[ { "@graph" : [ { "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y/pubinfo" } ] } ], "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y/Head" }, { "@graph" : [ { "@id" : "https://doi.org/10.48550/arXiv.2402.11163", "@type" : [ "http://www.w3.org/ns/prov#Entity" ], "http://purl.org/dc/terms/title" : [ { "@value" : "KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph" } ], "http://purl.org/spar/cito/describes" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgAgent" } ], "http://purl.org/spar/cito/discusses" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#AutoGpt" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#BartSparql" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ChatBd" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#EmbedKgqa" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KbBinder" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Kvmemnet" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#MmReAct" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Nsm" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Pangu" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ProgPrompt" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ReAct" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Rgcn" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#RnnSparql" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#StructGpt" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#TransferNet" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#WebGpt" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#AutoGpt", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/spar/fabio/hasURL" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#anyURI", "@value" : "https://github.com/Significant-Gravitas/AutoGPT" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "AutoGPT" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#BartSparql", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "BART SPARQL" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ChatBd", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ChatBD" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#EmbedKgqa", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "EmbedKGQA" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KbBinder", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KB-BINDER" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgAgent", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "KG-Agent is an autonomous LLM-based agent framework designed to synergize LLMs and KGs for complex reasoning tasks over KGs. It treats the LLM as a planner that actively interacts with the KG through a specialized multifunctional toolbox and an iterative memory-updating mechanism. This aligns perfectly with the 'treating LLMs as agents to interact with the KGs to conduct reasoning' aspect of SynergizedReasoning." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KG-Agent" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Kvmemnet", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KVMemNet" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#MmReAct", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "MM-REACT" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Nsm", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "NSM" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Pangu", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Pangu" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ProgPrompt", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ProgPrompt" } ] }, { "@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#Rgcn", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "RGCN" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#RnnSparql", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "RNN SPARQL" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#StructGpt", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Struct-GPT" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#TransferNet", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "TransferNet" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#WebGpt", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "WebGPT" } ] } ], "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y/assertion" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y/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.2402.11163" } ] } ], "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y/provenance" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y", "http://purl.org/dc/terms/created" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2026-02-26T13:20:32.929Z" } ], "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.2402.11163" } ] }, { "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y/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" : "CdIS6KN1/5pHs1YO7ajNk1ky0WdbEW1NAJQHrfbFrZVXIB62q2BKOcEcYQzYY6mIMqEtauOdwDIj3pYwjew1K7SZBuojkYwHDL/WEnTE/NqRmKiWm2ht93wFLMxNG03qcFNEM0N1FpT4kzXLaUFCIkf4RmER1B91+x55QPu6spX+YtNrIq3c9iK0yTrLynuSdKxXSrKUpGUnSf9dAusP7cXXClC58A5F1qt3J7HsNPDf9/LZkie0rBCBJuMFwVKl3g4SCVmdbBMgJUugOY3kuJhKCiI8U+wFPtNovH8fu7a4B2/EZomVVDzkBE0fbZ8jcWNcss9bQzKY1ovgDN7atw==" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y" } ], "http://purl.org/nanopub/x/signedBy" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ], "@id" : "https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y/pubinfo" } ]