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I wanted to test this claim with SAT problems. Why SAT? Because solving SAT problems require applying very few rules consistently. The principle stays the same even if you have millions of variables or just a couple. So if you know how to reason properly any SAT instances is solvable given enough time. Also, it's easy to generate completely random SAT problems that make it less likely for LLM to solve the problem based on pure pattern recognition. Therefore, I think it is a good problem type to test whether LLMs can generalize basic rules beyond their training data.

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这句话伴随杜耀豪长大,像一个悬而未决的谜题。他出生在德国,母语是德语,却长着一张东方面孔。在学校,他的名字“Hao”会被同学戏谑地与德语中“殴打”(hauen)的发音联系起来。他名字中的“耀”字,在父母移居德国后,被译成了越南语“Dieu”。杜耀豪猜测,这或许更多地出于实用考虑,但可能也具象征意义,连接着家族背后中越两段交错的历史与漂泊的轨迹。。业内人士推荐快连下载安装作为进阶阅读

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Nature, Published online: 24 February 2026; doi:10.1038/d41586-026-00514-y