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Jul 20, 2022 · Machine Translation – A Brief History. Most of us were introduced to machine translation when Google came up with the service. But the concept has been around since the middle of last century. Research work in Machine Translation (MT) started as early as 1950’s, primarily in the United States.
Feb 21, 2021 · Attention mechanism by Bahdanau et al. “Neural machine translation by jointly learning to align and translate” [2]. BPE and subword units by Sennrich et al. “ Neural machine translation of rare words with subword units.” [4]. The Transformer by Vaswani et al. “Attention is all you need” [3].
Statistical Machine Translation Technology. Statistical machine translation utilizes statistical translation models whose parameters stem from the analysis of monolingual and bilingual corpora. Building statistical translation models is a quick process, but the technology relies heavily on existing multilingual corpora.
How does neural machine translation work? Neural machine translation uses neural networks to replicate the human translation process at an accelerated pace. These networks are made up of layers of connected nodes that transmit signals, much like the networks of neurons in the human brain do.
systems. A year later, in 2016, a neural machine translation system won in almost all language pairs. In 2017, almost all submissions were neural machine translation systems. At the time of writing, neural machine translation research is progressing at rapid pace. There are many directions that are and will be explored in the coming years ...
Jan 8, 2021 · The neural machine translation models require a large amount of high-quality translated data to improve its neural networks, so it can rapidly produce precise translations. A good example of the need to translate large amounts of content is to translate instructions to use a complex product like an industrial machine.
There are two main technologies used for text translation: the legacy one, Statistical Machine Translation (SMT), and the newer generation one, Neural Machine Translation (NMT). Statistical machine translation
