[ {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74",
    "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ],
    "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"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74/Head"
}, {
  "@graph" : [ {
    "@id" : "https://doi.org/10.48550/arXiv.2506.10508",
    "@type" : [ "http://www.w3.org/ns/prov#Entity" ],
    "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"
    } ]
  }, {
    "@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#ReliableReasoningPathRRP",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://purl.org/dc/terms/subject" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference"
    } ],
    "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#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/assertion"
}, {
  "@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/provenance"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RAhqjYI4rBb7Dd13t_v4punDzW5SoNqQDjpmqTNb5Yz74",
    "http://purl.org/dc/terms/created" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#dateTime",
      "@value" : "2026-02-26T15:59:50.662Z"
    } ],
    "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/pubinfo"
} ]