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sub:assertion {
   <https://doi.org/10.48550/arXiv.2506.10508> dct:title "Reliable Reasoning Path: Distilling Effective Guidance for LLM Reasoning with Knowledge Graphs" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#ReliableReasoningPathRRP> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChatGPTCoT> , <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA> , <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet> , <https://neverblink.eu/ontologies/llm-kg/methods#KDCoT> , <https://neverblink.eu/ontologies/llm-kg/methods#KGCoT> , <https://neverblink.eu/ontologies/llm-kg/methods#KGT5> , <https://neverblink.eu/ontologies/llm-kg/methods#KVMem> , <https://neverblink.eu/ontologies/llm-kg/methods#NSM> , <https://neverblink.eu/ontologies/llm-kg/methods#PullNet> , <https://neverblink.eu/ontologies/llm-kg/methods#RoG> , <https://neverblink.eu/ontologies/llm-kg/methods#SR> , <https://neverblink.eu/ontologies/llm-kg/methods#SRNSM> , <https://neverblink.eu/ontologies/llm-kg/methods#SRNSME2E> , <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAGChatGPT> , <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAGLLaMA38B> , <https://neverblink.eu/ontologies/llm-kg/methods#ToG> , <https://neverblink.eu/ontologies/llm-kg/methods#ToGChatGPT> , <https://neverblink.eu/ontologies/llm-kg/methods#ToGLLaMA270B> , <https://neverblink.eu/ontologies/llm-kg/methods#TransferNet> , <https://neverblink.eu/ontologies/llm-kg/methods#UniKGQA> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatGPTCoT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ChatGPT+CoT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "EmbedKGQA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GraftNet" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KDCoT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KD-CoT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGCoT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-CoT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGT5> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KGT5" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KVMem> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KV-Mem" .
  <https://neverblink.eu/ontologies/llm-kg/methods#NSM> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "NSM" .
  <https://neverblink.eu/ontologies/llm-kg/methods#PullNet> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "PullNet" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ReliableReasoningPathRRP> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "RRP is proposed to enhance LLM reasoning for knowledge-intensive tasks by distilling effective guidance from Knowledge Graphs. It operates during the inference stage by generating, refining, and prioritizing relevant reasoning paths from KGs, which are then fed to the LLM. This framework aims to reduce hallucination and improve factual consistency in LLM outputs without requiring retraining." ;
    rdfs:label "Reliable Reasoning Path (RRP)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  <https://neverblink.eu/ontologies/llm-kg/methods#RoG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RoG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SR> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SR" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SRNSM> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SR+NSM" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SRNSME2E> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SR+NSM+E2E" .
  <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#SubgraphRAGChatGPT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SubgraphRAG+ChatGPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAGLLaMA38B> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SubgraphRAG+LLaMA3-8B" .
  <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#ToGChatGPT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ToG+ChatGPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ToGLLaMA270B> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ToG+LLaMA2-70B" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TransferNet> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TransferNet" .
  <https://neverblink.eu/ontologies/llm-kg/methods#UniKGQA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "UniKGQA" .
}
sub:provenance {
   sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2506.10508> .
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