Different Demographic Cues Yield Inconsistent Conclusions About LLM Personalization and Bias
It is suggested that demographic conditioning in LLMs is not a cue-invariant category-level parameter but depends fundamentally on how identity is cued, reflecting responses to linguistic signals rather than stable demographic categories.
Manuel Tonneau, Neil K. R. Seghal, Niyati Malhotra et al.
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