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would pre-training on non-English text (using a joint dictionary) improve translation performance? I'm not sure if the information on http://nlpprogress.com/en
by Jack000 7y ago
would pre-training on non-English text (using a joint dictionary) improve translation performance?
I'm not sure if the information on http://nlpprogress.com/english/machine_translation.html http://nlpprogress.com/english/machine_translation.html
is accurate, but it appears that the top translation results rely on backtranslation, boosting and other data augmentation techniques with a vanilla transformer model. It would be interesting to see the Bleu scores for T5 that's more optimized for translation specifically.
- Ajedi32 7y agoIt'd be really interesting to see if T5 could be made to perform a reading comprehension or summarization task where the source article is in a different language from the question and answer. Seems like a potentially interesting application for a model as flexible as this one.