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claude_args: "--allowedTools 'Read(./pr.json),Edit(./category.txt)'"
本模型采用纯编码器架构：包含嵌入层、带残差连接的自注意力层及输出投影层。这是具备自注意力机制的纯正Transformer，但既非BERT也非GPT：未使用层归一化、前馈网络或解码器。由于任务无需标记表示转换，注意力机制与残差连接已足够。层归一化在深层网络中可防止激活漂移，但单层网络中并无必要。。金山文档对此有专业解读
While asserting that "To our knowledge, no one else is even near our achievements," Sinclair later remarked that disclosing production numbers "would aid competitors." Questioned about rivals, he said, "Any that emerge." He mentioned pilot models had been in use and field tests conducted globally since August, with "dozens of units in circulation." However, since supply would not meet demand until mid-year, a planned £250,000 advertising campaign would be deferred. He later admitted uncertainty about production volume, as "it isn't yet a viable product."
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