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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.2408.07705> dct:title "ENHANCING SUPPLY CHAIN VISIBILITY WITH KNOWLEDGE GRAPHS AND LARGE LANGUAGE MODELS";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KgLlmFrameworkForSupplyChainVisibility>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Bert>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Gpt3>, <https://neverblink.eu/ontologies/llm-kg/methods#Gpt4>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Roberta>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Bert> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BERT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Gpt3> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GPT-3" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Gpt4> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GPT-4" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KgLlmFrameworkForSupplyChainVisibility>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "This framework proposes a novel zero-shot, LLM-driven approach to construct knowledge graphs from public data. It specifically leverages LLMs (e.g., GPT-4) with carefully crafted prompts for Named Entity Recognition (NER), Relation Extraction (RE), and Entity Disambiguation. The extracted and structured information is then used to build a comprehensive knowledge graph to enhance supply chain visibility.";
    rdfs:label "KG-LLM Framework for Supply Chain Visibility";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Roberta> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RoBERTa" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2408.07705> .
}

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