Datasheets for Datasets

Datasheet for datasets template: what the original paper asks

Updated

The Datasheets paper proposes that every dataset be accompanied by a datasheet. Here is what it asks, and how other standards compare.

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The text the card answers to

California AB 2013 and the EU AI Act Article 53(1)(d) training-content summary

  1. Section: sources

    AB 2013 item (1) asks for the sources or owners of the datasets

  2. Section: personal information

    Open: find out before publishing, since AB 2013 and the Data Cards Playbook both ask

  3. Section: EU training-content summary

    Follow the AI Office template, which the Commission calls a common minimal baseline for the public summary

  4. Format of the card

    A README.md in the dataset repo, rendered as the card, with a YAML metadata section

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The proposal, in its words

"We propose that every dataset be accompanied with a datasheet that documents its motivation, composition, collection process, recommended uses" (Datasheets for Datasets, arXiv 1803.09010).

Source: Datasheets for Datasets paper (arXiv 1803.09010), read for the data card generator

Beside the other standards

The Datasheets proposal is one of the 6 standards on our board. 4 of them ask where the data came from and 2 ask about personal data; what each one asks a card to contain is on its row of the board on our dataset page, in its own words.

Ask about documenting a dataset you plan to license

A buyer will ask for the card before the licence. Tell us about the dataset and we reply with what the texts on the board ask of it.

Has a buyer already made the data-holding company an offer for its data?

Does the data-holding company already license or sell this data?

Tick the box above to send your enquiry.

Sources

This site's own dataset, every figure quoted from its source and dated:

  1. European Union (official text)
  2. Croissant Format Specification | Croissant site
  3. European Union (official text)
  4. [2204.01075] Data Cards: Purposeful and Transparent Dataset Documentation for Responsible
  5. The Data Cards Playbook - Data Cards Playbook
  6. NIST AI RMF
  7. Croissant - MLCommons
  8. Dataset Cards · Hugging Face

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