Xiaogeng Liu

RePD: Defending Jailbreak Attack through a Retrieval-based Prompt Decomposition Process

2024 · arXiv (Cornell University)

In this study, we introduce RePD, an innovative attack Retrieval-based Prompt Decomposition framework designed to mitigate the risk of jailbreak attacks on large language models (LLMs). Despite rigorous pretraining and finetuning focused on ethical alignment, …