Nanopublication

ID

https://w3id.org/np/RAdj-7_1ZWYgSMG-U7elmoHN5qgemRXg-xIE7-5yESdIw
Formats

Content

@prefix this: <https://w3id.org/np/RAdj-7_1ZWYgSMG-U7elmoHN5qgemRXg-xIE7-5yESdIw> .
@prefix sub: <https://w3id.org/np/RAdj-7_1ZWYgSMG-U7elmoHN5qgemRXg-xIE7-5yESdIw/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

sub:Head {
  this: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2411.00028> a prov:Entity;
    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> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GeneticAlgorithm> a <http://purl.org/spar/fabio/Workflow>;
    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" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MGFN> a <http://purl.org/spar/fabio/Workflow>;
    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>
    a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    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> .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2411.00028> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:31:19.990Z"^^xsd:dateTime;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2411.00028" .
  
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