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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Shrabony Das

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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 · 0 citations

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