[ { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4", "http://purl.org/dc/terms/created": [ { "@value": "2026-02-26T16:12:33.642Z", "@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.2511.17467" } ] }, { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4/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": "N2ZnelLvxUApOV/285+4KamZUbfXgnGweYcCAoKHCykQd64nMISGWIRwtUTFsfyoDVQlzGHBmfm5iyw6WRDOIzwlbeHDhiozLkafb6447djSzWuJuFpEDRVqyZH8hcetg16jfx+6A/IzjFYTq9m4NTAR7AhNRSfNtntj6HRN26RFVKKtnBVfQfIq7IITXunXvDP/+7wifqsKMi2n4l0Sk/8UHWADz7Q7SOuLODnmjAucW8wIkkVkWDx2RHpxZ2bQcip+quGGV1y05VB/T1xuMoc5iWsWxHnwwRWGrphdgskJezCeGzozfMdh0EQjw9qgLXl8bVPi4r7XvrraVdOfAQ==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ] }, { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4/provenance", "@graph": [ { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4/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.2511.17467" } ] } ] }, { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4/assertion", "@graph": [ { "@id": "https://doi.org/10.48550/arXiv.2511.17467", "http://purl.org/dc/terms/title": [ { "@value": "PersonaAgent with GraphRAG: Community-Aware Knowledge Graphs for Personalized LLM" } ], "http://purl.org/spar/cito/describes": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PersonaAgentWithGraphRAG" } ], "http://purl.org/spar/cito/discusses": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MemBank" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReAct" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ZhangEtAl2024PersonaAgent" } ], "@type": [ "http://www.w3.org/ns/prov#Entity" ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PersonaAgentWithGraphRAG", "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": "This framework enhances Large Language Models (LLMs) by integrating Knowledge Graphs (KGs) to enable personalized AI agents. The KG stores user interaction histories and community patterns, which a GraphRAG mechanism then retrieves and synthesizes to dynamically generate context-rich prompts for the LLM during its inference stage, thereby improving personalized content generation and decision-making." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "PersonaAgent with GraphRAG" } ], "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#MemBank", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "MemBank" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReAct", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ReAct" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ZhangEtAl2024PersonaAgent", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "PersonaAgent (Zhang et al. 2024)" } ] } ] }, { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4/Head", "@graph": [ { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RAqXQG73uAe6bfT0ZgJ_ok38gQwjjFPEUt0lZPgVjZ2I4/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] } ]