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@prefix dct: <http://purl.org/dc/terms/> .
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sub:assertion {
   <https://doi.org/10.48550/arXiv.2406.01145> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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> .
  <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA> a <http://purl.org/spar/fabio/Workflow> ;
    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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