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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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    a np:Nanopublication .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2506.00708> dct:title "DrKGC: Dynamic Subgraph Retrieval-Augmented LLMs for Knowledge Graph Completion across General and Biomedical Domains";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#drKGC>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#coLE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#coSIGN>, <https://neverblink.eu/ontologies/llm-kg/methods#compGCN>,
      <https://neverblink.eu/ontologies/llm-kg/methods#complEx>, <https://neverblink.eu/ontologies/llm-kg/methods#dIFT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#distMult>, <https://neverblink.eu/ontologies/llm-kg/methods#gHN>,
      <https://neverblink.eu/ontologies/llm-kg/methods#hrgat>, <https://neverblink.eu/ontologies/llm-kg/methods#kGBERT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#kGLM>, <https://neverblink.eu/ontologies/llm-kg/methods#kICGPT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#nCRL>, <https://neverblink.eu/ontologies/llm-kg/methods#neuralLP>,
      <https://neverblink.eu/ontologies/llm-kg/methods#rGCN>, <https://neverblink.eu/ontologies/llm-kg/methods#rLogic>,
      <https://neverblink.eu/ontologies/llm-kg/methods#rotatE>, <https://neverblink.eu/ontologies/llm-kg/methods#simKGC>,
      <https://neverblink.eu/ontologies/llm-kg/methods#stAR>, <https://neverblink.eu/ontologies/llm-kg/methods#transE>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#coLE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CoLE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#coSIGN> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "COSIGN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#compGCN> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CompGCN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#complEx> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ComplEx" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#dIFT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DIFT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#distMult> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DistMult" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#drKGC> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion>;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/TheYKXiao/DrKGC"^^xsd:anyURI;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "DrKGC is explicitly designed for Knowledge Graph Completion (KGC) by leveraging LLMs. It improves KGC performance by dynamically retrieving relevant subgraphs and enhancing structural embeddings using a GCN adapter, which are then integrated into the LLM's prompt. This approach directly uses LLMs to generate missing facts in KGs, thereby augmenting the KG completion task.";
    rdfs:label "DrKGC";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#gHN> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GHN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#hrgat> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HRGAT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kGBERT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-BERT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kGLM> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KGLM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kICGPT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KICGPT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#nCRL> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "NCRL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#neuralLP> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Neural-LP" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#rGCN> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "R-GCN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#rLogic> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RLogic" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#rotatE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RotatE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#simKGC> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SimKGC" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#stAR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "StAR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#transE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TransE" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2506.00708> .
}

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