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@prefix sub: <https://w3id.org/np/RA09O8B8Bp2m0xjUYh3ckxW8nxi0whw0kJmq8F5hakf0I/> .
@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/> .

<https://w3id.org/np/RA09O8B8Bp2m0xjUYh3ckxW8nxi0whw0kJmq8F5hakf0I> a np:Nanopublication;
  np:hasAssertion sub:assertion;
  np:hasProvenance sub:provenance;
  np:hasPublicationInfo sub:pubinfo;
  dct:created "2026-02-25T16:57:09.428Z"^^xsd:dateTime;
  dct:creator <https://neverblink.eu/ontologies/llm-kg/agent> .

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

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