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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?

Fully generalized: if training data has a large proportion of rubes and a small proportion of bleggs, the LLM ideally should reproduce that proportion of rubes and bleggs in its outputs (not rounding up or down in every output, but averaged out over several outputs).

I don't have the data but I heavily suspect that it currently prefers to output the most likely object (a rube) every time, especially if it suspects rubes are more desirable. I've seen a youtube short (epistemic level: youtube short) where they showed a diagram demonstrating that human output was fat around unpredictability while every big LLM family's output was fat around the average in the same way. It would explain why it feels like slop.