Nanopublication

< Home

ID

https://w3id.org/np/RAdc8G60E4qd2CYgY7dBCu1Z9oqBTYz7wbc9h-SB49jac

Formats

.trig | .trig.txt | .jelly | .jelly.txt | .jsonld | .jsonld.txt | .nq | .nq.txt | .xml | .xml.txt

Content

@prefix this: <https://w3id.org/np/RAdc8G60E4qd2CYgY7dBCu1Z9oqBTYz7wbc9h-SB49jac> .
@prefix sub: <https://w3id.org/np/RAdc8G60E4qd2CYgY7dBCu1Z9oqBTYz7wbc9h-SB49jac/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

sub:Head {
  this: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2404.14741> a prov:Entity;
    dct:title "Generate-on-Graph: Treat LLM as both Agent and KG for Incomplete Knowledge Graph Question Answering";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#GenerateOnGraph>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ChatKBQA>, <https://neverblink.eu/ontologies/llm-kg/methods#DecomP>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GAG>, <https://neverblink.eu/ontologies/llm-kg/methods#IOprompt>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KBBINDER>, <https://neverblink.eu/ontologies/llm-kg/methods#ReAct>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RoG>, <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency>,
      <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT>, <https://neverblink.eu/ontologies/llm-kg/methods#ToG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought (CoT) prompting" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatKBQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ChatKBQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DecomP> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "De-comP" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GenerateOnGraph> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "GoG is a training-free method for Incomplete Knowledge Graph Question Answering (IKGQA). It employs a Thinking-Searching-Generating framework, treating the LLM as both an agent to explore the KG and as a knowledge source to generate missing factual triples. This synergistic approach combines LLM's reasoning and internal knowledge with external KG facts to answer complex questions where the KG is incomplete.";
    rdfs:label "Generate-on-Graph (GoG)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#IOprompt> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Standard prompting (IO prompt)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KBBINDER> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KB-BINDER" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ReAct> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ReAct" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RoG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RoG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Self-Consistency (SC)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "StructGPT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ToG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ToG" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2404.14741> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T13:20:48.683Z"^^xsd:dateTime;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2404.14741" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "MYsLcW+rCJV1j4yZ69YxFArdaTyd7l/dW/1AFgs6EJy8lBt/R1BzQg8tVwMSPmFwP16Sz/k/kDDKIqZ0HkMefh19Q8HlqL4lnPPGJmOvOwcdIBam7rGhcJSVqrT4YcHHAeaEaVAifHCmqv0SDVIs+MUO53K/YbEklds2CUUSAG61B4la0fyNkGAVllvPD5jqkvbKnyCkrU2gvok5ranKAk1JIAG8jxJmUIhpiB/DYTAjTImoIeABR5ycxtQv/eoaocTXPyOzGHQpTdDOrYK1CIKwVH3QmsAmxWarpkSeT6uLk5UARbMIeJ/BZQl/3XOoBMzBo55tYSC98q5Bj9KH3g==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}