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Tradeoffs Between Alignment and Helpfulness in Language Models
Representation engineering yields gains in alignment oriented tasks such as resistance to adversarial attacks and reduction of social biases, but was also shown to cause a decrease in the ability of the model to perform basic tasks.
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