Why document a dataset's intended use and context?

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  1. Context never affects models
  2. Any dataset suits every use
  3. Mismatch can hurt real-world performance

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References

  1. Datasheets for Datasets arxiv.org/pdf/1803.09010 Checked 2026-10-11.

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