LASH: Adaptive Semantic Hybridization for Black-Box Jailbreaking of Large Language Models

Jailbreak attacks expose a persistent gap between the intended safety behavior of aligned large language models and their behavior under adversarial prompting. Existing automated methods are increasingly effective but each commits to a single attack family (e.g., one refinement loop, one tree search...