May 11, 2018 · Artificial Intelligence

How Suffix Prediction Boosts English‑Russian Neural Machine Translation Accuracy

Researchers introduce a novel suffix‑prediction mechanism for neural machine translation that separately generates stems and suffixes during decoding, dramatically reducing out‑of‑vocabulary errors and morphological mistakes in English‑Russian translation, achieving consistent improvements across RNN and Transformer models on large‑scale news and e‑commerce datasets.

English-RussianMorphologically Rich LanguagesNeural Machine Translation

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How Suffix Prediction Boosts English‑Russian Neural Machine Translation Accuracy