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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 .
  <https://neverblink.eu/ontologies/llm-kg/methods#bprMf> a <http://purl.org/spar/fabio/Workflow> ;
    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" .
  <https://neverblink.eu/ontologies/llm-kg/methods#lightGCN> a <http://purl.org/spar/fabio/Workflow> ;
    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> .
}
sub:provenance {
   sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
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