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The Homogenization Problem in LLMs: Towards Meaningful Diversity in AI Safety

Unruly Abstractions July 2026 Theoretical + Empirical Pluralistic Alignment @ ICML Culture x AI @ ICML
Figure from The Homogenization Problem in LLMs: Towards Meaningful Diversity in AI Safety

Abstract

Foregrounds homogenization as a central AI safety concern; uses critical and queer theory to formalize diversity, normativity, and xeno-reproduction in LLMs