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@prefix dct: <http://purl.org/dc/terms/> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2503.05193> dct:title "Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#MemQ>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Llama27bZeroShot>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Llama38b>, <https://neverblink.eu/ontologies/llm-kg/methods#Qwen257b>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RoG>, <https://neverblink.eu/ontologies/llm-kg/methods#ToG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Vicuna7b>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Llama27bZeroShot> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Llama2-7b zero-shot" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Llama38b> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Llama3-8b" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MemQ> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGQuestionAnswering>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "MemQ is an LLM-based framework designed to improve Knowledge Graph Question Answering (KGQA). It enhances the LLM's reasoning capabilities by decoupling it from direct tool invocation using a query memory built by an LLM, natural language reasoning steps, and a query reconstruction strategy. The method explicitly aims to improve the LLM's performance on the KGQA task.";
    rdfs:label "Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning (MemQ)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Qwen257b> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Qwen2.5-7b" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RoG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Reasoning on Graphs (RoG)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ToG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ToG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Vicuna7b> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Vicuna-7b" .
}

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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2503.05193> .
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