Xing Rui

Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs

Knowledge graph-based retrieval-augmented generation seeks to mitigate hallucinations in Large Language Models (LLMs) caused by insufficient or outdated knowledge. However, existing methods often fail to fully exploit the prior knowledge embedded in knowledge graphs (KGs), particularly their structu…