FairEM360: A Comprehensive Framework for Auditing and Resolving Fairness Issues in Entity Matching

FairEM360 is a framework that assists practitioners in auditing entity matchers for fairness, identifying the underlying reasons for unfairness, and providing resolutions through an ensemble-based approach to achieve a desirable trade-off between fairness and matching performance.