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Now, it has become clear that large language models (LLMs) can complement those big detector tools. In a 2025 head-to-head study, LLMs like GPT-4.1, Mistral Large, and DeepSeek V3 were as good as industry-standard static analyzers at finding bugs across multiple open-source projects.
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quick look at how UTF-8 works -- a very quick look.
加强审判监督管理。落实和完善司法责任制。院庭长带头办理疑难案件，并阅核案件1416.3万件。强化典型案件裁判示范引领，上级法院提级审理案件3200件，同比增长8.5%。最高人民法院制发司法解释15件、指导性案例20件、典型案例101批641件。人民法院案例库已入库案例5300余件，有力促进了裁判标准统一。审判质效持续趋优，“案—件比”下降0.07，上诉率、申诉申请再审率分别下降2.4个、0.6个百分点，减少衍生案220余万件。