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Evaluating LLMs for Demographic-Targeted Social Bias Detection: A Comprehensive Benchmark Study
Large-scale web-scraped text corpora used to train general-purpose AI models often contain harmful demographic-targeted social biases, …
Ayan Majumdar, Feihao Chen, Jinghui Li, Xiaozhen Wang
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Evaluating LLMs for Demographic-Targeted Social Bias Detection: A Comprehensive Benchmark Study
A Causal Framework to Measure and Mitigate Non-binary Treatment Discrimination
Fairness studies of algorithmic decision-making systems often simplify complex decision processes, such as bail or loan approvals, into …
Ayan Majumdar, Deborah D. Kanubala, Kavya Gupta, Isabel Valera
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A Causal Framework to Measure and Mitigate Non-binary Treatment Discrimination