Nanopublication

ID

https://w3id.org/np/RAobjTY3RnejCAKLvFcTSj3IgqKbH14lXPWrdrWBKP7r0
Formats

Content

@prefix this: <https://w3id.org/np/RAobjTY3RnejCAKLvFcTSj3IgqKbH14lXPWrdrWBKP7r0> .
@prefix sub: <https://w3id.org/np/RAobjTY3RnejCAKLvFcTSj3IgqKbH14lXPWrdrWBKP7r0/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@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/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@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/> .

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.2403.03008> a prov:Entity;
    dct:title "Knowledge Graphs as Context Sources for LLM-Based Explanations of Learning Recommendations ⋆";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#kgContextualizedLlmExplanationGeneration>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#gpt4>,
      <https://neverblink.eu/ontologies/llm-kg/methods#markovDecisionProcessBasedRecommendationAlgorithm>,
      <https://neverblink.eu/ontologies/llm-kg/methods#rougeMetric> .
  
  <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#kgContextualizedLlmExplanationGeneration>
    a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference>;
    rdfs:comment "This method utilizes knowledge graphs (KGs) to provide structured factual context for LLM prompts during the inference stage. By extracting hierarchical information, semantic relations, and metadata from a KG, the method constructs a contextual part for the GPT-4 prompt, thereby guiding the LLM to generate more precise, relevant, and less hallucinatory explanations for learning recommendations in a sensitive domain.";
    rdfs:label "KG-Contextualized LLM Explanation Generation";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#markovDecisionProcessBasedRecommendationAlgorithm>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Markov Decision Process-based Recommendation Algorithm" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#rougeMetric> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Rouge Metric" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2403.03008> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:21:41.825Z"^^xsd:dateTime;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2403.03008" .
  
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    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}