[ {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog",
    "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ],
    "http://www.nanopub.org/nschema#hasAssertion" : [ {
      "@id" : "https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/assertion"
    } ],
    "http://www.nanopub.org/nschema#hasProvenance" : [ {
      "@id" : "https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/provenance"
    } ],
    "http://www.nanopub.org/nschema#hasPublicationInfo" : [ {
      "@id" : "https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/pubinfo"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/Head"
}, {
  "@graph" : [ {
    "@id" : "https://doi.org/10.48550/arXiv.2505.15210",
    "@type" : [ "http://www.w3.org/ns/prov#Entity" ],
    "http://purl.org/dc/terms/title" : [ {
      "@value" : "Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs"
    } ],
    "http://purl.org/spar/cito/describes" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#deliberationOverPriorsDP"
    } ],
    "http://purl.org/spar/cito/discusses" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#amar"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#doG"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#embedKGQA"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#gnnRAG"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#interactiveKBQA"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#lightPROF"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#poG"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#readi"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#roG"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#toG"
    }, {
      "@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#amar",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "AMAR"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#deliberationOverPriorsDP",
    "@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" : "Deliberation over Priors (DP) is a framework designed to enhance the trustworthiness of LLM reasoning by leveraging KG structural and constraint priors. It employs a progressive knowledge distillation strategy to integrate structural priors into LLMs during an offline stage, preparing them for more faithful relation path generation. In the online (inference) stage, a reasoning-introspection strategy guides LLMs to verify reasoning paths against extracted constraint priors, improving the reliability of response generation. The primary goal is to improve LLM performance, specifically its reasoning and response generation at inference time, by explicit use of KG knowledge."
    } ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Deliberation over Priors (DP)"
    } ],
    "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#doG",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "DoG"
    } ]
  }, {
    "@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#gnnRAG",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "GNN-RAG"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#interactiveKBQA",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Interactive-KBQA"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#lightPROF",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "LightPROF"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#poG",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "PoG"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#readi",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Readi"
    } ]
  }, {
    "@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#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#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/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/assertion"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/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.2505.15210"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/provenance"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog",
    "http://purl.org/dc/terms/created" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#dateTime",
      "@value" : "2026-02-26T15:58:24.837Z"
    } ],
    "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.2505.15210"
    } ]
  }, {
    "@id" : "https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/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" : "BhCXL5OhuoG4pSOBKw+2wwoL9xRpSnA/9kLvyDrKGe53zCIKp116K2nofXivxhPsDca/PGSfTHNdHoXKxQru6q3bqjOxS/fgpht5NPl7EykJmb2SNyIgf7QyXBx3+VaOMkiUnWyMunvxVcije67paY6YIYVjoiQiXu7gnBPn32zYNidKekh7am6YBVwcJqxuh1cTSv4DxJ7n1O7yd7X0KaPzAF+5yyM0Cx3v+w13AQDCRgKGsy8GLyWxPOy9i3OhZxznBYZnsh/kkZu/fP8qv+pUp37n4EmVz19nAugC4Vn+1C7edPKAE3RdgO7QenbZB5hzooF/CQBw9hVeWONFHw=="
    } ],
    "http://purl.org/nanopub/x/hasSignatureTarget" : [ {
      "@id" : "https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog"
    } ],
    "http://purl.org/nanopub/x/signedBy" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/agent"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RA9r7_8oQpLodaR7QgEO0I9Rex_DvUPvGVb4_XKDUdYog/pubinfo"
} ]