Nanopublications

@prefix this: <https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA> .
@prefix sub: <https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@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/> .

sub:Head {
  this: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}

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" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LlmOneShot> a <http://purl.org/spar/fabio/Workflow> ;
    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> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:20:27.817Z"^^xsd:dateTime ;
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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2602.02090" .
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