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AFTER CERTAINTY

Person

Margaret Mitchell

Machine learning researcher known for model cards, documentation transparency, and fairness in NLP systems.

Why this matters

Mitchell argues models need accountable packaging—documentation as the interface where hidden harms become discussable.