๐๐ฒ๐ ๐๐ฎ๐ธ๐ฒ๐ฎ๐๐ฎ๐๐:
โก ๐ฑ๐ณ% ๐ฎ๐๐๐ฎ๐ฐ๐ธ ๐๐๐ฐ๐ฐ๐ฒ๐๐ ๐ฟ๐ฎ๐๐ฒ: Outperforms SOTA attacks across GPT-4o, LLama, Gemma, and Phi models
๐ง ๐ฆ๐บ๐ฎ๐ฟ๐๐ฒ๐ฟ โ ๐ฆ๐ฎ๐ณ๐ฒ๐ฟ: Larger, more capable models are MORE vulnerable to contrastive reasoning attacks
๐จ ๐๐ฒ๐ณ๐ฒ๐ป๐๐ฒ ๐ด๐ฎ๐ฝ ๐ฒ๐
๐ฝ๐ผ๐๐ฒ๐ฑ: Current safety measures can't detect subtle, logic-driven jailbreaks
โ
๐ฆ๐ผ๐น๐๐๐ถ๐ผ๐ป ๐ฒ๐
๐ถ๐๐๐: Our Chain-of-Thought defenses reduce attack success by 95%
(2/๐งต)
๐ ๐ฃ๐ฎ๐ฝ๐ฒ๐ฟ โ https://arxiv.org/pdf/2501.01872
๐ ๐ฃ๐ฟ๐ผ๐ท๐ฒ๐ฐ๐ โ https://ukplab.github.io/emnlp2025-poate-attack/
๐พ ๐๐ผ๐ฑ๐ฒ + ๐ฑ๐ฎ๐๐ฎ โ https://github.com/UKPLab/emnlp2025-poate-attack
And consider following the authors Rachneet Sachdevaโฌ, Rima Hazra, and Iryna Gurevych (UKP Lab/TU Darmstadt) if you are interested in more information or an exchange of ideas.
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