Author

A. Boudet

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#natural language process... Review Sep 2026

LLMs Mirror Country-Specific Gender Patterns If Asked, but Skew Male When Generating Media in Local Languages

Large language models (LLMs) are increasingly used to generate media, but whether their content perpetuates gender stereotypes is unknown: standard benchmarks rely on selection-based formats rather than long-form generation, and surveyed baselines for local gender associations are scarce outside the West. We collect ge...

Sharif Kazemi, Tanya Popli, Neil K. R. Sehgal et al. · 0 citations

#natural language process... Preprint Jan 2026

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. · 4 citations