Nanopublication

ID

https://w3id.org/np/RA09O8B8Bp2m0xjUYh3ckxW8nxi0whw0kJmq8F5hakf0I
Formats

Content

@prefix this: <https://w3id.org/np/RA09O8B8Bp2m0xjUYh3ckxW8nxi0whw0kJmq8F5hakf0I> .
@prefix sub: <https://w3id.org/np/RA09O8B8Bp2m0xjUYh3ckxW8nxi0whw0kJmq8F5hakf0I/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@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#Defend>,
      <https://neverblink.eu/ontologies/llm-kg/methods#FactlLaMA>, <https://neverblink.eu/ontologies/llm-kg/methods#FactlLaMAKnow>,
      <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#LDefense>, <https://neverblink.eu/ontologies/llm-kg/methods#MlaRoberta>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Multivers>, <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#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#Defend> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "dEFEND" .
  
  <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#FactlLaMAKnow> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "FactL-LaMA know" .
  
  <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#KgCraft> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference>;
    rdfs:comment "KG-CRAFT is a novel method that leverages knowledge graphs to formulate structured contrastive questions. These KG-derived questions guide LLMs during the inference stage of fact-checking, improving their ability to assess claim veracity by providing distilled, evidence-based summaries. The primary goal is to enhance the LLM's performance in automated fact-checking through structured reasoning based on KG information.";
    rdfs:label "KG-CRAFT";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  
  <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#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 "Pro-gramFC" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SbertFc> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SBERT-FC" .
}

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 {
  this: dct:created "2026-02-25T16:57:09.428Z"^^xsd:dateTime;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent> .
  
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    npx:hasSignatureTarget this:;
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}