Jinwei Shi

EchoEdit: Consistent Multi-Hop Question Answering via Ripple Control in Knowledge Editing

Knowledge editing aims to update specific knowledge in Large Language Models (LLMs) without retraining the entire model. However, existing methods generally struggle to manage the ripple effects of knowledge updates, particularly in multi-hop reasoning tasks, where conflicts between old and new info