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sub:assertion {
  <https://doi.org/10.48550/arXiv.2512.10440> dct:title "Enhancing Next-Generation Language Models with Knowledge Graphs: Extending Claude, Mistral IA, and GPT-4 via KG-BERT";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#kgBertTailoredLlmIntegrationStrategy>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#jiEtAlKgIntegrationIntoTransformers>,
      <https://neverblink.eu/ontologies/llm-kg/methods#kgBert>, <https://neverblink.eu/ontologies/llm-kg/methods#kgGat>,
      <https://neverblink.eu/ontologies/llm-kg/methods#xuEtAlScalingKgIntegration>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#jiEtAlKgIntegrationIntoTransformers>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Ji et al. KGs Integration into Transformers" .
  
  <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#kgBertTailoredLlmIntegrationStrategy>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "This method proposes a specific architectural integration strategy for incorporating KG-BERT into diverse pre-trained LLMs (Claude, Mistral IA, GPT-4). It involves adding dedicated components such as a KG-dedicated attention layer, modularized cross-layers with lightweight aggregation, or a dedicated attention head. The goal is to enhance the LLMs' factual accuracy, reasoning, and consistency in knowledge-intensive tasks like question answering and entity linking during their inference phase.";
    rdfs:label "KG-BERT-Tailored LLM Integration Strategy";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kgGat> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "K-GAT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#xuEtAlScalingKgIntegration> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Xu et al. Scaling KG Integration" .
}

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