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The Dataset Nutrition Label (2nd Gen): Leveraging Context to Mitigate Harms in Artificial Intelligence. (arXiv:2201.03954v1 [cs.LG])
Jan. 12, 2022, 2:10 a.m. | Kasia S. Chmielinski, Sarah Newman, Matt Taylor, Josh Joseph, Kemi Thomas, Jessica Yurkofsky, Yue Chelsea Qiu
cs.LG updates on arXiv.org arxiv.org
As the production of and reliance on datasets to produce automated
decision-making systems (ADS) increases, so does the need for processes for
evaluating and interrogating the underlying data. After launching the Dataset
Nutrition Label in 2018, the Data Nutrition Project has made significant
updates to the design and purpose of the Label, and is launching an updated
Label in late 2020, which is previewed in this paper. The new Label includes
context-specific Use Cases &Alerts presented through an updated design …
artificial artificial intelligence arxiv dataset gen intelligence
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