Nanopublication

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https://w3id.org/np/RAdgXn_bg8hsOxDZIWZ3F1tqhetMQTo9zSuN9cLCZ5YGk
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Content

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@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
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@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
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@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

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

sub:assertion {
  <https://doi.org/10.48550/arXiv.2403.07311> a prov:Entity;
    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#KgLlmAblationFramework>,
      <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#Rescal>, <https://neverblink.eu/ontologies/llm-kg/methods#TransE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#WsGat> .
  
  <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#KgLlmAblationFramework> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion>;
    rdfs:comment "This framework serves as a baseline variant of the KG-LLM approach. It converts multi-hop KG paths into natural language prompts but explicitly removes instructions, textualized IDs, and Chain-of-Thought reasoning from the expected response. It uses instruction fine-tuning to train LLMs for multi-hop link and relation prediction as a comparative method.";
    rdfs:label "KG-LLM (ablation) Framework";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KgLlmFramework> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion>;
    rdfs:comment "This framework converts multi-hop KG paths into Chain-of-Thought natural language prompts with instructions. These prompts are then used to instruction fine-tune LLMs, enabling them to perform multi-hop link prediction and relation prediction tasks within knowledge graphs, significantly leveraging LLMs to enhance KG completion.";
    rdfs:label "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#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 "2026-02-25T16:53:25.539Z"^^xsd:dateTime;
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