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@prefix pav: <http://purl.org/pav/> .
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@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

<https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s> a np:Nanopublication;
  np:hasAssertion sub:assertion;
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  dct:created "2026-02-26T14:20:11.306Z"^^xsd:dateTime;
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  rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2403.07311" .

<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 is an ablation variant of the KG-LLM framework, where the knowledge prompt structure is simplified by removing explicit instructions, textualized IDs, and Chain-of-Thought reasoning from the expected response. It is explicitly designed and evaluated as a baseline within the same LLM-augmented KG completion approach.";
  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 "The KG-LLM framework converts multi-hop knowledge graph paths into natural language Chain-of-Thought prompts. These prompts are then used for instruction fine-tuning of Large Language Models (LLMs) to perform multi-hop link and relation prediction, which are tasks aimed at completing missing information within Knowledge Graphs.";
  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#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:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
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