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@prefix dct: <http://purl.org/dc/terms/> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2503.01642> dct:title "Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KGRAR>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting>,
      <https://neverblink.eu/ontologies/llm-kg/methods#MathShepherdPRM7B>, <https://neverblink.eu/ontologies/llm-kg/methods#RLHFlowORMDeepseek8B>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RLHFlowPRMDeepseek8B>, <https://neverblink.eu/ontologies/llm-kg/methods#UnstructuredRAGPRM800K>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought (CoT) prompting" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGRAR> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "KG-RAR is a novel iterative retrieve-refine-reason framework that deeply integrates step-by-step KG retrieval into an LLM's multi-step reasoning process. It features process-oriented KG construction, hierarchical retrieval, and a Post-Retrieval Processing and Reward Model (PRP-RM) with role-based prompting, enabling LLMs to act as agents interacting with KGs for guided reasoning and verification. This framework represents a unified, synergistic approach where LLMs and KGs mutually enhance the reasoning process.";
    rdfs:label "KG-RAR";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MathShepherdPRM7B> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Math-Shepherd-PRM-7B" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RLHFlowORMDeepseek8B> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RLHFlow-ORM-Deepseek-8B" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RLHFlowPRMDeepseek8B> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RLHFlow-PRM-Deepseek-8B" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#UnstructuredRAGPRM800K> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Unstructured RAG (PRM800K)" .
}

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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2503.01642> .
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