Nanopublication

ID

https://w3id.org/np/RA01lfEQMelkkvSeHNCSfeEuP-2SJIbs_7ay-FrBiucHk
Formats

Content

@prefix this: <https://w3id.org/np/RA01lfEQMelkkvSeHNCSfeEuP-2SJIbs_7ay-FrBiucHk> .
@prefix sub: <https://w3id.org/np/RA01lfEQMelkkvSeHNCSfeEuP-2SJIbs_7ay-FrBiucHk/> .
@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#ChainOfThoughtPrompting>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ChatKBQA>, <https://neverblink.eu/ontologies/llm-kg/methods#KBBINDER>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RoG>, <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency>,
      <https://neverblink.eu/ontologies/llm-kg/methods#StandardPrompting>, <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ToG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting> 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#GenerateOnGraph> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "GoG proposes a \"Thinking-Searching-Generating\" framework where the LLM acts as an agent to explore KGs and also as a KG to generate new factual triples using its internal knowledge. This synergy of LLM and KG capabilities enables effective reasoning for Question Answering over incomplete Knowledge Graphs by dynamically augmenting missing information.";
    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#KBBINDER> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KB-BINDER" .
  
  <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#StandardPrompting> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Standard Prompting (IO prompt)" .
  
  <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 "2026-02-26T15:16:07.895Z"^^xsd:dateTime;
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    npx:supersedes <https://w3id.org/np/RAdc8G60E4qd2CYgY7dBCu1Z9oqBTYz7wbc9h-SB49jac>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2404.14741" .
  
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    npx:hasSignatureTarget this:;
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}