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@prefix dct: <http://purl.org/dc/terms/> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2405.16412> dct:title "KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World Knowledge";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KgFit>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ComplEx>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ConvE>, <https://neverblink.eu/ontologies/llm-kg/methods#CspromKg>,
      <https://neverblink.eu/ontologies/llm-kg/methods#DistMult>, <https://neverblink.eu/ontologies/llm-kg/methods#Hake>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KgBert>, <https://neverblink.eu/ontologies/llm-kg/methods#KgS2S>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Kgt5>, <https://neverblink.eu/ontologies/llm-kg/methods#LlmEmbeddingZeroShotLinkPrediction>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Lmke>, <https://neverblink.eu/ontologies/llm-kg/methods#PRotate>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Pkgc>, <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>, <https://neverblink.eu/ontologies/llm-kg/methods#Tucker>;
    a prov:Entity .
  
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    rdfs:label "ComplEx" .
  
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    rdfs:label "ConvE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CspromKg> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CSProm-KG" .
  
  <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#Hake> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HAKE" .
  
  <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#KgFit> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGEmbedding>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "KG-FIT is a novel framework that enhances Knowledge Graph Embeddings (KGE) by integrating open-world entity knowledge from Large Language Models (LLMs). It uses LLMs to guide hierarchical clustering of entities and refine the hierarchy, then fine-tunes KG embeddings using this LLM-derived hierarchical structure, textual embeddings, and standard link prediction objectives. The goal is to improve KG embeddings and their expressiveness for tasks like link prediction.";
    rdfs:label "KG-FIT";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KgS2S> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-S2S" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Kgt5> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KGT5" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LlmEmbeddingZeroShotLinkPrediction>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LLM Embedding Zero-Shot Link Prediction" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Lmke> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LMKE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PRotate> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "pRotatE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Pkgc> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PKGC" .
  
  <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" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Tucker> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TuckER" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2405.16412> .
}

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