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@prefix dct: <http://purl.org/dc/terms/> .
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sub:Head {
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    a np:Nanopublication .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2509.03626> dct:title "Explainable Knowledge Graph Retrieval-Augmented Generation (KG-RAG) with KG-SMILE";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KgSmile>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BayLime>,
      <https://neverblink.eu/ontologies/llm-kg/methods#CausalDagConstructionAndReasoningCdcrSft>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtReasoning>, <https://neverblink.eu/ontologies/llm-kg/methods#GraphArena>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GraphLime>, <https://neverblink.eu/ontologies/llm-kg/methods#GraphRag>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GraphXain>, <https://neverblink.eu/ontologies/llm-kg/methods#HybridRag>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KnowledgeGraphAugmentedPromptingKaping>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Lime>, <https://neverblink.eu/ontologies/llm-kg/methods#PrePromptMechanism>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RowenMethod>, <https://neverblink.eu/ontologies/llm-kg/methods#Shap>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Smile>, <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRag>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BayLime> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BayLIME" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CausalDagConstructionAndReasoningCdcrSft>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "causal-DAG construction and reasoning (CDCR-SFT)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtReasoning> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought (CoT) reasoning" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphArena> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphArena" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphLime> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphLIME" .
  
  <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#GraphXain> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphXAIN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HybridRag> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HybridRAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KgSmile> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInterpretability>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "KG-SMILE is introduced as a novel perturbation-based framework designed to provide token and component-level interpretability for GraphRAG systems. It uses KGs to explain how specific entities and relations influence the LLM's generated outputs by applying controlled perturbations and training surrogate models. This method aims to enhance the understanding and trustworthiness of LLM outputs by interpreting their reasoning process through KG interactions.";
    rdfs:label "KG-SMILE";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KnowledgeGraphAugmentedPromptingKaping>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Knowledge Graph-Augmented Prompting (KAPING)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Lime> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LIME" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PrePromptMechanism> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Pre-Prompt Mechanism" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RowenMethod> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Rowen method" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Shap> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SHAP" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Smile> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SMILE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRag> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SubgraphRAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Think-on-Graph (ToG)" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2509.03626> .
}

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