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Exploring Recombination for Efficient Decoding of Neural Machine Translation

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Figure

Table 1: Example of similar partial hypotheses in beamsearch. The hidden layers of the partial hypotheses endingwith “cities” correspond to the nodes box ed in Figure 1 (onlythree hypotheses are listed for brevity).The negative logprobabilities calculated by the model for the words predictedafter “cities” are given in parentheses.
Figure 2: Translation quality and speed of Zh-En and En-De test sets (5453 sentences by concatenating NIST 03 to 06 and8171 sentences by concatenating newstest 2014 to 2016, respectively).
Figure 3: An example output translation graph. The red nodes and dashed arrows indicate merge points.

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