AI Dynamics

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Language Models Show Demographic Bias Tradeoffs in Decision Making

Prompting models to avoid making decisions based on race achieves demographic parity at steps 300 (CoT) and 600 (IF) but causes the model to start to discriminate against white students at higher steps. (Note that we do not claim LMs should be used for automated decision making!)

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