Jailbreak prompts with adversarial suffixes have high GPT-2 perplexity, and a LightGBM model on perplexity and length detects most attacks.
Jaramilo:gpt4jailbreak, howpublished = https://huggingface.co/datasets/rubend18/chatgpt-jailbreak-prompts , 2023
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Detecting Language Model Attacks with Perplexity
Jailbreak prompts with adversarial suffixes have high GPT-2 perplexity, and a LightGBM model on perplexity and length detects most attacks.