Nanopublications

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@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 {
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}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2511.03217> dct:title "Hybrid Fact-Checking that Integrates Knowledge Graphs, Large Language Models, and Search-Based Retrieval Agents Improves Interpretable Claim Verification" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#HybridFactVerificationPipeline> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#FIRESystem> , <https://neverblink.eu/ontologies/llm-kg/methods#GenerateOnGraph> , <https://neverblink.eu/ontologies/llm-kg/methods#OEFact> , <https://neverblink.eu/ontologies/llm-kg/methods#TanEtAl2022WebEvidence> , <https://neverblink.eu/ontologies/llm-kg/methods#YuanAndVlachos2024ZeroShotKGR> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#FIRESystem> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "FIRE system" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GenerateOnGraph> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Generate-on-Graph" .
  <https://neverblink.eu/ontologies/llm-kg/methods#HybridFactVerificationPipeline> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/AndriiLata/aiFactCheck"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This method introduces a multi-stage pipeline for fact-checking that integrates Knowledge Graphs, Large Language Models, and a Web Search Agent. It is classified as SynergizedReasoning because LLMs act as agents for classification and query rewriting, interacting with KG-derived evidence and web snippets within a unified framework to conduct complex reasoning for claim verification, directly combining their strengths." ;
    rdfs:label "Hybrid Fact-Verification Pipeline" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#OEFact> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "OE-Fact" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TanEtAl2022WebEvidence> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Tan et al. 2022 Web Evidence" .
  <https://neverblink.eu/ontologies/llm-kg/methods#YuanAndVlachos2024ZeroShotKGR> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Yuan and Vlachos 2024 Zero-Shot KG Retrieval" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2511.03217> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:49:21.558Z"^^xsd:dateTime ;
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2511.03217" .
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