Differential privacy reduces measured bias in sentence-scoring tasks but shows no consistent reduction in output-level bias or unfairness across other evaluation paradigms.
Brendan McMahan, Ilya Mironov, Kunal Talwar, and Li Zhang
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How Does Differential Privacy Affect Social Bias in LLMs? A Systematic Evaluation
Differential privacy reduces measured bias in sentence-scoring tasks but shows no consistent reduction in output-level bias or unfairness across other evaluation paradigms.