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@prefix dct: <http://purl.org/dc/terms/> .
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    a np:Nanopublication .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2502.03992> dct:title "Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question Answering";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#OntoSCPrompt>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GraphNet>, <https://neverblink.eu/ontologies/llm-kg/methods#HGNet>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PullNet>, <https://neverblink.eu/ontologies/llm-kg/methods#STaGQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TERP>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "EmbedKGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HGNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HGNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#OntoSCPrompt> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGQuestionAnswering>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "This method introduces a novel two-stage LLM-based KGQA system to generalize across heterogeneous KGs. It utilizes an ontology-guided hybrid prompt learning strategy, integrating KG ontology into prompts for semantic parsing and KG content population, and employs task-specific decoding strategies to ensure SPARQL query validity. The primary goal is to improve KGQA performance and generalization using LLMs.";
    rdfs:label "OntoSCPrompt";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PullNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PullNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#STaGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "STaG-QA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TERP> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TERP" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2502.03992> .
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