this post was submitted on 22 Feb 2026
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I wonder if the bios are written in the style of the less educated, non-native speaker being described, because I can imagine that would have an effect.
They are, but the effect is absolutely fucking stupid and makes no goddamned sense outside of just being as asshole (were this a person, so the makers in this case are assholes)
Bio:
Question:
Answer:
They were also somewhat offensive, being generated by llm - because the researchers somehow could not find real non-PhD examples to draw from (wtf?). Here's one:
Ignoring the tropes that would be suited to a bad 1930s movie, and that I've never heard a Russian speak like that, or any ESL speaker for that matter... GPT-4 leaned on the word "fancy" for the "less educated" bios for some reason.
It definitely affected the style of the output, but here's a question and answer response for the less educated Russian persona:
The cherry on top is that it was provided this line in the system prompt:
Which just raises further questions about the response to what was supposed a multiple choice selection task.
Wow, that’s absurdly patronizing.