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sub:assertion {
  <https://doi.org/10.48550/arXiv.2412.04690> dct:title "LLM-Align: Utilizing Large Language Models for Entity Alignment in Knowledge Graphs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#LlmAlign>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AliNet>,
      <https://neverblink.eu/ontologies/llm-kg/methods#AttrGnn>, <https://neverblink.eu/ontologies/llm-kg/methods#AutoAlign>,
      <https://neverblink.eu/ontologies/llm-kg/methods#BertInt>, <https://neverblink.eu/ontologies/llm-kg/methods#BootEa>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Cea>, <https://neverblink.eu/ontologies/llm-kg/methods#ChatEa>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Dera>, <https://neverblink.eu/ontologies/llm-kg/methods#DeraR>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GcnAlign>, <https://neverblink.eu/ontologies/llm-kg/methods#Hman>,
      <https://neverblink.eu/ontologies/llm-kg/methods#IpTransE>, <https://neverblink.eu/ontologies/llm-kg/methods#Jape>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Llmea>, <https://neverblink.eu/ontologies/llm-kg/methods#MtransE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#MuGnn>, <https://neverblink.eu/ontologies/llm-kg/methods#MultiKe>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Naea>, <https://neverblink.eu/ontologies/llm-kg/methods#Ragat>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RdGcn>, <https://neverblink.eu/ontologies/llm-kg/methods#Sdea>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SimpleHhea>, <https://neverblink.eu/ontologies/llm-kg/methods#Tea>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AliNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "AliNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AttrGnn> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "AttrGNN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AutoAlign> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "AutoAlign" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BertInt> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BERT-INT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BootEa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BootEA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Cea> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CEA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatEa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ChatEA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Dera> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DERA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DeraR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DERA-R" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GcnAlign> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GCN-Align" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Hman> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HMAN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#IpTransE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "IP-TransE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Jape> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "JAPE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LlmAlign> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "LLM-Align is a novel three-stage framework that leverages LLMs for Entity Alignment (EA) in Knowledge Graphs. It employs heuristic methods for selecting informative attributes and relations from KGs to create prompts for LLMs, and introduces a multi-round voting mechanism to enhance the reliability of LLM-inferred alignments. This method directly addresses the KG construction task by improving entity matching across KGs.";
    rdfs:label "LLM-Align";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Llmea> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LLMEA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MtransE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MTransE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MuGnn> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MuGNN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MultiKe> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MultiKE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Naea> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "NAEA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Ragat> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RAGAT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RdGcn> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RDGCN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Sdea> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SDEA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SimpleHhea> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Simple-HHEA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Tea> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TEA" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2412.04690> .
}

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