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Unlearning data doesn't have to mean retraining from scratch: this method gets you statistically optimal performance with just a fraction of the original data.
An interactive AI can fairly evaluate skills across diverse self-presentation styles, ensuring equitable outcomes even when individuals differ in their tendency towards self-promotion or modesty.