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AFTER CERTAINTY

dataset

Datasheets for Datasets.

Gebru, Timnit, Jamie Morgenstern, Briana Vecchione, Jennifer Wortman Vaughan, Hanna Wallach, Hal Daumé III, and Kate Crawford. "Datasheets for Datasets." Communications of the ACM 64, no. 12 (2021): 86-92.

Why this matters here

Gebru and coauthors' datasheets proposal addresses documentation of dataset provenance, composition, and use. The chapter cites that governance intervention for evaluating AI inputs rather than assuming model evaluation alone is sufficient.