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Data, Privacy & LegalVery Hard· Machine Unlearning· Compliance· Data Deletion
Legal now requires any document to be removable from th...
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See plansThe requirement for 24-hour removal shifts the priority from model quality to strict deletability. Proposing an unlearning pass over model weights is problematic because it requires naming target sequences in advance and performing a specific gradient procedure for each notice. This approach offers no guarantee of complete removal and risks collateral damage to neighboring data representations. A standard deletion against the source data (D) avoids these issues entirely and is the preferred path for compliance.