Nanopublications

@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: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}

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 .
  <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> 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> .
}

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" .
  sub:sig npx:hasAlgorithm "RSA" ;
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" ;
    npx:hasSignature "I0cJf6WX9BpKGTzOHmRj0F6gvLIXTeGO+ztlOWD6gin4BZsF0stuLj/TGfjdj3RRAM0paXzeZwM3XtvsXW8LQspbAtJws1zYSolWe/Gk1uXM8/LroPTPIvAk4zguF/gguFEhe0uChbXWWy9sFKKHfLaiUR9YneuOmJGjIFuKlQrUCCBcjS6rjY2pOsE/rmkWo45OtCl7O/BUI/2wmDAvyTPQyBetaI6U1FE7woy76oSodkIas/v35ymk2hBRjlPCrC1yvSi3W3ulzWGp3ZJ5/k6+C+9uxxBjDftXUKg4NyK+5GHS6EhfDGLdyKTPEulEyp0rsBi+uEaGX7j4LUgArg==" ;
    npx:hasSignatureTarget this: ;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}