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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.
Fundamental Limitations of Alignment in Large Language Models
An important aspect in developing language models that interact with humans is aligning their behavior to be useful and unharmful for their human users.
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