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sub:assertion {
  <https://doi.org/10.48550/arXiv.2601.08148> dct:title "Enriching Semantic Profiles into Knowledge Graph for Recommender Systems Using Large Language Models";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#spikeSemanticProfilesIntoKnowledgeGraphsForEnhancedRecommendation>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#bprMf>,
      <https://neverblink.eu/ontologies/llm-kg/methods#colaKG>, <https://neverblink.eu/ontologies/llm-kg/methods#diffKG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#kgRec>, <https://neverblink.eu/ontologies/llm-kg/methods#lightGCL>,
      <https://neverblink.eu/ontologies/llm-kg/methods#lightGCN>, <https://neverblink.eu/ontologies/llm-kg/methods#rlmRec>,
      <https://neverblink.eu/ontologies/llm-kg/methods#sgl>;
    a prov:Entity .
  
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    rdfs:label "BPR-MF" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#colaKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CoLaKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#diffKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DiffKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kgRec> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KGRec" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#lightGCL> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LightGCL" .
  
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    rdfs:label "LightGCN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#rlmRec> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RLMRec" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#sgl> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SGL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#spikeSemanticProfilesIntoKnowledgeGraphsForEnhancedRecommendation>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "SPiKE is a recommender model that synergizes knowledge from LLM-generated semantic profiles and KG structural information. It uses a profile-aware KG aggregation mechanism to integrate profiles during message passing and a pairwise matching loss to align KG and LLM-generated profile embeddings, thereby creating a unified representation for recommendation.";
    rdfs:label "SPiKE (Semantic Profiles into Knowledge Graphs for Enhanced Recommendation)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
}

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