arXiv (OAI Expanded)
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Readable, Faithful, Used: Three Dissociable Properties of Demographic Identity in a Language Model
Large language models are widely used to simulate survey respondents, yet their outputs are homogeneous and unfaithful to real inter-group differences, and whether this reflects what a model knows or uses has remained untested. Using representational similarity analysis against Pew American Trends P
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