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sub:assertion {
  <https://doi.org/10.48550/arXiv.2411.19064> dct:title "Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#WayToSpecialistFramework>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KapIng>, <https://neverblink.eu/ontologies/llm-kg/methods#Kermit>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KicGpt>, <https://neverblink.eu/ontologies/llm-kg/methods#StandardIoPrompting>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought (CoT)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KapIng> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KAPING" .
  
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    rdfs:label "KERMIT" .
  
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    rdfs:label "KICGPT" .
  
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    rdfs:label "Standard I/O Prompting" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Think-on-Graph (ToG)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#WayToSpecialistFramework> dct:subject
      <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "The WTS framework introduces the \"LLM⟳KG\" paradigm for \"bidirectional enhancement\" between specialized LLMs and evolving Domain Knowledge Graphs (DKGs). It integrates DKG-Augmented LLM (KG improving LLM reasoning) and LLM-Assisted DKG Evolution (LLM evolving KG for better knowledge support), forming a continuous feedback loop. This architecture allows the LLM's reasoning to inform KG evolution, and the evolved KG, in turn, enhances the LLM's future reasoning capabilities, exemplifying synergistic reasoning.";
    rdfs:label "Way-to-Specialist (WTS) framework";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
}

sub:provenance {
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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2411.19064> .
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