@prefix this: <https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE> .
@prefix sub: <https://w3id.org/np/RAh2rxBhVAhitoWrWFc88NGrk2t91GkR7oYGN9REgG4tE/> .
@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 {
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2406.01145> a prov:Entity;
    dct:title "Dual Reasoning: A GNN-LLM Collaborative Framework for Knowledge Graph Question Answering";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#DualReasoning>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought>,
      <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA>, <https://neverblink.eu/ontologies/llm-kg/methods#GNNRAG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet>, <https://neverblink.eu/ontologies/llm-kg/methods#GreaseLM>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KAPING>, <https://neverblink.eu/ontologies/llm-kg/methods#KBBinder>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KDCoT>, <https://neverblink.eu/ontologies/llm-kg/methods#KVMem>,
      <https://neverblink.eu/ontologies/llm-kg/methods#NSM>, <https://neverblink.eu/ontologies/llm-kg/methods#QAGNN>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RoG>, <https://neverblink.eu/ontologies/llm-kg/methods#SRPlusNSM>,
      <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT>, <https://neverblink.eu/ontologies/llm-kg/methods#ToG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThought>, <https://neverblink.eu/ontologies/llm-kg/methods#UniKGQA> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought (CoT)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DualReasoning> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "DualR is a novel framework that integrates a GNN-based module for explicit graph reasoning (System 2) with an LLM for knowledge-enhanced answer determination (System 1) in KGQA. It features an LLM-empowered GNN for semantic-aware knowledge exploration and refines extracted reasoning chains into a prompt to guide a frozen LLM, creating a synergistic reasoning process.";
    rdfs:label "Dual-Reasoning (DualR)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
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    rdfs:label "EmbedKGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GNNRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GNN-RAG" .
  
  <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#GreaseLM> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GreaseLM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KAPING> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KAPING" .
  
  <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#KDCoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KD-CoT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KVMem> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KV-Mem" .
  
  <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#QAGNN> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "QA-GNN" .
  
  <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#SRPlusNSM> 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" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Tree-of-Thought (ToT)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#UniKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "UniKGQA" .
}

sub:provenance {
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}

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