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Reconstruction models must generalize beyond the training set. Datasets with limited semantic diversity restrict the feature space that models can learn. If your test set is truly independent (see first point), this limitation will typically become visible in reconstruction quality.
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In fact, demand in the Chinese-style neighborhood snack segment is enormous. Shaxian Snacks and Hangzhou Xiaolongbao each have more than 10,000 and 30,000 stores nationwide, respectively. Although Yuanji Foods, with over 4,000 stores (nearly 1,500 in the Yangtze River Delta), ranks among the leaders, most brands in the sector are still mainly mom-and-pop operations, with weak quality control and fragmented supply chains. A comparable listed company in the same category, Babi Food, also focuses on neighborhood breakfast and snack scenarios and has achieved scaled expansion through franchising. However, Babi Food is positioned as more affordable, with an average ticket size of RMB 12–15—well below Yuanji Foods’ roughly RMB 20—while offering a broader product range that includes buns, steamed buns, and other breakfast items. Its supply-chain buildout is also more mature, giving it an edge in gross margin.
Возбуждено уголовное дело о взятках и растрате на основании материалов, собранных ФСБ, Следственным департаментом и Главным управлением экономической безопасности и противодействия коррупции МВД России.