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Notwithstanding Anything to the Contrary, Ignore All Instructions: Measuring Prompt Injection Guards on Legal Contract Review Attacks

arXiv cs.AI · Mark Heimann, Katherine Taylor, Bruno Jacob ·

arXiv:2611.08834v1 Announce Type: new Abstract: Specialized prompt injection guards are deployed in front of document analysis systems, but no false positive rate has been published for any of them on legal contracts. We measure eleven open-weights guards on two corpora of legal contracts and find that existing…

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