Large language models can replicate cross-cultural differences in personality

October 12, 2023 ยท Declared Dead ยท ๐Ÿ› Journal of Research in Personality

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Authors Paweล‚ Niszczota, Mateusz Janczak, Michaล‚ Misiak arXiv ID 2310.10679 Category cs.CL: Computation & Language Cross-listed cs.AI, cs.CY Citations 11 Venue Journal of Research in Personality Last Checked 5 months ago
Abstract
We use a large-scale experiment (N=8000) to determine whether GPT-4 can replicate cross-cultural differences in the Big Five, measured using the Ten-Item Personality Inventory. We used the US and South Korea as the cultural pair, given that prior research suggests substantial personality differences between people from these two countries. We manipulated the target of the simulation (US vs. Korean), the language of the inventory (English vs. Korean), and the language model (GPT-4 vs. GPT-3.5). Our results show that GPT-4 replicated the cross-cultural differences for each factor. However, mean ratings had an upward bias and exhibited lower variation than in the human samples, as well as lower structural validity. We provide preliminary evidence that LLMs can aid cross-cultural researchers and practitioners.
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