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Singapore University of Technology and Design, A*STAR Institute for Infocomm Research
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Fine-tuning LLMs to emulate specific cultural values improves average accuracy, but simultaneously widens the disparity in performance between demographic subgroups.
Even after removing names and other PII, LLMs still exhibit significant demographic biases in resume screening, favoring candidates based on subtle sociocultural markers like language and hobbies.
