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https://w3id.org/np/RAal9KuPjOGx01JCSUNhZkxgfFOf8YeHyGz691iY8UGnk

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Content

@prefix this: <https://w3id.org/np/RAal9KuPjOGx01JCSUNhZkxgfFOf8YeHyGz691iY8UGnk> .
@prefix sub: <https://w3id.org/np/RAal9KuPjOGx01JCSUNhZkxgfFOf8YeHyGz691iY8UGnk/> .
@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.2510.01257> a prov:Entity;
    dct:title "RJE: A Retrieval-Judgment-Exploration Framework for Efficient Knowledge Graph Question Answering with LLMs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#rje>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#chainOfThoughtPrompting>,
      <https://neverblink.eu/ontologies/llm-kg/methods#epr>, <https://neverblink.eu/ontologies/llm-kg/methods#gcr>,
      <https://neverblink.eu/ontologies/llm-kg/methods#interactiveKbqa>, <https://neverblink.eu/ontologies/llm-kg/methods#kgAgent>,
      <https://neverblink.eu/ontologies/llm-kg/methods#kgCot>, <https://neverblink.eu/ontologies/llm-kg/methods#pog>,
      <https://neverblink.eu/ontologies/llm-kg/methods#rdP>, <https://neverblink.eu/ontologies/llm-kg/methods#reasoningLm>,
      <https://neverblink.eu/ontologies/llm-kg/methods#reknoS>, <https://neverblink.eu/ontologies/llm-kg/methods#rog>,
      <https://neverblink.eu/ontologies/llm-kg/methods#selfConsistency>, <https://neverblink.eu/ontologies/llm-kg/methods#sr>,
      <https://neverblink.eu/ontologies/llm-kg/methods#standardPrompting>, <https://neverblink.eu/ontologies/llm-kg/methods#structGpt>,
      <https://neverblink.eu/ontologies/llm-kg/methods#subgraphRAG>, <https://neverblink.eu/ontologies/llm-kg/methods#tog>,
      <https://neverblink.eu/ontologies/llm-kg/methods#unikgqa> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#chainOfThoughtPrompting> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought prompting (CoT)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#epr> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "EPR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#gcr> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GCR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#interactiveKbqa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Interactive-KBQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kgAgent> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-Agent" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kgCot> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-CoT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#pog> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PoG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#rdP> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RD-P" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#reasoningLm> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ReasoningLM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#reknoS> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ReKnoS" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#rje> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "RJE is a novel framework that synergizes KG retrieval with LLM reasoning for Knowledge Graph Question Answering. It integrates a multi-stage process of retrieval, judgment by an LLM, and conditional exploration, where LLMs act as agents interacting with the KG to conduct multi-hop reasoning and answer generation. This approach aims to mutually enhance both LLM performance (especially for smaller models) and KGQA efficiency.";
    rdfs:label "RJE: A Retrieval-Judgment-Exploration Framework";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#rog> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RoG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#selfConsistency> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Self-Consistency (SC)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#sr> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#standardPrompting> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Standard Prompting (IO prompt)" .
  
  <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#subgraphRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SubgraphRAG" .
  
  <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#unikgqa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "UniKGQA" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2510.01257> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:06:49.300Z"^^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.2510.01257" .
  
  sub:sig npx:hasAlgorithm "RSA";
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    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}