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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 .
  <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#ConvE> a <http://purl.org/spar/fabio/Workflow> ;
    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> ;
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