rows {
  options {
    physical_type: PHYSICAL_STREAM_TYPE_QUADS
    max_name_table_size: 128
    max_prefix_table_size: 16
    max_datatype_table_size: 16
    logical_type: LOGICAL_STREAM_TYPE_DATASETS
    version: 2
  }
}
rows {
  prefix {
    value: "https://w3id.org/np/"
  }
}
rows {
  name {
    value: "RAktdmO7e56HyQlAV5G13k-17PnfVW-v6B-5FE6h3ZZwo"
  }
}
rows {
  namespace {
    name: "this"
    value {
      prefix_id: 1
    }
  }
}
rows {
  prefix {
    value: "https://w3id.org/np/RAktdmO7e56HyQlAV5G13k-17PnfVW-v6B-5FE6h3ZZwo/"
  }
}
rows {
  name {
  }
}
rows {
  namespace {
    name: "sub"
    value {
      prefix_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.nanopub.org/nschema#"
  }
}
rows {
  namespace {
    name: "np"
    value {
      prefix_id: 3
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://purl.org/dc/terms/"
  }
}
rows {
  namespace {
    name: "dct"
    value {
      prefix_id: 4
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/2001/XMLSchema#"
  }
}
rows {
  namespace {
    name: "xsd"
    value {
      prefix_id: 5
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/2000/01/rdf-schema#"
  }
}
rows {
  namespace {
    name: "rdfs"
    value {
      prefix_id: 6
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/ns/prov#"
  }
}
rows {
  namespace {
    name: "prov"
    value {
      prefix_id: 7
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://purl.org/nanopub/x/"
  }
}
rows {
  namespace {
    name: "npx"
    value {
      prefix_id: 8
      name_id: 2
    }
  }
}
rows {
  name {
    value: "hasAssertion"
  }
}
rows {
  name {
    value: "assertion"
  }
}
rows {
  name {
    value: "Head"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 1
      name_id: 1
    }
    p_iri {
      prefix_id: 3
      name_id: 3
    }
    o_iri {
      prefix_id: 2
    }
    g_iri {
    }
  }
}
rows {
  name {
    value: "hasProvenance"
  }
}
rows {
  name {
    value: "provenance"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 3
    }
    o_iri {
      prefix_id: 2
    }
  }
}
rows {
  name {
    value: "hasPublicationInfo"
  }
}
rows {
  name {
    value: "pubinfo"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 3
    }
    o_iri {
      prefix_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/1999/02/22-rdf-syntax-ns#"
  }
}
rows {
  name {
    value: "type"
  }
}
rows {
  name {
    value: "Nanopublication"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 9
    }
    o_iri {
      prefix_id: 3
    }
  }
}
rows {
  prefix {
    value: "https://doi.org/10.48550/"
  }
}
rows {
  name {
    value: "arXiv.2601.22485"
  }
}
rows {
  name {
    value: "title"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 10
    }
    p_iri {
      prefix_id: 4
    }
    o_literal {
      lex: "FraudShield: Knowledge Graph Empowered Defense for LLMs against Fraud Attacks"
    }
    g_iri {
      prefix_id: 2
      name_id: 4
    }
  }
}
rows {
  prefix {
    value: "http://purl.org/spar/cito/"
  }
}
rows {
  name {
    value: "describes"
  }
}
rows {
  prefix {
    value: "https://neverblink.eu/ontologies/llm-kg/methods#"
  }
}
rows {
  name {
    value: "FraudShield"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 11
      name_id: 14
    }
    o_iri {
      prefix_id: 12
    }
  }
}
rows {
  name {
    value: "discusses"
  }
}
rows {
  name {
    value: "GoalPrioritization"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 11
    }
    o_iri {
      prefix_id: 12
    }
  }
}
rows {
  name {
    value: "SafetyPrompt"
  }
}
rows {
  quad {
    o_iri {
    }
  }
}
rows {
  name {
    value: "SelfReminder"
  }
}
rows {
  quad {
    o_iri {
    }
  }
}
rows {
  name {
    value: "Entity"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 9
      name_id: 10
    }
    o_iri {
      prefix_id: 7
      name_id: 20
    }
  }
}
rows {
  name {
    value: "subject"
  }
}
rows {
  prefix {
    value: "https://neverblink.eu/ontologies/llm-kg/categories#"
  }
}
rows {
  name {
    value: "SynergizedReasoning"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 12
      name_id: 15
    }
    p_iri {
      prefix_id: 4
      name_id: 21
    }
    o_iri {
      prefix_id: 13
    }
  }
}
rows {
  prefix {
    value: "http://purl.org/spar/fabio/"
  }
}
rows {
  name {
    value: "Workflow"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 9
      name_id: 10
    }
    o_iri {
      prefix_id: 14
      name_id: 23
    }
  }
}
rows {
  name {
    value: "comment"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
    }
    o_literal {
      lex: "FraudShield is a novel framework that leverages LLMs to dynamically construct and refine a fraud tactic-keyword knowledge graph. This KG is then used to augment LLM inputs with structured evidence (XML-tagged keywords and rationales) during inference, thereby enhancing the LLM\'s reasoning capabilities for robust fraud detection. This integrated approach, where LLMs contribute to KG creation and the KG in turn guides LLM reasoning, exemplifies a synergistic interaction focused on mutual enhancement for improved reasoning."
    }
  }
}
rows {
  name {
    value: "label"
  }
}
rows {
  quad {
    p_iri {
    }
    o_literal {
      lex: "FraudShield"
    }
  }
}
rows {
  prefix {
    value: "https://neverblink.eu/ontologies/llm-kg/"
  }
}
rows {
  name {
    value: "hasTopCategory"
  }
}
rows {
  prefix {
    value: "https://neverblink.eu/ontologies/llm-kg/top-categories#"
  }
}
rows {
  name {
    value: "SynergizedLLMKG"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 15
    }
    o_iri {
      prefix_id: 16
    }
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 12
      name_id: 17
    }
    p_iri {
      prefix_id: 9
      name_id: 10
    }
    o_iri {
      prefix_id: 14
      name_id: 23
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
      name_id: 25
    }
    o_literal {
      lex: "Goal Prioritization"
    }
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 12
      name_id: 18
    }
    p_iri {
      prefix_id: 9
      name_id: 10
    }
    o_iri {
      prefix_id: 14
      name_id: 23
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
      name_id: 25
    }
    o_literal {
      lex: "Safety Prompt"
    }
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 12
      name_id: 19
    }
    p_iri {
      prefix_id: 9
      name_id: 10
    }
    o_iri {
      prefix_id: 14
      name_id: 23
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
      name_id: 25
    }
    o_literal {
      lex: "Self-Reminder"
    }
  }
}
rows {
  name {
    value: "wasAttributedTo"
  }
}
rows {
  name {
    value: "agent"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 2
      name_id: 4
    }
    p_iri {
      prefix_id: 7
      name_id: 28
    }
    o_iri {
      prefix_id: 15
    }
    g_iri {
      prefix_id: 2
      name_id: 7
    }
  }
}
rows {
  name {
    value: "wasDerivedFrom"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 7
      name_id: 30
    }
    o_iri {
      prefix_id: 10
      name_id: 12
    }
  }
}
rows {
  name {
    value: "created"
  }
}
rows {
  datatype {
    value: "http://www.w3.org/2001/XMLSchema#dateTime"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 1
      name_id: 1
    }
    p_iri {
      prefix_id: 4
      name_id: 31
    }
    o_literal {
      lex: "2026-02-26T15:54:42.214Z"
      datatype: 1
    }
    g_iri {
      prefix_id: 2
      name_id: 9
    }
  }
}
rows {
  name {
    value: "creator"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 4
      name_id: 32
    }
    o_iri {
      prefix_id: 15
      name_id: 29
    }
  }
}
rows {
  name {
    value: "hasNanopubType"
  }
}
rows {
  name {
    value: "PaperAssessmentResult"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 8
      name_id: 33
    }
    o_iri {
      prefix_id: 15
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
      name_id: 25
    }
    o_literal {
      lex: "LLM-KG assessment for paper 10.48550/arXiv.2601.22485"
    }
  }
}
rows {
  name {
    value: "sig"
  }
}
rows {
  name {
    value: "hasAlgorithm"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 2
      name_id: 35
    }
    p_iri {
      prefix_id: 8
    }
    o_literal {
      lex: "RSA"
    }
  }
}
rows {
  name {
    value: "hasPublicKey"
  }
}
rows {
  quad {
    p_iri {
    }
    o_literal {
      lex: "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB"
    }
  }
}
rows {
  name {
    value: "hasSignature"
  }
}
rows {
  quad {
    p_iri {
    }
    o_literal {
      lex: "BP9lFDtWQLs2Hx3c4x1d3LEtfw04DVKba26/TpqqTc/cWg54qWyhDkEYAaHRzdDu93ST2cXa7KkebY1wWvLZFXNC/ceSfAhJw4K0QxE7K6dk1REI7akmsz3eNzCwvT/V2w0z6J1PX0TGbsILYIabn4RXvxuxI0x7HNIfsI2ToCkzm3Rs1C2RWgg/ExnyIZE0T2PclSpF8dxAgFlyk//dqTGwM48jPfEgWKLU0a34kCls0e0tbGW1LVmSMepgApjbWJ7eciX9/MWiXZtj6NjY/NjNgHw3oDVosXxiJcbU6eBNNjNA5oD2VToMLEmGGDh751+OdFeL6aSkt7ouJeC8gA=="
    }
  }
}
rows {
  name {
    value: "hasSignatureTarget"
  }
}
rows {
  quad {
    p_iri {
    }
    o_iri {
      prefix_id: 1
      name_id: 1
    }
  }
}
rows {
  name {
    value: "signedBy"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 8
      name_id: 40
    }
    o_iri {
      prefix_id: 15
      name_id: 29
    }
  }
}