@prefix this: <https://w3id.org/np/RAHGdGjqIGJgy3FJRtd7L719FKfMihdGTXhhQwxfZBuvE> .
@prefix sub: <https://w3id.org/np/RAHGdGjqIGJgy3FJRtd7L719FKfMihdGTXhhQwxfZBuvE/> .
@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.2505.19410> dct:title "Self-Reflective Planning with Knowledge Graphs: Enhancing LLM Reasoning Reliability for Question Answering" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#SelfReflectivePlanning> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Flexkbqa> , <https://neverblink.eu/ontologies/llm-kg/methods#KbBinder> , <https://neverblink.eu/ontologies/llm-kg/methods#Readi> , <https://neverblink.eu/ontologies/llm-kg/methods#SrNsmE2e> , <https://neverblink.eu/ontologies/llm-kg/methods#StructGpt> , <https://neverblink.eu/ontologies/llm-kg/methods#TIARA> , <https://neverblink.eu/ontologies/llm-kg/methods#ToG> , <https://neverblink.eu/ontologies/llm-kg/methods#TransferNet> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#Flexkbqa> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Flexkbqa" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KbBinder> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KB-BINDER" .
  <https://neverblink.eu/ontologies/llm-kg/methods#Readi> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Readi" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SelfReflectivePlanning> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "SRP is a novel framework that synergizes LLMs with KGs through iterative, reference-guided reasoning during the inference stage. It aims to enhance LLM reasoning reliability for question answering by enabling LLMs to plan and reflect on reasoning paths using structured knowledge from KGs, thereby addressing issues like hallucination and factual inconsistency." ;
    rdfs:label "Self-Reflective Planning (SRP)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  <https://neverblink.eu/ontologies/llm-kg/methods#SrNsmE2e> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SR+NSM+E2E" .
  <https://neverblink.eu/ontologies/llm-kg/methods#StructGpt> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "StructGPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TIARA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TIARA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ToG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ToG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TransferNet> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TransferNet" .
}
sub:provenance {
   sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2505.19410> .
}
sub:pubinfo {
   this: dct:created "2026-02-26T16:26:20.759Z"^^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.2505.19410" .
  sub:sig npx:hasAlgorithm "RSA" ;
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" ;
    npx:hasSignature "KVlTgisToMsieMyVy1qog7QGnFO4gAOSAYPnDN+FpxdzRqRitjMDmdpComb+EytVu1V2z3rvAs8azrzfeBUYX8vEwMv+hYbzew9Z1C1KCUDl6nK6LuY3RjirAp82QFlGJjY9GNVirBXLVUt4/wmLmViSG6x5xH6s/1SyCDgLpQJCqL41W9ANqEf6EpxVSwAc0J9PUX+YundKsKFQQyHAPntso0duh54pJHaJ03l0ip5PNwyuoJQW10CglLMQ7G0lqLdhmpH+vmofAeE0BHo3bplBLenEIdtK96iAIwat1Qp42/ojO4W7x4oJY6qsjxBBcPSq7/eoARV2aI/Wz0zLMQ==" ;
    npx:hasSignatureTarget this: ;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}