A new arXiv paper examines how LLMs respond to opposing legal arguments when acting as decision-makers. The research analyzes whether models are unduly influenced by advocate skill rather than legal merit. This vulnerability suggests that current models lack the critical stability required for judicial roles. Practitioners must verify consistency before deploying LLMs in administrative law.