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A. Guerra-Adames

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#machine learning Mar 2026

Probing Cultural Signals in Large Language Models through Author Profiling

Across several open-source models evaluated on more than 10,000 lyrics, it is found that LLMs achieve non-trivial profiling performance but demonstrate systematic cultural alignment: most models default toward North American ethnicity, while DeepSeek-1.5B aligns more strongly with Asian ethnicity.

Valentin Lafargue, A. Guerra-Adames, E. Claeys et al. · arXiv.org · 0 citations