Papers with transliteration task
English-to-Chinese Transliteration with Phonetic Auxiliary Task (2020.aacl-main)
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| Challenge: | Several NMT techniques have been used to enhance machine transliteration models, but few focus on the linguistic features specific to the relevant languages. |
| Approach: | They propose a phonetic auxiliary task that integrates phonetic features into a model to improve generalization performance of the main transliteration task. |
| Outcome: | The proposed model achieves similar performance to the current state of the art with a much smaller size. |
Design Challenges in Named Entity Transliteration (C18-1)
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| Challenge: | Named entity transliteration is an important component in many search and language understanding tasks. |
| Approach: | They empirically evaluate a named entity transliteration task using traditional methods . they use a stack of convolutional layers to create a neural network with a new approach . |
| Outcome: | The proposed system outperforms two neural approaches in the named entity transliteration task. |