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

Ian Rios-Sialer

Generative AI models reproduce the human biases in their training data and further amplify them through mechanisms such as mode collapse. The loss of diversity produces homogenizat…