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.
* Before committing, you should test that what you produced is high quality and that it works.
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「像鬼一樣工作」:台灣外籍移工為何陷入「強迫勞動」處境,更多细节参见搜狗输入法2026
For gamers in the UK, both games are available for £16.99 at the UK Nintendo eShop.
Mobile World Congress is right around the corner, but Samsung got out ahead of many rivals that will be showing off new handsets at that event by running the latest edition of Unpacked on Wednesday. At its event in San Francisco’s Palace of Fine Arts, the company revealed the Galaxy S26 lineup, which includes the base S26, the S26+ and the S26 Ultra. We've got some hands-on time with all three handsets as well, and you can read about our in-person experience with the Galaxy S26 Ultra, as well as our S26 and S26+ impressions in those articles.