Protein engineering fixes a major crop trade-off

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It is focussed on West Antarctica, home to 30-40% of the global population of Emperor penguins. The animals are amongst the most threatened in the world.

这向上的顽强冲力无声无息,却比任何呐喊都更加撼动人心。它不问为何而生,更不虑如何终老,只是存在着、生长着,完成一次“生”的庄严历程。相比之下,人类或许因了太多的意义追问,反而失了这份自然的纯粹的勃发劲头。人们总在不断地张望、回溯,像一棵犹豫该往何处分蘖枝丫的树,却忘了生命最初也是最本质的冲动,便是如这草芽一般向着光,沉默而坚定地肆意生长。

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Екатерина Щербакова (ночной линейный редактор)

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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.