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Improving Domain Adaptation Translation with Domain Invariant and Specific Information

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Figure 2: The architecture of the proposed method.GRL means the gradient reversal layer which will mul-tiply a negative constant to the gradients during back-propagation.
Figure 3: The shared encoder’s hidden state of the two models. Data from the out-of-domain are presented as bluedots while data from the in-domain are presented as red triangles
Table 4:Results of the ablation study."DCN"means the discriminator and "Private" means the pri-vate encoder-decoder.
Table 6: Results of the out-of-domain translation task.The test sets are from the NIST test sets but we ex-change the translation directions.

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