Detecting Fluent Optimization-Based Adversarial Prompts via Sequential Entropy Changes

Mohammed Alshaalan, Miguel R. D. Rodrigues

Optimization-based adversarial suffixes can jailbreak aligned large language models (LLMs) while remaining fluent, weakening static and windowed perplexity-based detectors. We cast…