ArabCulture-Dialogue dataset shows LLMs perform worse on dialectal Arabic than Modern Standard Arabic across cultural reasoning, translation, and generation tasks.
Dialect prejudice predicts ai decisions about people's character, employability, and criminality
4 Pith papers cite this work. Polarity classification is still indexing.
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Negative valence localizes to early layers and positive valence to mid-to-late layers in LLMs, with the directions being causally steerable.
AI functions as a determinant of health with ambient and personal exposure types, requiring new epidemiological study designs beyond current experiments.
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The Epidemiology of Artificial Intelligence
AI functions as a determinant of health with ambient and personal exposure types, requiring new epidemiological study designs beyond current experiments.