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Yang Junjie

1 accepted papers

2025

Retrieval-Augmented Generation with Hierarchical Knowledge

EMNLP 2025

Graph-based Retrieval-Augmented Generation (RAG) methods have significantly enhanced the performance of large language models (LLMs) in domain-specific tasks. However, existing RAG methods do not adequately utilize the naturally inherent hierarchical knowledge in human cognition, which limits the ca