Protected LLMs are far less vulnerable to multi-turn jailbreaks than benchmarks suggest

Rahman et al. show that a prompt-based safety layer cuts a strong baseline's attack success rate from 0.896 to 0.608, and propose ATTCK-R, a planning-driven framework that outperforms recent multi-turn jailbreaking methods on protected black-box LLMs.

Big Tech
Md Mushfiqur Rahman · Tobias Rohde · Rahul Tripathi · Khalil Elkhalil · Kevin Lybarger

George Mason University · Amazon

Research Digest··2 min read
1 percent relative drop.

Rahman et al.

Why this paper

From Amazon and George Mason University

In one line

ATTCK-R outperforms existing multi-turn jailbreaking methods against protected LLMs using planning and tactic curation.

What we could check

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