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新时代以来，我们党不断深化对党的理论创新的规律性认识，提出“两个结合”“六个必须坚持”等一系列新思想新观点新论断。习近平外交思想坚持理论与实践相结合、认识论与方法论相统一，树立了坚持唯物论和辩证法推进理论创新的典范，闪耀着马克思主义真理光辉。
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.。一键获取谷歌浏览器下载对此有专业解读