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sub:assertion {
   <https://doi.org/10.48550/arXiv.2503.06479> dct:title "ExKG-LLM: Leveraging Large Language Models for Automated Expansion of Cognitive Neuroscience Knowledge Graphs" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#ExKGLLM> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BART> , <https://neverblink.eu/ontologies/llm-kg/methods#BATGNN> , <https://neverblink.eu/ontologies/llm-kg/methods#ChoudharyAndReddyLogicalReasoning> , <https://neverblink.eu/ontologies/llm-kg/methods#ComplEx> , <https://neverblink.eu/ontologies/llm-kg/methods#ConvE> , <https://neverblink.eu/ontologies/llm-kg/methods#DIAMONDKG> , <https://neverblink.eu/ontologies/llm-kg/methods#DRKNOWS> , <https://neverblink.eu/ontologies/llm-kg/methods#DistMult> , <https://neverblink.eu/ontologies/llm-kg/methods#GraphBasedTransformer> , <https://neverblink.eu/ontologies/llm-kg/methods#HolmE> , <https://neverblink.eu/ontologies/llm-kg/methods#InstructGPT> , <https://neverblink.eu/ontologies/llm-kg/methods#MannEtAlTreatmentDiscoveryFramework> , <https://neverblink.eu/ontologies/llm-kg/methods#PolarisX> , <https://neverblink.eu/ontologies/llm-kg/methods#RAMEHR> , <https://neverblink.eu/ontologies/llm-kg/methods#REALM> , <https://neverblink.eu/ontologies/llm-kg/methods#ReguloGPT> , <https://neverblink.eu/ontologies/llm-kg/methods#RotatE> , <https://neverblink.eu/ontologies/llm-kg/methods#T5> , <https://neverblink.eu/ontologies/llm-kg/methods#TransE> , <https://neverblink.eu/ontologies/llm-kg/methods#TwoStepChat> , <https://neverblink.eu/ontologies/llm-kg/methods#XuEtAlPubMedKG> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#BART> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "BART" .
  <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#ChoudharyAndReddyLogicalReasoning> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Choudhary and Reddy Logical Reasoning" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ComplEx> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ComplEx" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ConvE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ConvE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#DIAMONDKG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "DIAMOND-KG" .
  <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#DistMult> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "DistMult" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ExKGLLM> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "ExKG-LLM is a novel framework that uses Large Language Models (LLMs) to automate the expansion of Cognitive Neuroscience Knowledge Graphs (CNKG). It achieves this by extracting new entities and relationships from scientific texts, assigning confidence scores to them, and integrating them into the existing graph. The method primarily focuses on entity discovery, relation extraction, and probabilistic link prediction to systematically build and grow the KG, directly addressing KG construction tasks." ;
    rdfs:label "ExKG-LLM" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphBasedTransformer> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Graph-based transformer" .
  <https://neverblink.eu/ontologies/llm-kg/methods#HolmE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "HolmE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#InstructGPT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "InstructGPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MannEtAlTreatmentDiscoveryFramework> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Mann et al. Treatment Discovery Framework" .
  <https://neverblink.eu/ontologies/llm-kg/methods#PolarisX> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "PolarisX" .
  <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#ReguloGPT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "reguloGPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#RotatE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RotatE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#T5> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "T5" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TransE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TransE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TwoStepChat> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TwoStepChat" .
  <https://neverblink.eu/ontologies/llm-kg/methods#XuEtAlPubMedKG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Xu et al. PubMed KG" .
}
sub:provenance {
   sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
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