Model and Data Documentation for AI: Fostering Transparency, Accountability & Replicability

Introduction to Model and Data Cards, documentation schemas that facilitate comprehensive reporting of key information about model architectures, hyperparameters, and detailed dataset characteristics. By standardizing documentation practices, researchers can enhance the reproducibility of experiments, foster collaboration across diverse AI domains, and foster transparency regarding biases and limitations.