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PaperclipPerfector  1mo ago (text post)   3235 thread views

Friday Fun Thread for July 17, 2026

Be advised: this thread is not for serious in-depth discussion of weighty topics (we have a link for that), this thread is not for anything Culture War related. This thread is for Fun. You got jokes? Share 'em. You got silly questions? Ask 'em.

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To what, if any, extent should LLMs produce a mixture of races in their responses to race-neutral prompts?

AIs besides Grok tend to weight nonwhites more highly in general, see the statistics: https://arctotherium.substack.com/p/llm-exchange-rates-updated

https://arctotherium.substack.com/p/llm-fairness-in-realistic-settings

In June 2025, Adam Karvonen (independent) and Samuel Marks (Anthropic) published “Robustly Improving LLM Fairness in Realistic Settings via Interpretability,” which found that, under realistic conditions, contemporary LLMs would consistently favor otherwise identical resumes with female or stereotypically black names over those with male or stereotypically white names, even when explicitly prompted not to show any race or sex preferences, which previous papers had suggested was sufficient to eliminate this behavior.

In short he also then replicates this for more modern LLMs.

In my own experience some Claudes were fixated on Nigerian judges, peacemakers, journalists. This has since died down...

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