Lei Zheng

A single forward pass through an atomistic foundation model can predict material stability with 30x less computation than a full relaxation, while providing calibrated probabilities and a clear rule for when to "think slowly."

This work audits five LLM overseers on 19 compliance tasks, varying only trace detail and evidence labeling, finding that elaborate traces shift the decision criterion toward rejection, increasing false alarms in susceptible overseers.