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RoBERTa这个模型,取消了NSP loss以后,[CLS] 或者说 <S> 这个初始token是如何得到的呢? about chinese-bert-wwm HOT 3 CLOSED

wangruichens avatar wangruichens commented on June 16, 2024
RoBERTa这个模型,取消了NSP loss以后,[CLS] 或者说 这个初始token是如何得到的呢?

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Comments (3)

ymcui avatar ymcui commented on June 16, 2024

这个目录里面的并不是严格意义上的RoBERTa,因为模型是从BERT做初始化,会保留CLS那部分的权重。

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wangruichens avatar wangruichens commented on June 16, 2024

谢谢解释。想再请教一下,单纯讲RoBERTa, 为什么它也能在分类任务上跑出高分呢? 我看原paper里没有提到关于 [CLS] 的训练方法,如何得到它们的embedding呢?

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wangruichens avatar wangruichens commented on June 16, 2024

想通了,因为attention机制的存在,CLS本身并不需要训练。

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