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sub:assertion {
   <https://doi.org/10.48550/arXiv.2601.19447> 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> ;
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  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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> .
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