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sub:assertion {
   <https://doi.org/10.48550/arXiv.2601.09280> dct:title "ReGraM: Region-First Knowledge Graph Reasoning for Medical Question Answering" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#ReGraM> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought> , <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#JointLK> , <https://neverblink.eu/ontologies/llm-kg/methods#KGARevion> , <https://neverblink.eu/ontologies/llm-kg/methods#MedGraphRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#MedReason> , <https://neverblink.eu/ontologies/llm-kg/methods#OntologyGuidedKGQA> , <https://neverblink.eu/ontologies/llm-kg/methods#QAGNN> , <https://neverblink.eu/ontologies/llm-kg/methods#ReAct> , <https://neverblink.eu/ontologies/llm-kg/methods#Reflexion> , <https://neverblink.eu/ontologies/llm-kg/methods#STaR> , <https://neverblink.eu/ontologies/llm-kg/methods#SelfCheck> ;
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  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Chain-of-Thought" .
  <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#JointLK> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "JointLK" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGARevion> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KGARevion" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MedGraphRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Med-GraphRAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MedReason> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MedReason" .
  <https://neverblink.eu/ontologies/llm-kg/methods#OntologyGuidedKGQA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Ontology-Guided KGQA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#QAGNN> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "QAGNN" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ReAct> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ReAct" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ReGraM> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "ReGraM is a framework designed to improve the factual accuracy and consistency of Large Language Models (LLMs) in Medical Question Answering. It achieves this by constructing query-aligned subgraphs from a Knowledge Graph (KG) and constraining the LLM's reasoning exclusively within this localized region during the inference phase. This approach directly enhances the LLM's performance on a specific task (QA) by providing structured, relevant external knowledge and guiding its multi-hop reasoning." ;
    rdfs:label "ReGraM" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  <https://neverblink.eu/ontologies/llm-kg/methods#Reflexion> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Reflexion" .
  <https://neverblink.eu/ontologies/llm-kg/methods#STaR> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "STaR" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SelfCheck> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SelfCheck" .
}
sub:provenance {
   sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2601.09280> .
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