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sub:assertion {
  <https://doi.org/10.48550/arXiv.2601.13806> dct:title "Knowledge Graph-Assisted LLM Post-Training for Enhanced Legal Reasoning";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#iracKgAssistedLlmPostTraining>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#directPreferenceOptimization>,
      <https://neverblink.eu/ontologies/llm-kg/methods#graphOfThoughts>, <https://neverblink.eu/ontologies/llm-kg/methods#graphRAG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#supervisedFineTuning>, <https://neverblink.eu/ontologies/llm-kg/methods#treeOfThoughts>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#directPreferenceOptimization> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Direct Preference Optimization" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#graphOfThoughts> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Graph-of-Thoughts" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#graphRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphRAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#iracKgAssistedLlmPostTraining> dct:subject
      <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMPretraining>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "This method proposes a comprehensive approach where a specialized IRAC (Issue, Rule, Analysis, Conclusion) Knowledge Graph is constructed and subsequently used to generate high-quality training data. This data is then employed for post-training (via Supervised Fine-Tuning and Direct Preference Optimization) of Large Language Models, thereby enhancing their intrinsic legal reasoning capabilities and knowledge expression. While it's 'post-training' rather than initial 'pre-training', the core mechanism involves fundamentally improving the LLM's internal knowledge through a structured training process, aligning with the goal of enhancing LLM knowledge expression in a training stage.";
    rdfs:label "IRAC KG-Assisted LLM Post-Training";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#supervisedFineTuning> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Supervised Fine-Tuning" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#treeOfThoughts> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Tree-of-Thoughts" .
}

sub:provenance {
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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2601.13806> .
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