[ { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs/Head", "@graph": [ { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs/provenance", "@graph": [ { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs/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.2408.08088" } ] } ] }, { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs", "http://purl.org/dc/terms/created": [ { "@value": "2026-02-26T16:22:14.209Z", "@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://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "LLM-KG assessment for paper 10.48550/arXiv.2408.08088" } ] }, { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs/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": "HSv1ldjs5kxx9+mmi2Ji0QjGWQwZE3PdJdR+3hPrhOyALHXiFZUz3oj9BP/GWwFLAR0P1w74yhERNvc2cZtPUyEZOTGL23yRlk9wy+FdCF3mavavwHsPxhUc//se75aZ+/uqsnthZrT7zvVfmdGRR6huyYnzENwQam8yJQ5oSKiSUOUW7F0gbd8bakduREFgqmnqkogwpaBXpWnyykMUORQVfS3NA2pteWEsDLm23/HaMTbez7YLvXsC0Hgb5idjwH6XQJTvbx5CyUG16PVeSgRhIxaZZjRrX03jUBWDDOyDa1UMUTu32AzOr2iS9O+BAMX0DHCW3uceOHKIhVqwXQ==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ] }, { "@id": "https://w3id.org/np/RA5l1t9ItHCKMMag721XHtqf_Fjdi2fJPlw1x-nZejlZs/assertion", "@graph": [ { "@id": "https://doi.org/10.48550/arXiv.2408.08088", "http://purl.org/dc/terms/title": [ { "@value": "KGV: Integrating Large Language Models with Knowledge Graphs for Cyber Threat Intelligence Credibility Assessment" } ], "http://purl.org/spar/cito/describes": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGV" } ], "http://purl.org/spar/cito/discusses": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#AttacKG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#DPR" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#EHIAN" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#FinerFact" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GAMC" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GET" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#HAN" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#IRCoT" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGPT5" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGR" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MAC" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MUSER" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MulTiKG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ProgramFC" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#QKR" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SheepDog" } ], "@type": [ "http://www.w3.org/ns/prov#Entity" ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGV", "http://purl.org/dc/terms/subject": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference" } ], "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#comment": [ { "@value": "KGV integrates a paragraph-level Knowledge Graph (KG) with LLMs for Cyber Threat Intelligence (CTI) credibility assessment. The KG is utilized during the LLM's inference stage to provide factual knowledge, guide the LLM's multi-step reasoning process (including key point extraction, claim extraction, and triple extraction), and mitigate factual hallucinations, thereby enhancing the LLM's accuracy and response speed in verifying CTI claims." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Knowledge Graph-based Verifier (KGV)" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#AttacKG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "AttacKG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#DPR", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "DPR" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#EHIAN", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "EHIAN" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#FinerFact", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "FinerFact" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GAMC", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GAMC" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GET", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GET" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#HAN", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "HAN" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#IRCoT", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "IRCoT" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGPT5", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KGP-T5" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGR", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KGR" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MAC", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "MAC" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MUSER", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "MUSER" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MulTiKG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Mul-tiKG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ProgramFC", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ProgramFC" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#QKR", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "QKR" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SheepDog", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "SheepDog" } ] } ] } ]