At the same time, the company’s weaknesses and growth pain points are equally prominent—and have become the central tests on its path to an IPO. First, control gaps in the franchising model are glaring. With franchised stores accounting for more than 95% of the network, quality control is extremely difficult. In 2024, the “worm incident” at a Beijing franchise store triggered a crisis of trust in the brand; related complaints on the Black Cat platform exceeded 380. Revenue at some outlets plunged by 30%. Meanwhile, in 2025 the ratio of newly opened to closed franchise stores deteriorated from 15:1 to 3:1. Franchisees’ payback periods averaged 13–20 months—and could be longer in top-tier cities due to intense competition. Waning franchisee enthusiasm directly undermines the stability of the company’s core source of revenue.
如果不确定用哪个激活函数，隐藏层可以先用 ReLU，输出层按任务选择；训练中注意梯度情况，如果梯度消失或爆炸，再考虑替换或调整激活函数。
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