When Fairness Isn't Statistical: The Limits of Machine Learning in Evaluating Legal Reasoning

Claire Barale, Michael Rovatsos, Nehal Bhuta

Legal decisions are increasingly evaluated for fairness, consistency, and bias using machine learning (ML) techniques. In high-stakes domains like refugee adjudication, such method…