Chatbots are not totally immune to linguistic influence from whichever language they are speaking in, but their worldview does not appear to be strongly determined by language… . for the most part, the AIs are secular, Western liberals no matter what language you ask them questions in.
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The approach here is a good one, using questions from the World Values Survey, paying translators for questions & answers in Arabic, Hindi, and Chinese, and evaluating multiple state-of-the-art models.
One of the challenges of making any generalized assertions about how LLMs behave is that most of the academics who are motivated and have the skills to do so aren’t able to move quickly enough to study the newest models. Often, when findings come out, a new generation of models has already emerged.