Nanopublications

@prefix this: <https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA> .
@prefix sub: <https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@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: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2503.23523> dct:title "Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#QuestionAwareKnowledgeGraphPrompting> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#GraphNeuralPrompting> , <https://neverblink.eu/ontologies/llm-kg/methods#KGEvidencePrompting> , <https://neverblink.eu/ontologies/llm-kg/methods#LLMOnly> , <https://neverblink.eu/ontologies/llm-kg/methods#PromptEnhancedLLM> , <https://neverblink.eu/ontologies/llm-kg/methods#SoftPrompting> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphNeuralPrompting> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GNP (Graph Neural Prompting)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGEvidencePrompting> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KGEP (KG Evidence Prompting)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMOnly> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LLM (LLM-Only)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#PromptEnhancedLLM> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "PE (Prompt-Enhanced LLM)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#QuestionAwareKnowledgeGraphPrompting> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This method enhances LLM performance in Multiple Choice Question Answering (MCQA) by generating query-adaptive soft prompts from Knowledge Graphs (KGs) during the inference stage. It integrates question embeddings into GNN aggregation (QNA) to assess KG relevance and uses global attention across answer options (GTP) to enrich soft prompt completeness, without requiring LLM fine-tuning." ;
    rdfs:label "Question-Aware Knowledge Graph Prompting" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  <https://neverblink.eu/ontologies/llm-kg/methods#SoftPrompting> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SP (Soft Prompting)" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2503.23523> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:20:09.148Z"^^xsd:dateTime ;
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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2503.23523" .
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