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sub:Head {
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sub:assertion {
   <https://doi.org/10.48550/arXiv.2405.20139> dct:title "GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#GnnRag> , <https://neverblink.eu/ontologies/llm-kg/methods#GnnRagRa> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#GRetriever> , <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet> , <https://neverblink.eu/ontologies/llm-kg/methods#KbBinder> , <https://neverblink.eu/ontologies/llm-kg/methods#KdCoT> , <https://neverblink.eu/ontologies/llm-kg/methods#LmSr> , <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#Sbert> , <https://neverblink.eu/ontologies/llm-kg/methods#ToG> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#GRetriever> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "G-Retriever" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GnnRag> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/cmavro/ReaRev_KGQA"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "GNN-RAG enhances LLM performance on KGQA by using a GNN to retrieve relevant multi-hop reasoning paths from a KG. These verbalized paths are then fed to the LLM as context for RAG, thereby improving the LLM's ability to answer complex questions during its inference stage and reducing hallucinations." ;
    rdfs:label "GNN-RAG" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  <https://neverblink.eu/ontologies/llm-kg/methods#GnnRagRa> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/cmavro/ReaRev_KGQA"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "GNN-RAG+RA further boosts LLM KGQA performance by employing retrieval augmentation, combining GNN-induced reasoning paths with LLM-based retrieved paths (e.g., from RoG). This method increases the diversity and recall of retrieved KG information, which in turn enhances the LLM's reasoning and answer accuracy during inference." ;
    rdfs:label "GNN-RAG+RA" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  <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#KbBinder> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KB-BINDER" .
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    rdfs:label "KD-CoT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LmSr> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LM SR" .
  <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#RoG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RoG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#Sbert> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SBERT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ToG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ToG" .
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