Nanopublications

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@prefix dct: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
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@prefix prov: <http://www.w3.org/ns/prov#> .
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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#kg-craft> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#co-gat-electra> , <https://neverblink.eu/ontologies/llm-kg/methods#cofced> , <https://neverblink.eu/ontologies/llm-kg/methods#corxfact> , <https://neverblink.eu/ontologies/llm-kg/methods#defend> , <https://neverblink.eu/ontologies/llm-kg/methods#factl-lama> , <https://neverblink.eu/ontologies/llm-kg/methods#factl-lama-know> , <https://neverblink.eu/ontologies/llm-kg/methods#fire> , <https://neverblink.eu/ontologies/llm-kg/methods#genfe> , <https://neverblink.eu/ontologies/llm-kg/methods#genfe-mt> , <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#l-defense> , <https://neverblink.eu/ontologies/llm-kg/methods#mla-roberta> , <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#sbert-fc> , <https://neverblink.eu/ontologies/llm-kg/methods#teller> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#co-gat-electra> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "CO-GAT (ELECTRA) is discussed as a competing method for claim verification that applies graph attention over scientific evidence, utilizing a pre-trained ELECTRA encoder." ;
    rdfs:label "CO-GAT (ELECTRA)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#cofced> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "CofCED is discussed as a traditional automated fact-checking (AFC) baseline that introduced a hierarchical encoder with cascaded evidence selectors to process reports from multiple sources for claim verification." ;
    rdfs:label "CofCED" .
  <https://neverblink.eu/ontologies/llm-kg/methods#corxfact> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "CorXFact is discussed as an LLM-based fact-checking approach that simulates human fact-checking principles by analyzing claim-evidence correlations." ;
    rdfs:label "CorXFact" .
  <https://neverblink.eu/ontologies/llm-kg/methods#defend> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "dEFEND is discussed as a traditional automated fact-checking (AFC) baseline method that employs a sentence-comment co-attention network to jointly analyze news content and user comments for claim verification." ;
    rdfs:label "dEFEND" .
  <https://neverblink.eu/ontologies/llm-kg/methods#factl-lama> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "FactL-LaMA is discussed as a specialized LLM-based fact-checking method that combines instruction-following with external evidence retrieval, implemented as a Low-Rank Adaptation (LoRA) fine-tuned Llama 2 7B." ;
    rdfs:label "FactL-LaMA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#factl-lama-know> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "FactL-LaMA-Know is discussed as a specialized LLM-based fact-checking method that augments the FactL-LaMA model with external knowledge sources to improve fact-checking accuracy." ;
    rdfs:label "FactL-LaMA-Know" .
  <https://neverblink.eu/ontologies/llm-kg/methods#fire> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "FIRE is discussed as a recent LLM-based fact-checking approach that proposes an iterative verification method aiming to improve scalability and efficiency in assessing claims." ;
    rdfs:label "FIRE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#genfe> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "GenFE is discussed as a traditional automated fact-checking (AFC) baseline that performs joint optimization of veracity prediction and explanation generation, showing improved classification and output quality." ;
    rdfs:label "GenFE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#genfe-mt> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "GenFE-MT is discussed as a traditional automated fact-checking (AFC) baseline that performs joint optimization of veracity prediction and explanation generation, showing improved classification and output quality." ;
    rdfs:label "GenFE-MT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#graphcheck> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "GraphCheck is discussed as a recent LLM-based verifier that incorporates lightweight graph signals and instruction-style prompting for fact-checking." ;
    rdfs:label "GraphCheck" .
  <https://neverblink.eu/ontologies/llm-kg/methods#graphfc> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "GraphFC is discussed as a competing method for claim verification that encodes the report structure with an explicit graph and graph reasoning components." ;
    rdfs:label "GraphFC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ika> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "IKA is discussed as an LLM-based fact-checking framework that builds a graph of positive and negative examples from labelled data to enhance fact-checking and explanation capabilities." ;
    rdfs:label "IKA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#kg-craft> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "KG-CRAFT is a novel method that enhances LLM performance in automated fact-checking. It leverages knowledge graphs to construct structured contrastive questions from claims and reports, which then guide an LLM to generate evidence-based summaries for veracity assessment during the inference stage. This process enables LLMs to access and reason with contextualized knowledge more effectively." ;
    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#l-defense> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "L-Defense is discussed as a specialized LLM-based fact-checking framework that leverages the wisdom of crowds by partitioning evidence into competing narratives for robust claim verification using LLMs like Llama 2 7B and ChatGPT 3.5 Turbo." ;
    rdfs:label "L-Defense" .
  <https://neverblink.eu/ontologies/llm-kg/methods#mla-roberta> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "MLA (RoBERTa) is discussed as a competing method for claim verification that uses a sequence inference model with self-attention at token and sentence levels, powered by a pre-trained RoBERTa encoder." ;
    rdfs:label "MLA (RoBERTa)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#multivers> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "MULTIVERS is discussed as a competing method for claim verification that leverages a multi-task learning approach for scientific verification and rationale extraction from abstracts." ;
    rdfs:label "MULTIVERS" .
  <https://neverblink.eu/ontologies/llm-kg/methods#pacar> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "PACAR is discussed as a competing prompting-based approach for fact verification that aggregates evidence with consistency-oriented reasoning using large language models." ;
    rdfs:label "PACAR" .
  <https://neverblink.eu/ontologies/llm-kg/methods#programfc> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "ProgramFC is discussed as a competing method for claim verification that formulates fact verification as a programmatic pipeline with modular steps for evidence usage and decision-making." ;
    rdfs:label "ProgramFC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#sbert-fc> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "SBERT-FC is discussed as a traditional automated fact-checking (AFC) baseline method that uses SBERT to encode claims and documents, performing verification via supervised classifiers and providing explainability analysis." ;
    rdfs:label "SBERT-FC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#teller> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "TELLER is discussed as an LLM-based fact-checking framework that is a dual-system approach integrating human expertise with LLM reasoning to emphasize trustworthiness." ;
    rdfs:label "TELLER" .
}

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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