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sub:assertion {
  <https://doi.org/10.48550/arXiv.2412.12464> dct:title "LLM is Knowledge Graph Reasoner: LLM's Intuition-aware Knowledge Graph Reasoning for Cold-start Sequential Recommendation";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#LIKR>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#CAFE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#CSRec>, <https://neverblink.eu/ontologies/llm-kg/methods#GRU4Rec>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LRD>, <https://neverblink.eu/ontologies/llm-kg/methods#PGPR>,
      <https://neverblink.eu/ontologies/llm-kg/methods#REINFORCEAlgorithm>, <https://neverblink.eu/ontologies/llm-kg/methods#SASRec>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TransE>, <https://neverblink.eu/ontologies/llm-kg/methods#UCPR>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CAFE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CAFE" .
  
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    rdfs:label "CSRec" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GRU4Rec> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GRU4Rec" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LIKR> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "LIKR is a unified framework where an LLM is treated as a reasoner that outputs intuitive exploration strategies for a Knowledge Graph (KG). It integrates LLM's text-based output (user preferences) with KG embeddings into a hybrid reward function for a reinforcement learning agent. This agent then performs KG path reasoning to make recommendations, synergizing both LLM intuition and KG structure for enhanced reasoning capabilities.";
    rdfs:label "LLM's Intuition-aware Knowledge graph Reasoning model (LIKR)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LRD> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LRD" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PGPR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PGPR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#REINFORCEAlgorithm> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "REINFORCE algorithm" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SASRec> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SASRec" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TransE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TransE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#UCPR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "UCPR" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2412.12464> .
}

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