Datasheets for Datasets

The paper advocates for comprehensive documentation of datasets to enhance transparency and accountability in machine learning. Inspired by the electronics industry's component datasheets, it proposes that datasets include details on composition, collection processes, and recommended uses to improve communication between creators and consumers.