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2/ We study implicit biases via a word association task: the model assigns demographic labels to names or professions (e.g., “engineer → ?”, “Jack → ?”). Inspired by prior work on implicit associations in LLMs (e.g., Xuechunzi Bai et al., 2025).
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Zhengyang Shan