过去几年，我们普遍沿用自回归的经验来设置 Encoder 的训练预算，而论文给出的闭式解表明，两者的最优配比不在同一个数量级。这意味着，在很多场景里，Encoder 的训练消耗明显超出了最佳区间。

贝哲斯咨询统计线性编码器市场数据显示，2025年全球线性编码器市场规模达6.51亿元（人民币），2025年中国线性编码器市场规模达1.67亿元。报告预估到2032年全球线性编码器市场规模将达到12.57亿元，年复合增长率预计为9.86%。

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