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sub:assertion {
  <https://doi.org/10.48550/arXiv.2411.00028> dct:title "Synergizing LLM Agents and Knowledge Graph for Socioeconomic Prediction in LBSN";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#SynergizeLLMAgentAndKnowledgeGraphLearningModelSLAK>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#GeneticAlgorithm>,
      <https://neverblink.eu/ontologies/llm-kg/methods#HKGL>, <https://neverblink.eu/ontologies/llm-kg/methods#HKGLTrans>,
      <https://neverblink.eu/ontologies/llm-kg/methods#HUGAT>, <https://neverblink.eu/ontologies/llm-kg/methods#MGFN>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RandomSearch>;
    a prov:Entity .
  
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    rdfs:label "Genetic Algorithm" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HKGL> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HKGL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HKGLTrans> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HKGL-trans" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HUGAT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HUGAT" .
  
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    rdfs:label "MGFN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RandomSearch> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Random Search" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SynergizeLLMAgentAndKnowledgeGraphLearningModelSLAK>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "The SLAK framework synergizes LLM agents and a Location-Based Knowledge Graph (LBKG) for socioeconomic prediction. It leverages LLM agents' reasoning capabilities for automatic discovery and optimization of task-relevant meta-paths within the LBKG, and employs a semantic-guided knowledge fusion module for adaptive knowledge integration using LLM embeddings. Furthermore, it introduces a cross-task communication mechanism enabling both LLM agent-level collaboration for meta-path refinement and KG embedding-level fusion, positioning the LLMs as agents interacting with KGs for enhanced reasoning.";
    rdfs:label "Synergize LLM Agent and Knowledge Graph learning model (SLAK)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
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sub:provenance {
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