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sub:assertion {
   <https://doi.org/10.48550/arXiv.2509.01166> dct:title "Enhancing Large Language Model for Knowledge Graph Completion via Structure-Aware Alignment-Tuning" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#SAT> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#CSPromKG> , <https://neverblink.eu/ontologies/llm-kg/methods#CompGCN> , <https://neverblink.eu/ontologies/llm-kg/methods#ComplEx> , <https://neverblink.eu/ontologies/llm-kg/methods#ConvE> , <https://neverblink.eu/ontologies/llm-kg/methods#GPT4> , <https://neverblink.eu/ontologies/llm-kg/methods#GSKGC> , <https://neverblink.eu/ontologies/llm-kg/methods#KERMIT> , <https://neverblink.eu/ontologies/llm-kg/methods#KGFIT> , <https://neverblink.eu/ontologies/llm-kg/methods#KGLLaMA> , <https://neverblink.eu/ontologies/llm-kg/methods#KGS2S> , <https://neverblink.eu/ontologies/llm-kg/methods#KICGPT> , <https://neverblink.eu/ontologies/llm-kg/methods#KoPA> , <https://neverblink.eu/ontologies/llm-kg/methods#MKGL> , <https://neverblink.eu/ontologies/llm-kg/methods#MPIKGC> , <https://neverblink.eu/ontologies/llm-kg/methods#PKGC> , <https://neverblink.eu/ontologies/llm-kg/methods#QuatE> , <https://neverblink.eu/ontologies/llm-kg/methods#REDGNN> , <https://neverblink.eu/ontologies/llm-kg/methods#RotatE> , <https://neverblink.eu/ontologies/llm-kg/methods#SimKGC> , <https://neverblink.eu/ontologies/llm-kg/methods#StructuralAwareIT> , <https://neverblink.eu/ontologies/llm-kg/methods#TransE> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#CSPromKG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CSProm-KG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#CompGCN> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CompGCN" .
  <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#GPT4> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GPT-4" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GSKGC> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GS-KGC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KERMIT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KERMIT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGFIT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-FIT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGLLaMA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-LLaMA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGS2S> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-S2S" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KICGPT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KICGPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KoPA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KoPA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MKGL> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MKGL" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MPIKGC> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MPIKGC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#PKGC> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "PKGC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#QuatE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "QuatE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#REDGNN> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RED-GNN" .
  <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#SAT> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "SAT (Structure-aware Alignment-Tuning) is a novel framework designed to enhance LLMs for Knowledge Graph Completion (KGC) tasks. It achieves this by introducing hierarchical knowledge alignment to bridge the representation gap between graph structures and natural language, and structural instruction tuning with a lightweight adapter to unify various KGC tasks. The primary goal is to improve the LLM's performance on KG completion tasks." ;
    rdfs:label "SAT" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#SimKGC> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SimKGC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#StructuralAwareIT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Structural-aware IT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TransE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TransE" .
}
sub:provenance {
   sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
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