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: "RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY"
  }
}
rows {
  namespace {
    name: "this"
    value {
      prefix_id: 1
    }
  }
}
rows {
  prefix {
    value: "https://w3id.org/np/RAr0WE_dRbNPG4hMMVQWGPZmxRoEEjyyV7vu7bpX56CnY/"
  }
}
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://purl.org/pav/"
  }
}
rows {
  namespace {
    name: "pav"
    value {
      prefix_id: 5
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/1999/02/22-rdf-syntax-ns#"
  }
}
rows {
  namespace {
    name: "rdf"
    value {
      prefix_id: 6
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/2002/07/owl#"
  }
}
rows {
  namespace {
    name: "owl"
    value {
      prefix_id: 7
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/2004/03/trix/rdfg-1/"
  }
}
rows {
  namespace {
    name: "rdfg"
    value {
      prefix_id: 8
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://purl.org/dc/elements/1.1/"
  }
}
rows {
  namespace {
    name: "dce"
    value {
      prefix_id: 9
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/2001/XMLSchema#"
  }
}
rows {
  namespace {
    name: "xsd"
    value {
      prefix_id: 10
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/2000/01/rdf-schema#"
  }
}
rows {
  namespace {
    name: "rdfs"
    value {
      prefix_id: 11
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://www.w3.org/ns/prov#"
  }
}
rows {
  namespace {
    name: "prov"
    value {
      prefix_id: 12
      name_id: 2
    }
  }
}
rows {
  prefix {
    value: "http://purl.org/nanopub/x/"
  }
}
rows {
  namespace {
    name: "npx"
    value {
      prefix_id: 13
      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 {
  name {
    value: "type"
  }
}
rows {
  name {
    value: "Nanopublication"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
    }
    o_iri {
      prefix_id: 3
    }
  }
}
rows {
  prefix {
    value: "https://doi.org/10.48550/"
  }
}
rows {
  name {
    value: "arXiv.2502.12767"
  }
}
rows {
  name {
    value: "title"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 14
    }
    p_iri {
      prefix_id: 4
    }
    o_literal {
      lex: "R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs"
    }
    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: "R2KGDualAgentFramework"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 15
      name_id: 14
    }
    o_iri {
      prefix_id: 16
    }
  }
}
rows {
  name {
    value: "R2KGSingleAgentVersion"
  }
}
rows {
  quad {
    o_iri {
    }
  }
}
rows {
  name {
    value: "discusses"
  }
}
rows {
  name {
    value: "KGGPT"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 15
    }
    o_iri {
      prefix_id: 16
    }
  }
}
rows {
  name {
    value: "ToG"
  }
}
rows {
  quad {
    o_iri {
    }
  }
}
rows {
  name {
    value: "Entity"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
      name_id: 10
    }
    o_iri {
      prefix_id: 12
      name_id: 20
    }
  }
}
rows {
  prefix {
    id: 5
    value: "http://purl.org/spar/fabio/"
  }
}
rows {
  name {
    value: "Workflow"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 16
      name_id: 18
    }
    o_iri {
      prefix_id: 5
      name_id: 21
    }
  }
}
rows {
  name {
    value: "label"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 11
    }
    o_literal {
      lex: "KG-GPT"
    }
  }
}
rows {
  name {
    value: "subject"
  }
}
rows {
  prefix {
    id: 7
    value: "https://neverblink.eu/ontologies/llm-kg/categories#"
  }
}
rows {
  name {
    value: "SynergizedReasoning"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 16
      name_id: 15
    }
    p_iri {
      prefix_id: 4
      name_id: 23
    }
    o_iri {
      prefix_id: 7
    }
  }
}
rows {
  name {
    value: "hasURL"
  }
}
rows {
  datatype {
    value: "http://www.w3.org/2001/XMLSchema#anyURI"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 5
    }
    o_literal {
      lex: "https://github.com/ekrxjwh2009/R2-KG.git"
      datatype: 1
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
      name_id: 10
    }
    o_iri {
      prefix_id: 5
      name_id: 21
    }
  }
}
rows {
  name {
    value: "comment"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 11
      name_id: 26
    }
    o_literal {
      lex: "This method proposes a novel dual-agent system where LLMs (Operator for evidence collection, Supervisor for judgment) iteratively interact with a Knowledge Graph to perform general-purpose, reliable reasoning. It synergizes LLM\'s reasoning abilities with KG\'s knowledge by treating LLMs as agents navigating and interpreting KG evidence, addressing tasks like QA and fact verification."
    }
  }
}
rows {
  quad {
    p_iri {
      name_id: 22
    }
    o_literal {
      lex: "R2-KG: General-Purpose Dual-Agent Framework"
    }
  }
}
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: 8
      name_id: 27
    }
    o_iri {
      prefix_id: 9
    }
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 16
      name_id: 16
    }
    p_iri {
      prefix_id: 4
      name_id: 23
    }
    o_iri {
      prefix_id: 7
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 5
    }
    o_literal {
      lex: "https://github.com/ekrxjwh2009/R2-KG.git"
      datatype: 1
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 6
      name_id: 10
    }
    o_iri {
      prefix_id: 5
      name_id: 21
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 11
      name_id: 26
    }
    o_literal {
      lex: "This is a cost-effective variant of the R2-KG dual-agent framework. It uses a single LLM (Operator) for both KG exploration and answer generation, enhancing reliability through a strict self-consistency strategy across multiple trials, maintaining the synergized reasoning approach with the KG."
    }
  }
}
rows {
  quad {
    p_iri {
      name_id: 22
    }
    o_literal {
      lex: "R2-KG Single-Agent Version with Strict Self-Consistency"
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 8
      name_id: 27
    }
    o_iri {
      prefix_id: 9
    }
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 16
      name_id: 19
    }
    p_iri {
      prefix_id: 6
      name_id: 10
    }
    o_iri {
      prefix_id: 5
      name_id: 21
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 11
    }
    o_literal {
      lex: "Think-on-Graph (ToG)"
    }
  }
}
rows {
  name {
    value: "wasAttributedTo"
  }
}
rows {
  name {
    value: "agent"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 2
      name_id: 4
    }
    p_iri {
      prefix_id: 12
      name_id: 29
    }
    o_iri {
      prefix_id: 8
    }
    g_iri {
      prefix_id: 2
      name_id: 7
    }
  }
}
rows {
  name {
    value: "wasDerivedFrom"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 12
      name_id: 31
    }
    o_iri {
      prefix_id: 14
      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: 32
    }
    o_literal {
      lex: "2026-02-26T15:36:09.967Z"
      datatype: 2
    }
    g_iri {
      prefix_id: 2
      name_id: 9
    }
  }
}
rows {
  name {
    value: "creator"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 4
      name_id: 33
    }
    o_iri {
      prefix_id: 8
      name_id: 30
    }
  }
}
rows {
  name {
    value: "hasNanopubType"
  }
}
rows {
  name {
    value: "PaperAssessmentResult"
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 13
      name_id: 34
    }
    o_iri {
      prefix_id: 8
    }
  }
}
rows {
  quad {
    p_iri {
      prefix_id: 11
      name_id: 22
    }
    o_literal {
      lex: "LLM-KG assessment for paper 10.48550/arXiv.2502.12767"
    }
  }
}
rows {
  name {
    value: "sig"
  }
}
rows {
  name {
    value: "hasAlgorithm"
  }
}
rows {
  quad {
    s_iri {
      prefix_id: 2
      name_id: 36
    }
    p_iri {
      prefix_id: 13
    }
    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: "Tp3A4ujArO/3hiB3G6LocRVEOZnhluFNUEmTGnPcU32BMiKuTmgVhox5shCabje1E9/QdvHoS0w4lqtYB8P9tv41xWjLcddcFT7sfR1Lc8wjqrUXp7o2uuGWD6mA1kTmmhDFxac1ZRn85A79SqFV4ZC0b7TR6pmOVxqln2jq1hzCU0Pj+6mfJ0U/P8g10islA6ZKa8KS+l6oC24UhT+z6s4/bnUV+WjgP6gRCDUOQW2bnin3Bvp3eJeL7ckO8Cjzf50fCAFmdkx/q8G6tldO9eM8LeSxX+1yg9n9ejSfASuWB2DuS9JmwedY8imV79PS7/4aFEmGUvFV+wdygan78A=="
    }
  }
}
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: 13
      name_id: 41
    }
    o_iri {
      prefix_id: 8
      name_id: 30
    }
  }
}