data sheet
Record of dataset provenance and characteristics.
Definitions (2)
A dataset metadata document detailing provenance, composition, collection and preprocessing methods, known biases or limitations, and suitability for particular tasks to inform dataset reuse and risk assessment.
A dataset provenance report detailing the origins, composition, labeling practices, preprocessing steps, known biases, and usage restrictions of datasets used to train or evaluate AI systems, intended to support reproducibility, risk assessment, and mitigation of harms.
Related Terms
Datasheet
Record of dataset provenance and composition....
Datasets
Curated, annotated collections of data for model training/testing....
Dataset Provenance
Traceable metadata on the origin and composition of training data....
high-value dataset
Datasets prioritized for availability, interoperability, and reuse....
Publicly-available information
Data already public or cleared for release....