Nanopublication

ID

https://w3id.org/np/RAoj2yL7iZIU7_f7IcUF3fkhvN5Sh1nY8Q2kUzuxPbKPs
Formats

Content

@prefix this: <https://w3id.org/np/RAoj2yL7iZIU7_f7IcUF3fkhvN5Sh1nY8Q2kUzuxPbKPs> .
@prefix sub: <https://w3id.org/np/RAoj2yL7iZIU7_f7IcUF3fkhvN5Sh1nY8Q2kUzuxPbKPs/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
@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.2505.20971> a prov:Entity;
    dct:title "Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#ReasonAlignRespond>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#EWEKQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#EffiQA>, <https://neverblink.eu/ontologies/llm-kg/methods#GCR>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GNNRAGRA>, <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KDCoT>, <https://neverblink.eu/ontologies/llm-kg/methods#NSM>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ReaRev>, <https://neverblink.eu/ontologies/llm-kg/methods#RoG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SRNSM>, <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ToG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#EWEKQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "EWEK-QA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#EffiQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "EffiQA" .
  
  <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#GNNRAGRA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GNN-RAG+RA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraftNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KDCoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KD-CoT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#NSM> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "NSM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ReaRev> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ReaRev" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ReasonAlignRespond> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "RAR is a novel framework that systematically integrates LLM reasoning with knowledge graphs for Knowledge Graph Question Answering (KGQA). It employs three fine-tuned LLM modules (Reasoner, Aligner, Responser) and an iterative Expectation-Maximization (EM) algorithm to jointly refine human-like reasoning chains and their corresponding KG paths, thereby reducing hallucinations and enhancing interpretability. This approach synergizes LLMs and KGs by using LLMs as agents to interact with and ground reasoning in KGs.";
    rdfs:label "Reason-Align-Respond (RAR)";
    <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#SRNSM> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SR+NSM" .
  
  <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#ToG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ToG" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2505.20971> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:21:28.925Z"^^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.2505.20971" .
  
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    npx:hasSignatureTarget this:;
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}