LEACE

A new analysis reveals that aligning large language models (LLMs) in English creates latent vulnerabilities that allow harmful inputs in low-resource languages to bypass safety guardrails. Researchers…

Researchers tasked LLM agents with inventing concept-erasure algorithms that outperform existing methods like LEACE and QLEACE. The best agent-discovered algorithm reduced nonlinear probe accuracy fro…