Even though my dataset is very small, I think it's sufficient to conclude that LLMs can't consistently reason. Also their reasoning performance gets worse as the SAT instance grows, which may be due to the context window becoming too large as the model reasoning progresses, and it gets harder to remember original clauses at the top of the context. A friend of mine made an observation that how complex SAT instances are similar to working with many rules in large codebases. As we add more rules, it gets more and more likely for LLMs to forget some of them, which can be insidious. Of course that doesn't mean LLMs are useless. They can be definitely useful without being able to reason, but due to lack of reasoning, we can't just write down the rules and expect that LLMs will always follow them. For critical requirements there needs to be some other process in place to ensure that these are met.
自从他的悼词之后，我没有再公开谈论我与乔布斯的友谊、冒险与合作。我从未去读那些铺天盖地的故事、讣告，或那些奇怪的误读如何被写进「传说」。
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Though it sounds too good to be true, it’s not. Just open Keeprix and paste in the link of the content you’d like to save. From there, you can download and save it forever. You’ll have unlimited downloads in MP4 or MKV format, compatible with both Windows and Mac devices.，详情可参考Line官方版本下载
7月1日，甘肃天水麦积区褐石培心幼儿园因违规使用添加剂，导致上百名幼儿血铅异常甚至中毒的事件引发全国关注。官方通报称，事件原因是幼儿园提供的三色枣发糕、玉米肠卷等食品中的添加剂超标。期间，因天水当地检测结果与幼儿在西安、上海等地异地就医检测结果差异悬殊、天水过往曾发生同类铅中毒事件等因素，引发争议与疑虑。
“江苏省城市足球联赛”的简称。自5月10日揭幕以来，苏超迅速火爆出圈，成为年度国内最具热度的群众体育赛事之一。苏超的走红并非依靠职业球员或华丽场馆，恰恰相反，是源于它的“接地气”。参赛球员多是来自各行各业的普通人，比赛场地就是我们身边最常见的社区球场。但正是这种业余性，反而催生了出人意料的戏剧性。若问苏超为什么火爆，关键就在于它很真实，还原了足球作为一项运动带给人们的纯粹快乐。