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Learning Deep Transformer Models for Machine Translation

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Figure

Figure 1: Examples of pre-norm residual unit and post-norm residual unit. F = sub-layer, and LN = layer nor-malization.
Figure 2: Connection weights for 3-layer encoder: (a) residual connection (He et al., 2016a), (b) dense residual con-nection (Britz et al., 2017; Dou et al., 2018), (c) multi-layer representation fusion (Wang et al., 2018b)/transparentattention (Bapna et a
Table 1: BLEU scores [%] on English-German translation. Batch indicates the corresponding batch size ifrunning on 8 GPUs
Table 2:Compare with Bapna et al. (2018) onWMT’16 English-German translation under a 16-layerencoder.
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