In recent years, LLMs have shown significant improvements in their overall performance. When they first became mainstream a couple of years before, they were already impressive with their seemingly human-like conversation abilities, but their reasoning always lacked. They were able to describe any sorting algorithm in the style of your favorite author; on the other hand, they weren't able to consistently perform addition. However, they improved significantly, and it's more and more difficult to find examples where they fail to reason. This created the belief that with enough scaling, LLMs will be able to learn general reasoning.
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第十一条 行政执法监督机构应当加强对行政执法行为的监督,督促行政执法机关提升行政执法质效,依法开展行政许可、行政处罚、行政强制、行政检查、行政征收征用、行政给付等工作。