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DDS Validation Checklist

This checklist validates dataset readiness under DDS. SFDS suite conformance for DDS is tracked by DDS.manifest.toml and the DDS suite map.

  • Dataset manifest exists.
  • Sources are recorded.
  • License status is recorded.
  • Validation procedure is documented.
  • Splits are documented when applicable.
  • Hashes are recorded for preserved artifacts.
  • Known limitations are documented.
  • Collection method and transformation steps are documented.
  • Removed or filtered records are explained.
  • Split method, seed, and counts are recorded when applicable.
  • License uncertainty is resolved before public release.
  • Dataset class is identified.
  • Derived datasets link to source datasets or provenance records.
  • Data dictionary or schema notes exist when consumers depend on fields.
  • Generated data is labeled and generation method is recorded.
  • Sensitive, restricted, or licensed data handling constraints are documented.
  • Evaluation sets are protected from accidental training use when applicable.