Nanopublications

@prefix this: <https://w3id.org/np/RAbFynIWzdiPXPK6t_6MrVWz_87lyeHg8f_rzDvnzYc54> .
@prefix sub: <https://w3id.org/np/RAbFynIWzdiPXPK6t_6MrVWz_87lyeHg8f_rzDvnzYc54/> .
@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: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
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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> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:20:37.755Z"^^xsd:dateTime ;
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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2408.07705" .
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