[ {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ",
    "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ],
    "http://www.nanopub.org/nschema#hasAssertion" : [ {
      "@id" : "https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ/assertion"
    } ],
    "http://www.nanopub.org/nschema#hasProvenance" : [ {
      "@id" : "https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ/provenance"
    } ],
    "http://www.nanopub.org/nschema#hasPublicationInfo" : [ {
      "@id" : "https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ/pubinfo"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ/Head"
}, {
  "@graph" : [ {
    "@id" : "https://doi.org/10.48550/arXiv.2502.16171",
    "@type" : [ "http://www.w3.org/ns/prov#Entity" ],
    "http://purl.org/dc/terms/title" : [ {
      "@value" : "EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering"
    } ],
    "http://purl.org/spar/cito/describes" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#eperm"
    } ],
    "http://purl.org/spar/cito/discusses" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#bamnet"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#beamQa"
    }, {
      "@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#eprNsm"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#graftNet"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#grailQaRanking"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#kdCot"
    }, {
      "@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#llama2Chat7B"
    }, {
      "@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#srNsm"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#srNsmE2e"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#structGpt"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#toGchatGpt"
    }, {
      "@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#bamnet",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "BAMnet"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#beamQa",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "BeamQA"
    } ]
  }, {
    "@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#eperm",
    "@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" : "EPERM is a three-stage framework that reformulates KGQA as a probabilistic graphical model for enhanced reasoning. It uses fine-tuned LLMs as agents to interact with KGs in stages: subgraph retrieval, evidence path finding (generating and scoring weighted plans/paths), and final answer prediction. This unified approach combines LLM capabilities with KG structural information for faithful reasoning, representing a synergized model for effective reasoning."
    } ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Evidence Path Enhanced Reasoning Model (EPERM)"
    } ],
    "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#eprNsm",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "EPR+NSM"
    } ]
  }, {
    "@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#grailQaRanking",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "GrailQA Ranking"
    } ]
  }, {
    "@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#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#llama2Chat7B",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "LLaMA2-Chat-7B"
    } ]
  }, {
    "@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#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#structGpt",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "StructGPT"
    } ]
  }, {
    "@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#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/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ/assertion"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ/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.2502.16171"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ/provenance"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ",
    "http://purl.org/dc/terms/created" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#dateTime",
      "@value" : "2026-02-26T16:33:06.998Z"
    } ],
    "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.2502.16171"
    } ]
  }, {
    "@id" : "https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ/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" : "qe5FlCsvdgg4IiSPZzzuxvyf7DDF1/foAfufsA4bj+KfeqZFpEB8i2C84K9pEZrzpkBmz5zoMzyQiL1na6z0Q4isj+o3bTjtQuZA6FRZArSfj7OBEx+EWyDX82FkEmum9wOBF3tzR5gU5v/zxfbWFVzqxAfCe6VSUlG83z9lsGtzIzNHAIH1BL6ORI/8ykBWbL5lvFViNQM5rgdVD1bXk6JCh3D6M29EMlhSI41dlxxbUgN6symQwsAbgvGjb4evzz1ukoEUym8LjRDdb0rz30PE6aIxV0f6AeT6bainf8dy7FKvflQs15a2fZiXwBf90+gXQ1G20P25TwxqXVcCgA=="
    } ],
    "http://purl.org/nanopub/x/hasSignatureTarget" : [ {
      "@id" : "https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ"
    } ],
    "http://purl.org/nanopub/x/signedBy" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/agent"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ/pubinfo"
} ]