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Revisiting Character Based Neural Machine Translation with Capacity and Compression

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Figure

Table 2: Character versus BPE translation.
Figure 1: Test BLEU for character and BPE translation as architectures scale from 1 BiLSTM encoder layer and 2LSTM decoder layers (1×2+2) to our standard 6×2+8
Table 5: Examples of BPE and character outputs for two sentences from the DeEn test set, demonstrating droppedcontent (top) and errors with German compounds (bottom).
Table 7: HM small-scale results on WMT15 DeEn.The Comp.column is the proportion of layer-wisecomputation relative to the full LSTM.

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