SPAGBias reveals that LLMs form nuanced gender associations with specific urban micro-spaces that exceed real-world distributions and produce failures in planning and descriptive tasks.
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Differential privacy reduces measured bias in sentence-scoring tasks but shows no consistent reduction in output-level bias or unfairness across other evaluation paradigms.
citing papers explorer
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SPAGBias: Uncovering and Tracing Structured Spatial Gender Bias in Large Language Models
SPAGBias reveals that LLMs form nuanced gender associations with specific urban micro-spaces that exceed real-world distributions and produce failures in planning and descriptive tasks.
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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.