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Weak supervision allows SePArate to achieve pixel-level segmentation of wafer defects without the need for extensive labeled data, outperforming existing methods.
Membrane achieves the highest safety performance against evolving jailbreaks while keeping benign refusals remarkably low, revolutionizing LLM defense strategies.
LLM safety guardrails are surprisingly weak against domain-specific adversarial attacks in finance, medicine, and law, but ExpGuard closes the gap with a new model and dataset.
