llm-governance

This paper introduces five governance metrics to quantify policy compliance at the decision rationale level for LLMs in regulated financial workflows, finding that mechanical enforcement (operating outside the model's interpretive loop) reduces non-informative deferrals by 73% and reveals governance-task decoupling: text-only governance degrades on both dimensions under stress, while mechanical enforcement preserves governance quality even as task performance drops.