Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RAS-0OM11mapYuyVaN1gXkHnZWCvmVxg4EjoeYc1gQzpo/assertion>. }
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- arXiv.2405.20139 type Entity assertion.
- ToG type Workflow assertion.
- RoG type Workflow assertion.
- KbBinder type Workflow assertion.
- Nsm type Workflow assertion.
- GraftNet type Workflow assertion.
- KdCoT type Workflow assertion.
- GnnRag type Workflow assertion.
- GRetriever type Workflow assertion.
- GnnRagRa type Workflow assertion.
- LmSr type Workflow assertion.
- ReaRev type Workflow assertion.
- Sbert type Workflow assertion.
- ToG label "ToG" assertion.
- KbBinder label "KB-BINDER" assertion.
- RoG label "RoG" assertion.
- Nsm label "NSM" assertion.
- GraftNet label "GraftNet" assertion.
- KdCoT label "KD-CoT" assertion.
- GnnRag label "GNN-RAG" assertion.
- GnnRagRa label "GNN-RAG+RA" assertion.
- ReaRev label "ReaRev" assertion.
- Sbert label "SBERT" assertion.
- GRetriever label "G-Retriever" assertion.
- LmSr label "LM SR" assertion.
- GnnRag 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." assertion.
- GnnRagRa 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." assertion.
- GnnRag subject KGEnhancedLLMInference assertion.
- GnnRagRa subject KGEnhancedLLMInference assertion.
- arXiv.2405.20139 title "GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning" assertion.
- GnnRag hasURL "https://github.com/cmavro/ReaRev_KGQA" assertion.
- GnnRagRa hasURL "https://github.com/cmavro/ReaRev_KGQA" assertion.
- arXiv.2405.20139 describes GnnRag assertion.
- arXiv.2405.20139 describes GnnRagRa assertion.
- arXiv.2405.20139 discusses ToG assertion.
- arXiv.2405.20139 discusses RoG assertion.
- arXiv.2405.20139 discusses KbBinder assertion.
- arXiv.2405.20139 discusses Nsm assertion.
- arXiv.2405.20139 discusses GraftNet assertion.
- arXiv.2405.20139 discusses KdCoT assertion.
- arXiv.2405.20139 discusses GRetriever assertion.
- arXiv.2405.20139 discusses LmSr assertion.
- arXiv.2405.20139 discusses ReaRev assertion.
- arXiv.2405.20139 discusses Sbert assertion.
- GnnRag hasTopCategory KGEnhancedLLM assertion.
- GnnRagRa hasTopCategory KGEnhancedLLM assertion.