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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.2406.03746> dct:title "Efficient Knowledge Infusion via KG-LLM Alignment";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#EfficientLlmKgConstruction>,
      <https://neverblink.eu/ontologies/llm-kg/methods#EnhancedLlmWithKnowledgePrelearningAndFeedback>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AutoKg>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ChainRag>, <https://neverblink.eu/ontologies/llm-kg/methods#ContinualPretraining>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Gap>, <https://neverblink.eu/ontologies/llm-kg/methods#LoraBasedSft>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Pive>, <https://neverblink.eu/ontologies/llm-kg/methods#Rag>,
      <https://neverblink.eu/ontologies/llm-kg/methods#WebBrain>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AutoKg> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "AutoKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainRag> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ChainRAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ContinualPretraining> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Continual pre-training" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#EfficientLlmKgConstruction> dct:subject
      <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "This method describes an LLM-based workflow for efficiently constructing domain-specific knowledge graphs. It involves fine-tuning an LLM for knowledge triples extraction from unsupervised corpora, followed by post-processing for error removal and entity resolution. This directly addresses the problem of knowledge mismatch by building a tailored KG.";
    rdfs:label "Efficient construction of domain KGs";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#EnhancedLlmWithKnowledgePrelearningAndFeedback>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "ELPF is a modular, three-stage KG-LLM alignment framework designed to enhance LLM's capability to utilize KG information and reduce hallucinations. It includes K-LoRA for pre-learning KG infusion and domain linguistic style, supervised fine-tuning with KG retrieval, and Alignment with Knowledge Graph Feedback (AKGF) where KGs act as automated evaluators for DPO-based fine-tuning. The framework synergizes LLMs and KGs to improve reasoning and factual correctness.";
    rdfs:label "Enhanced LLM with Knowledge Pre-learning and Feedback (ELPF)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Gap> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GAP" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LoraBasedSft> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LoRA-based SFT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Pive> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PiVe" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Rag> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#WebBrain> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "WebBrain" .
}

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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2406.03746> .
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