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Google Neural Machine Translation (GNMT) was a neural machine translation (NMT) system developed by Google and introduced in November 2016 that used an artificial neural network to increase fluency and accuracy in Google Translate.
Google Translate is a multilingual neural machine translation service developed by Google to translate text, documents and websites from one language into another. It offers a website interface, a mobile app for Android and iOS, as well as an API that helps developers build browser extensions and software applications. [3]
Based on these RNN-based architectures, Baidu launched the "first large-scale NMT system" [23]: 144 in 2015, followed by Google Neural Machine Translation in 2016. [23]: 144 [24] From that year on, neural models also became the prevailing choice in the main machine translation conference Workshop on Statistical Machine Translation. [25]
The Google Brain team contributed to the Google Translate project by employing a new deep learning system that combines artificial neural networks with vast databases of multilingual texts. [21] In September 2016, Google Neural Machine Translation (GNMT) was launched, an end-to-end learning framework, able to learn from a large number of ...
Neural machine translation: Google Translate: Cross-platform (web application) SaaS: No fee required: No: 200+ Statistical and neural machine translation: GramTrans: Cross-platform (web application) Freeware: No fee required? No: Rule-based, using constraint grammar: IBM Watson: Cross-platform: SaaS: Free, commercial (varies by plan) 3.0: No: 50+
In 2016, Google Translate was revamped to Google Neural Machine Translation, which replaced the previous model based on statistical machine translation. The new model was a seq2seq model where the encoder and the decoder were both 8 layers of bidirectional LSTM. [28]
In November 2016, Google Neural Machine Translation was introduced, [1] resulting in a significant increase in the accuracy of machine translation. What does this mean for the use of Google Translate on Wikipedia?
Machine translation is use of computational techniques to translate text or speech from one language to another, including the contextual, idiomatic and pragmatic nuances of both languages. Early approaches were mostly rule-based or statistical. These methods have since been superseded by neural machine translation [1] and large language models ...