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@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
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@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

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sub:assertion {
  <https://doi.org/10.48550/arXiv.2602.02090> dct:title "LEC-KG: An LLM-Embedding Collaborative Framework for Domain-Specific Knowledge Graph Construction -A Case Study on SDGs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#LecKg>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChineseRobertaWwm>,
      <https://neverblink.eu/ontologies/llm-kg/methods#DeepSeekV3>, <https://neverblink.eu/ontologies/llm-kg/methods#LlmFewShot>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LlmOneShot>, <https://neverblink.eu/ontologies/llm-kg/methods#OpenIeSemanticMapping>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Rotate>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChineseRobertaWwm> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chinese-RoBERTa-wwm" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DeepSeekV3> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DeepSeek-V3" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LecKg> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "The LEC-KG framework introduces a novel bidirectional collaborative approach for knowledge graph construction, integrating LLMs and KGEs for mutual enhancement. It employs KGE to provide structure-aware feedback for refining LLM extractions via evidence-guided Chain-of-Thought reasoning, while LLM-validated triples progressively improve KGE representations. This iterative feedback loop combines the distinct reasoning capabilities of both LLMs and KGEs to enhance the overall KG construction process.";
    rdfs:label "LEC-KG";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LlmFewShot> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LLM Few-shot" .
  
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    rdfs:label "LLM One-shot" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#OpenIeSemanticMapping> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "OpenIE + Semantic Mapping" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Rotate> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RotatE" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2602.02090> .
}

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