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A lot of people here are misreading what this research actually says. If you find the PDF confusing, the base website (https://llm-attacks.org/) lays out the attack in more straightforward terms.
> We demonstrate that it is in fact possible to automatically construct adversarial attacks on LLMs [...] Unlike traditional jailbreaks, these are built in an entirely automated fashion, allowing one to create a virtually unlimited number of such attacks. Although they are built to target LLMs [..], we find that the strings transfer to many closed-source, publicly-available chatbots like ChatGPT, Bard, and Claude.