An empirical comparison of LLM Guard, Vigil, and Rebuff on 11,000 prompt leak attacks shows Vigil minimizes false positives, Rebuff balances recall and false alarms, and default canary checks in Vigil and Rebuff are ineffective.
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Enhancing Security in LLM Applications: A Performance Evaluation of Early Detection Systems
An empirical comparison of LLM Guard, Vigil, and Rebuff on 11,000 prompt leak attacks shows Vigil minimizes false positives, Rebuff balances recall and false alarms, and default canary checks in Vigil and Rebuff are ineffective.