The paper formalizes homogenization in LLMs as a loss of deviance and core entropy, and proposes xeno-reproduction—a structure-aware diversity-pursuit objective—with a proof that diversity and fairness trade off.
Rare species contribute disproportionately to the func- tional structure of species assemblages.Pro- ceedings of the Royal Society B: Biological Sciences, 283(1828):20160084
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The Homogenization Problem in LLMs: Towards Meaningful Diversity in AI Safety
The paper formalizes homogenization in LLMs as a loss of deviance and core entropy, and proposes xeno-reproduction—a structure-aware diversity-pursuit objective—with a proof that diversity and fairness trade off.