Paper 2604.26233 examines how LLMs respond to opposing legal arguments when acting as decision-makers. Researchers tested whether models decide cases based on legal merit or the rhetorical skill of advocates. This vulnerability to persuasion threatens judicial consistency. Practitioners must audit model susceptibility to biased prompting before deploying AI in administrative or judicial contexts.