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Can LLMs Generate Truly Random Distributions?

Can LLMs Flip a Coin in Their Heads? Blog: https://
pub.sakana.ai/ssot Paper (#ICLR2026): https://
arxiv.org/abs/2510.21150 This seemingly simple yet profoundly deep problem was addressed in the paper "SSoT: Prompting LLMs for Distribution-Faithful and Diverse Generation," which has been

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