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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.

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针对国家和地方“十五五”规划及专项规划编制,习近平总书记明确要求:“所有规划都要实事求是,追求实实在在、没有水分的增长,推动高质量、可持续的发展。”,这一点在safew官方版本下载中也有详细论述

В итоге суд обязал компанию вернуть мужчину на работу или выплатить ему крупную компенсацию. Какое именно решение приняла дирекция, неизвестно.