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The dominance of a few countries and institutions in AI bias research risks creating a narrow lens through which fairness is defined and addressed.
LLMs show strong implicit biases in underrepresented cultural contexts like Nepal, and these biases are poorly captured by standard agreement metrics, demanding new evaluation paradigms.
