P19-3012@ACL

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#1 Demonstration of a Neural Machine Translation System with Online Learning for Translators [PDF] [Copy] [Kimi]

Authors: Miguel Domingo ; Mercedes García-Martínez ; Amando Estela Pastor ; Laurent Bié ; Alexander Helle ; Álvaro Peris ; Francisco Casacuberta ; Manuel Herranz Pérez

We present a demonstration of our system, which implements online learning for neural machine translation in a production environment. These techniques allow the system to continuously learn from the corrections provided by the translators. We implemented an end-to-end platform integrating our machine translation servers to one of the most common user interfaces for professional translators: SDL Trados Studio. We pretend to save post-editing effort as the machine is continuously learning from its mistakes and adapting the models to a specific domain or user style.