FIPS: Free Internetworking Peering System

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第二十七条 增值税法第二十四条第一款第二项所称医疗机构,是指依据有关规定设立的具有医疗机构执业资格的机构,包括军队、武警部队各级各类医疗机构,不包括营利性美容医疗机构。

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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Active and passive voice changer