В России посмеялись над проговорившимся Зеленским

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It points out that when the first UK Birds of Conservation Concern Red List was published in 1996, it contained only one species of seabird. Today, ten of the UK's 25 breeding seabird species are on the Red List, among them the puffin and the kittiwake.

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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.

第七十五条 当事人应当履行裁决。一方当事人不履行的,另一方当事人可以依照《中华人民共和国民事诉讼法》的有关规定向人民法院申请执行。受申请的人民法院应当执行。

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