Gold and Silver Crash Harder Than Your Ex’s Promises!
While these metallic wonders are often heralded as bastions of stability during stormy economic seas, last Thursday and Friday were anything but serene. Picture this: gold, once a glorious phoenix soaring to heights of $5,600 per ounce, found itself tumbling down like a clumsy acrobat, landing back at $4,700-a dizzying 16% decline in mere hours! Silver, that cheeky cousin, decided to join the fray with a jaw-dropping 40% drop, slinking back to $73 and erasing all its glittering gains in a flash.

![Traditional natural language processing attacks demonstrate limited transferability and reduced effectiveness against in-context learning classifiers-as evidenced by consistently lower attack success rates (measured as Attack Success Rate [latex]ASR[/latex] and robust [latex]rASR[/latex]) across varying perturbation budgets-highlighting the need for attack strategies specifically designed for this emerging paradigm.](https://arxiv.org/html/2601.21586v1/x44.png)





