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Och was the head of Google's machine translation group until leaving to join Human Longevity, Inc. To acquire this huge amount of linguistic data, Google used United Nations and European Parliament transcripts.
By detecting patterns in documents that have already been translated by human translators, Google Translate makes intelligent guesses as to what an appropriate translation should be.
Since October , Google Translate has used proprietary, in-house technology based on statistical machine translation instead. First, Google will show a phrase then one should type in the translated version. It aims to translate whole phrases rather than single words then gather overlapping phrases for translation.
Moreover, it also analyzes bilingual text corpora to generate statistical model that translates texts from one language to another. Google Translate's neural machine translation system uses a large end-to-end artificial neural network capable of deep learning ,   in particular, long short-term memory networks. It uses this broader context to help it figure out the most relevant translation, which it then rearranges and adjusts to be more like a human speaking with proper grammar".
It has ability to translate text with the general use of words and phrases in a consistent manner. Typically, western languages such as English and Spanish are generally accurate, and the accuracy of African languages are often the poorest, followed by Asian and European languages.
A analysis indicated that French to English translation is relatively accurate.