Preprint
Jul 2026
Demographic Prompting at Scale: When More Attributes Hurt LLM--Human Agreement
The results demonstrate that demographic prompting is not a monolithic intervention: its utility is highly context-dependent, shaped by attribute signal quality, task characteristics, and model architecture.
M. Kamruzzaman, Shrabony Das, Gene Louis Kim
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