Nanopublications

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@prefix dct: <http://purl.org/dc/terms/> .
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@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

sub:Head {
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    np:hasProvenance sub:provenance ;
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    a np:Nanopublication .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2403.07311> dct:title "Knowledge Graph Large Language Model (KG-LLM) for Link Prediction" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KgLlmFramework> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Analogy> , <https://neverblink.eu/ontologies/llm-kg/methods#CompleX> , <https://neverblink.eu/ontologies/llm-kg/methods#ConGlr> , <https://neverblink.eu/ontologies/llm-kg/methods#ConvRot> , <https://neverblink.eu/ontologies/llm-kg/methods#DistMult> , <https://neverblink.eu/ontologies/llm-kg/methods#GraphEdit> , <https://neverblink.eu/ontologies/llm-kg/methods#InstructGraph> , <https://neverblink.eu/ontologies/llm-kg/methods#KgLlmAblationFramework> , <https://neverblink.eu/ontologies/llm-kg/methods#MuseGraph> , <https://neverblink.eu/ontologies/llm-kg/methods#Rescal> , <https://neverblink.eu/ontologies/llm-kg/methods#TransE> , <https://neverblink.eu/ontologies/llm-kg/methods#WsGat> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#Analogy> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Analogy" .
  <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#ConGlr> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ConGLR" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ConvRot> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ConvRot" .
  <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#GraphEdit> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GraphEdit" .
  <https://neverblink.eu/ontologies/llm-kg/methods#InstructGraph> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "InstructGraph" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KgLlmAblationFramework> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-LLM (ablation) framework" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KgLlmFramework> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "The KG-LLM framework is a novel method that converts structured knowledge graph paths into natural language Chain-of-Thought (CoT) prompts. These prompts are then used to instruction fine-tune Large Language Models (LLMs) and integrate In-Context Learning (ICL) for enhancing multi-hop link and relation prediction in KGs. This method leverages LLMs to improve knowledge graph completion tasks." ;
    rdfs:label "Knowledge Graph Large Language Model (KG-LLM) Framework" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#MuseGraph> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MuseGraph" .
  <https://neverblink.eu/ontologies/llm-kg/methods#Rescal> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RESCAL" .
  <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#WsGat> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "wsGAT" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2403.07311> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:15:19.201Z"^^xsd:dateTime ;
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2403.07311" .
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