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sub:assertion {
  <https://doi.org/10.48550/arXiv.2506.13026> dct:title "KNOWLEDGE GRAPH FUSION WITH LARGE LANGUAGE MODELS FOR ACCURATE, EXPLAINABLE MANUFACTURING PROCESS PLANNING";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#arkness>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#caiEtAlKgDiagnosis>,
      <https://neverblink.eu/ontologies/llm-kg/methods#chatCnc>, <https://neverblink.eu/ontologies/llm-kg/methods#cncGpt>,
      <https://neverblink.eu/ontologies/llm-kg/methods#guoEtAlKgReuse>, <https://neverblink.eu/ontologies/llm-kg/methods#qiuEtAlKgDiagnosis>,
      <https://neverblink.eu/ontologies/llm-kg/methods#wangEtAlKgRetrieval>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#arkness> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "ARKNESS is an end-to-end hybrid framework that fuses zero-shot KG construction with retrieval-augmented generation. It uses an LLM for automated entity-relation extraction to build the KG and then employs a semantic search with beam search traversal over the KG to inject evidence-linked subgraphs into LLM prompts, enabling accurate and explainable reasoning for manufacturing process planning.";
    rdfs:label "Augmented Retrieval Knowledge Network Enhanced Search & Synthesis (ARKNESS)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
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    rdfs:label "Cai et al. KG Diagnosis" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#chatCnc> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ChatCNC" .
  
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    rdfs:label "CNCGPT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#guoEtAlKgReuse> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Guo et al. KG Reuse" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#qiuEtAlKgDiagnosis> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Qiu et al. KG Diagnosis" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#wangEtAlKgRetrieval> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Wang et al. KG Retrieval" .
}

sub:provenance {
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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2506.13026> .
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