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@prefix dct: <http://purl.org/dc/terms/> .
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@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
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sub:Head {
  this: np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo;
    a np:Nanopublication .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2505.24163> dct:title "LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#LkdKgc>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AdaKgc>,
      <https://neverblink.eu/ontologies/llm-kg/methods#AutoKg>, <https://neverblink.eu/ontologies/llm-kg/methods#BiLstmCrf>,
      <https://neverblink.eu/ontologies/llm-kg/methods#CoTOntology>, <https://neverblink.eu/ontologies/llm-kg/methods#Comet>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Edc>, <https://neverblink.eu/ontologies/llm-kg/methods#Kbte>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Rap>, <https://neverblink.eu/ontologies/llm-kg/methods#Rebel>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SacKg>, <https://neverblink.eu/ontologies/llm-kg/methods#TkgCon>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AdaKgc> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "AdaKGC" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AutoKg> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "AutoKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BiLstmCrf> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BiLSTM-CRF" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CoTOntology> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CoT-Ontology" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Comet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "COMET" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Edc> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "EDC (Extract-Define-Canonicalize)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Kbte> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KBTE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LkdKgc> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "LKD-KGC is a novel framework for unsupervised domain-specific Knowledge Graph Construction. It leverages LLMs to infer knowledge dependencies, prioritize document processing, autoregressively generate entity schemas, and extract entities and relationships. The method directly enhances the KG construction task by employing LLMs in multiple stages, fitting the definition of LLM-Augmented KG Construction.";
    rdfs:label "LKD-KGC (LLM-driven Knowledge Dependency Parsing for Domain-specific Knowledge Graph Construction)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Rap> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RAP" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Rebel> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "REBEL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SacKg> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SAC-KG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TkgCon> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TKGCon" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2505.24163> .
}

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