Papers by Dmitrii Emelianenko
BPE-Dropout: Simple and Effective Subword Regularization (2020.acl-main)
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| Challenge: | Subword segmentation is widely used to address the open vocabulary problem in machine translation. |
| Approach: | They propose a method that stochastically corrupts the segmentation procedure of BPE and produces multiple segmentations within the same fixed BPE framework. |
| Outcome: | The proposed method produces multiple segmentations within the same fixed BPE framework. |