PAIR: Prompt Automatic Iterative Refinement for Jailbreaking LLMs

Patrick Chao, Alexander Robey, Edgar Dobriban, Hamed Hassani, George J. Pappas, Eric Wong

Abstract

Uses an attacker LLM to automatically generate jailbreak prompts through iterative refinement achieving high success with only black-box access.

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@article{llmsec202400054,
  title = {PAIR: Prompt Automatic Iterative Refinement for Jailbreaking LLMs},
  author = {Patrick Chao and Alexander Robey and Edgar Dobriban and Hamed Hassani and George J. Pappas and Eric Wong},
  year = {2024},
  journal = {NeurIPS 2024},
  url = {https://arxiv.org/abs/2310.08419},
}