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@prefix dct: <http://purl.org/dc/terms/> .
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@prefix prov: <http://www.w3.org/ns/prov#> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2403.07311> dct:title "Knowledge Graph Large Language Model (KG-LLM) for Link Prediction";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#kgLlmAblationFramework>,
      <https://neverblink.eu/ontologies/llm-kg/methods#kgLlmFramework>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#analogy>,
      <https://neverblink.eu/ontologies/llm-kg/methods#complex>, <https://neverblink.eu/ontologies/llm-kg/methods#conGlr>,
      <https://neverblink.eu/ontologies/llm-kg/methods#convRot>, <https://neverblink.eu/ontologies/llm-kg/methods#distMult>,
      <https://neverblink.eu/ontologies/llm-kg/methods#rescal>, <https://neverblink.eu/ontologies/llm-kg/methods#transe>,
      <https://neverblink.eu/ontologies/llm-kg/methods#wsGat>;
    a prov:Entity .
  
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    rdfs:label "Analogy" .
  
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    rdfs:label "CompleX" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#conGlr> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ConGLR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#convRot> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ConvRot" .
  
  <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#kgLlmAblationFramework> dct:subject
      <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "This is an ablation variant of the KG-LLM framework, where the knowledge prompt structure is simplified by removing explicit instructions, textualized IDs, and Chain-of-Thought reasoning from the expected response. It is explicitly designed and evaluated as a baseline within the same LLM-augmented KG completion approach.";
    rdfs:label "KG-LLM (ablation) Framework";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kgLlmFramework> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "The KG-LLM framework converts multi-hop knowledge graph paths into natural language Chain-of-Thought prompts. These prompts are then used for instruction fine-tuning of Large Language Models (LLMs) to perform multi-hop link and relation prediction, which are tasks aimed at completing missing information within Knowledge Graphs.";
    rdfs:label "Knowledge Graph Large Language Model (KG-LLM) Framework";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#rescal> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RESCAL" .
  
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    rdfs:label "TransE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#wsGat> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "wsGAT" .
}

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