[ { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74", "http://purl.org/dc/terms/created": [ { "@value": "2026-02-26T15:59:50.662Z", "@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.2506.10508" } ] }, { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74/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": "iNBuHzM89C0ihYAnUQJcDpifu4i5rrDX+KY58FNahDoe9tmWswKcp30CW0/l9tjRcwAK8rgJi1V+R2wF2vuiRkMbmzA8BmsY7TD4y3OUNHpneyMglpm7rrS91RdvRiqA7X2ynT//P5qH0k4ZBlDthNcGs1Z8bDqKsIlSnzPHJZ1S3cdb7z/epClh8hZiQpUUMPqHm2XtQNkLCS40/Nu93ahR1WpE5Fw5Re5UvcWlmbHCuInVYp/8S1qNGfytH/laYAoEP6IlltplkHfNp0dD0butmZKz2CZ+GN7pRPZOFpFJvlxO9qmH4KurniLIefe1AiDQn1E8jxx0qYyUUDtghw==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ] }, { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74/provenance", "@graph": [ { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74/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.2506.10508" } ] } ] }, { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74/assertion", "@graph": [ { "@id": "https://doi.org/10.48550/arXiv.2506.10508", "http://purl.org/dc/terms/title": [ { "@value": "Reliable Reasoning Path: Distilling Effective Guidance for LLM Reasoning with Knowledge Graphs" } ], "http://purl.org/spar/cito/describes": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReliableReasoningPathRRP" } ], "http://purl.org/spar/cito/discusses": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ChatGPTCoT" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GraftNet" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KDCoT" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGCoT" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGT5" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KVMem" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#NSM" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PullNet" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#RoG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SR" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SRNSM" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SRNSME2E" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAGChatGPT" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAGLLaMA38B" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ToG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ToGChatGPT" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ToGLLaMA270B" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TransferNet" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#UniKGQA" } ], "@type": [ "http://www.w3.org/ns/prov#Entity" ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ReliableReasoningPathRRP", "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": "RRP is proposed to enhance LLM reasoning for knowledge-intensive tasks by distilling effective guidance from Knowledge Graphs. It operates during the inference stage by generating, refining, and prioritizing relevant reasoning paths from KGs, which are then fed to the LLM. This framework aims to reduce hallucination and improve factual consistency in LLM outputs without requiring retraining." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Reliable Reasoning Path (RRP)" } ], "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#ChatGPTCoT", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ChatGPT+CoT" } ] }, { "@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#GraftNet", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GraftNet" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KDCoT", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KD-CoT" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGCoT", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KG-CoT" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGT5", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KGT5" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KVMem", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KV-Mem" } ] }, { "@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#PullNet", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "PullNet" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#RoG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "RoG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SR", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "SR" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SRNSM", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "SR+NSM" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SRNSME2E", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "SR+NSM+E2E" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "SubgraphRAG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAGChatGPT", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "SubgraphRAG+ChatGPT" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAGLLaMA38B", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "SubgraphRAG+LLaMA3-8B" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ToG", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ToG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ToGChatGPT", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ToG+ChatGPT" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ToGLLaMA270B", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ToG+LLaMA2-70B" } ] }, { "@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#UniKGQA", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "UniKGQA" } ] } ] }, { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74/Head", "@graph": [ { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] } ]