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Time to expand NMT to non-English language pairs; Begin with existing from/to-English models! Novel transfer methods with comprehensive results in low-resource/high-resource/zero-shot scenarios, replacing pivoting and multilingual models eBay @emnlp2019 - arxiv.org/abs/1909.09524

Pivot-based Transfer Learning for Neural Machine Translation between Non-English Languages. Yunsu Kim, Petre Petrov, Pavel Petrushkov, Shahram Khadivi, and Hermann Ney arxiv.org/abs/1909.09524

Unsupervised machine translation is interesting, but is it really useful in practice? If yes, under which conditions? If not, what are the problems? Comprehensive analysis on unsupervised MT with future research suggestions - arxiv.org/abs/2004.10581

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