# This Method Makes Clinical AI Forget Entire Classes by Touching Just 0.19% of Parameters

- slug: this-method-makes-clinical-ai-forget-entire-classes-by-touching-just-019-of-parameters
- date: 2026-03-23
- category: Artificial Intelligence

A team from George Washington University and Johns Hopkins has published a machine unlearning method designed specifically for clinical language models — one that nearly eliminates a target class from a deployed model while modifying less than 0.2% of its parameters.

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