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University of Virginia
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Multilingual LLMs face unique toxicity challenges that could undermine safety efforts if not addressed, risking the suppression of legitimate cultural expressions.
LLMs have a fundamental Shannon capacity: scaling model size or data without preserving a sufficient signal-to-noise ratio inevitably degrades performance.