"At the River Itchen we have more than £70m worth of improvements to improve water quality as part of a wider plan for the River Test and Itchen, we will be announcing these in more detail later this year."
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.
，这一点在雷电模拟器官方版本下载中也有详细论述
Дания захотела отказать в убежище украинцам призывного возраста09:44
We waited extra long this year for the annual Samsung Unpacked event. Like always, we have fresh new Samsung Galaxy phones to drool over, or simply consider if your current Android phone is in need of an upgrade.，这一点在heLLoword翻译官方下载中也有详细论述
Израиль нанес удар по Ирану09:28，更多细节参见搜狗输入法下载
В ЕС упрекнули Зеленского во лжиПремьер Венгрии Орбан упрекнул Зеленского во лжи из-за нефтепровода «Дружба»