Nanopublication

ID

https://w3id.org/np/RAWAHIxoaUsGqS5tkJf2hWOoBuz5tOddbhuGDhfRGFdrY
Formats

Content

@prefix this: <https://w3id.org/np/RAWAHIxoaUsGqS5tkJf2hWOoBuz5tOddbhuGDhfRGFdrY> .
@prefix sub: <https://w3id.org/np/RAWAHIxoaUsGqS5tkJf2hWOoBuz5tOddbhuGDhfRGFdrY/> .
@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.2601.19447> a prov:Entity;
    dct:title "KG-CRAFT: Knowledge Graph-based Contrastive Reasoning with LLMs for Enhancing Automated Fact-checking";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KGCRAFT>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#COGATELECTRA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#CofCED>, <https://neverblink.eu/ontologies/llm-kg/methods#CorXFact>,
      <https://neverblink.eu/ontologies/llm-kg/methods#FIRE>, <https://neverblink.eu/ontologies/llm-kg/methods#FactLLAMAKnow>,
      <https://neverblink.eu/ontologies/llm-kg/methods#FactLLaMA>, <https://neverblink.eu/ontologies/llm-kg/methods#GenFE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GenFEMT>, <https://neverblink.eu/ontologies/llm-kg/methods#GraphCheck>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GraphFC>, <https://neverblink.eu/ontologies/llm-kg/methods#IKA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LDefense>, <https://neverblink.eu/ontologies/llm-kg/methods#MLARoBERTa>,
      <https://neverblink.eu/ontologies/llm-kg/methods#MULTIVERS>, <https://neverblink.eu/ontologies/llm-kg/methods#MengEtAl2024ZeroDayManipulations>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PACAR>, <https://neverblink.eu/ontologies/llm-kg/methods#ProgramFC>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SBERTFC>, <https://neverblink.eu/ontologies/llm-kg/methods#TELLER>,
      <https://neverblink.eu/ontologies/llm-kg/methods#dEFEND> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#COGATELECTRA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CO-GAT (ELECTRA)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CofCED> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CofCED" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CorXFact> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CorXFact" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#FIRE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "FIRE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#FactLLAMAKnow> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "FactL-LaMA know" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#FactLLaMA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "FactL-LaMA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GenFE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GenFE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GenFEMT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GenFE-MT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphCheck> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphCheck" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphFC> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphFC" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#IKA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "IKA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGCRAFT> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "KG-CRAFT is a novel framework that synergizes LLMs and KGs for automated fact-checking. It leverages LLMs for knowledge graph construction, then uses the KG structure to formulate contrastive questions that guide LLMs to generate evidence-based answers and summaries for veracity assessment. This process exemplifies LLMs acting as agents interacting with KGs to conduct structured reasoning.";
    rdfs:label "KG-CRAFT";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LDefense> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "L-Defense" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MLARoBERTa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MLA (RoBERTa)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MULTIVERS> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MULTIVERS" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MengEtAl2024ZeroDayManipulations>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Meng et al. 2024 Zero-Day Manipulations" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PACAR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PACAR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ProgramFC> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ProgramFC" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SBERTFC> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SBERT-FC" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TELLER> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TELLER" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#dEFEND> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "dEFEND" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2601.19447> .
}

sub:pubinfo {
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    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    npx:supersedes <https://w3id.org/np/RA8FdvpE7WFxgl-MQWsvkngyULSqpp0x0V8S5FUCz9Wbs>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2601.19447" .
  
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