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- RetrievalAugmentedGeneration type Workflow assertion.
- arXiv.2410.11588 type Entity assertion.
- KgBasedRandomWalkReasoning type Workflow assertion.
- RetrievalAugmentedGeneration label "Retrieval-Augmented Generation (RAG)" assertion.
- KgBasedRandomWalkReasoning label "KG-based random-walk reasoning" assertion.
- KgBasedRandomWalkReasoning comment "This method leverages a knowledge graph's structured causal relationships by performing a multi-step random walk to extract contextually relevant information. This extracted information, including verbalized triples and randomly selected subsequent nodes, is integrated into LLM prompts during the inference stage to enhance the LLM's reasoning abilities and performance in commonsense question answering tasks without requiring retraining." assertion.
- arXiv.2410.11588 describes KgBasedRandomWalkReasoning assertion.
- arXiv.2410.11588 discusses RetrievalAugmentedGeneration assertion.
- KgBasedRandomWalkReasoning subject KGEnhancedLLMInference assertion.
- arXiv.2410.11588 title "Causal Reasoning in Large Language Models: A Knowledge Graph Approach" assertion.
- KgBasedRandomWalkReasoning hasTopCategory KGEnhancedLLM assertion.