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sub:assertion {
  <https://doi.org/10.48550/arXiv.2406.14326> dct:title "medIKAL: Integrating Knowledge Graphs as Assistants of LLMs for Enhanced Clinical Diagnosis on EMRs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#MedIKAL>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BATGNN>,
      <https://neverblink.eu/ontologies/llm-kg/methods#CoT>, <https://neverblink.eu/ontologies/llm-kg/methods#DrKnows>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GraphChainOfThought>, <https://neverblink.eu/ontologies/llm-kg/methods#HyKGE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ICP>, <https://neverblink.eu/ontologies/llm-kg/methods#KGRank>,
      <https://neverblink.eu/ontologies/llm-kg/methods#MindMap>, <https://neverblink.eu/ontologies/llm-kg/methods#RAMEHR>,
      <https://neverblink.eu/ontologies/llm-kg/methods#REALM>, <https://neverblink.eu/ontologies/llm-kg/methods#ScCoT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ToG>, <https://neverblink.eu/ontologies/llm-kg/methods#ToT>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BATGNN> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Bidirectional Attention-enhanced Graph Neural Network" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DrKnows> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DR.KNOWS" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphChainOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Graph Chain-of-Thought" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HyKGE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HyKGE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ICP> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ICP" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGRank> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-rank" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MedIKAL> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "The medIKAL framework integrates LLMs and KGs through a multi-step collaborative reasoning process. It begins by allowing LLMs to perform an initial diagnosis, whose results are then merged with KG search outcomes using a residual network-like approach. The KG further refines candidate diseases via path-based reranking, and its knowledge is specifically reconstructed into a semi-structured format. Finally, LLMs engage in collaborative reasoning with this reconstructed KG knowledge using a fill-in-the-blank prompt, thereby combining the strengths of both systems for enhanced clinical diagnosis.";
    rdfs:label "medIKAL";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MindMap> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MindMap" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RAMEHR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RAM-EHR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#REALM> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "REALM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ScCoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Self-Consistency with Chain-of-Thought" .
  
  <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#ToT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Tree-of-Thought" .
}

sub:provenance {
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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2406.14326> .
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