge Graph Completion using Large Language Models" } ], "http://purl.org/spar/cito/describes" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LlmAutomaticOntologyExtractionAlgorithm" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#OlKgc" } ], "http://purl.org/spar/cito/discusses" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ComplEx" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ConvE" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#IterE" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgBert" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgEditor" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgLlama" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KnowC" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KoPA" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#MuKdc" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#NeoEA" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#RotatE" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#TransE" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ComplEx", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ComplEx" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ConvE", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ConvE" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#IterE", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "IterE" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgBert", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KG-BERT" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgEditor", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KGEditor" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgLlama", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KG-LLaMA" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KnowC", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KnowC" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KoPA", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KoPA" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LlmAutomaticOntologyExtractionAlgorithm", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction" } ], "http://purl.org/spar/fabio/hasURL" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#anyURI", "@value" : "https://github.com/xiumu-gg/OL-KGC" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "This algorithm leverages the generative capabilities of LLMs to automatically derive ontological knowledge, such as entity classes, relation composition, equivalence, and disjointness rules, directly from KGs. This process automates the design and enrichment of the KG's underlying ontology, thereby enhancing KG construction." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLM-based automatic ontology extraction algorithm" } ], "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#MuKdc", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "MuKDC" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#NeoEA", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "NeoEA" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#OlKgc", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion" } ], "http://purl.org/spar/fabio/hasURL" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#anyURI", "@value" : "https://github.com/xiumu-gg/OL-KGC" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "OL-KGC is an LLM-based Knowledge Graph Completion (KGC) method. It integrates vectorized structural information and ontological knowledge from KGs, transforming them into a textual format and prefixes to enhance the LLM's logical capabilities and overall performance in KGC tasks." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "OL-KGC" } ], "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#RotatE", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "RotatE" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#TransE", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "TransE" } ] } ], "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U/assertion" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U/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.2507.20643" } ] } ], "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U/provenance" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U", "http://purl.org/dc/terms/created" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2026-02-26T15:31:07.119Z" } ], "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://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLM-KG assessment for paper 10.48550/arXiv.2507.20643" } ] }, { "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U/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" : "u5SThzyilR4TM9yoglt84kO7THTQxDCpaxGxd/yKVV2hgJKhFppQHXl8yLRQFcxYyiNRhly6NU6yzbiM5KJ5umAMpFOhzN4Z9WMt4q+sRQqccG/+xKIS18Q2nwhw52IgJVeetFcos/9v/xpa8TRIE+DhHirYxjOLU7BjRGG9WHArJD6cchwdM9MB6LdaSrGReKfsf/bAWMVtJwpSkawoEo+lnGCFCceTTSmmD2ZElYCKOUsgo+tWlosr9Xc4+APb3fakz+l4968KO+SYfxy6hNAVdbpDqQ/9TFmuZadWkcqVZS3IgM1UCAzHlS93a8DPFjjsWQCCAJuJXk7450xUdg==" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U" } ], "http://purl.org/nanopub/x/signedBy" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ], "@id" : "https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U/pubinfo" } ]