Alignment by Stereotyping: How LLMs Sacrifice Individual Distinctiveness for Cultural Adaptation
Studying seven models including frontier GPT-5.1 on the World Values Survey, it is found that demographic profiles improve value alignment accuracy for most models, but at a systematic cost to individuality.
Qishuai Zhong, Zongmin Li, Si-Qi Fan et al.
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