Papers by Guillaume Genthial
Noising and Denoising Natural Language: Diverse Backtranslation for Grammar Correction (N18-1)
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| Challenge: | Existing grammar correction methods are limited in their ability to correct highly local errors . evaluators are unable to distinguish noisy examples from nonsynthesized ones . |
| Approach: | They propose to synthesize parallel data by noising a clean monolingual corpus . they propose to apply noise to the corpus to syntherize additional noisy examples . |
| Outcome: | The proposed method can produce almost as strong results as training with nonsynthesized data. |