- Neural machine translation "wikipedia"Neural machine translation (NMT) is an approach to machine translation that uses an artificial neural network to predict the likelihood of a sequence of words1. It models entire sentences in a single integrated model1. NMT utilizes a large neural network and has rapidly become the leading technology behind automated translation services, offering significant improvements over traditional rule-based and statistical machine translation methods2.了解详细信息:✕以上信息汇总借助人工智能技术,若访问原文请查看了解详细信息。Neural machine translation "wikipedia"
Neural machine translation (NMT) is an approach to machine translation that uses an artificial neural network to predict the likelihood of a sequence of words, typically modeling entire sentences in a single...
en.wikipedia.org/wiki/Neural_machine_translationNeural machine translation "wikipedia"Neural Machine Translation (NMT) is an approach to machine translation that utilizes a large neural network. It has rapidly become the leading technology behind automated translation services, offering significant...
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Neural machine translation - Wikipedia
Neural machine translation (NMT) is an approach to machine translation that uses an artificial neural network to predict the likelihood of a sequence of words, typically modeling entire sentences in a single integrated model. It is the dominant approach today and can produce translations that rival … 展开
In the translation task, a sentence $${\displaystyle \mathbf {x} =x_{1,I}}$$ (consisting of $${\displaystyle I}$$ tokens $${\displaystyle x_{i}}$$) in the source language is to be translated into a sentence 展开
Early approaches
In 1987, Robert B. Allen demonstrated the use of feed-forward neural networks for translating auto-generated English sentences with a limited … 展开Cross-entropy loss
NMT models are usually trained to maximize the likelihood of observing the training data. I.e., for a … 展开• Koehn, Philipp (2020). Neural Machine Translation. Cambridge University Press.
• Stahlberg, Felix (2020). Neural Machine Translation: A Review and Survey. 展开1987Robert B. Allen demonstrated the use of feed-forward neural networks for translating auto-generated English sentences with a limited vocabulary of 31 words into Spanish.1991Lonnie Chrisman built upon Allen's work by training separate recursive auto-associative memory (RAAM) networks for the source and the target language.1997Castaño and Casacuberta employed an Elman's recurrent neural network in another machine translation task with very limited vocabulary and complexity.2013Kalchbrenner & Blunsom using a convolutional neural network (CNN) for encoding the source.2014Cho et al. and Sutskever et al. using a recurrent neural network (RNN) instead.2015Baidu launched the "first large-scale NMT system".2016Google launched its NMT system.2017Gehring et al. combined a CNN encoder with an attention mechanism in 2017, which handled long-range dependencies in the source better than previous approaches and also increased translation speed because a CNN encoder is parallelizable.2017Vaswani et al. introduced the transformer.2020GPT-3 released in 2020 can function as a neural machine translation system.NMT has overcome several challenges that were present in statistical machine translation (SMT):
• NMT's full reliance on continuous representation of tokens overcame sparsity issues caused by rare words or phrases. Models were … 展开As outlined in the history section above, instead of using an NMT system that is trained on parallel text, one can also prompt a generative LLM to translate a text. These models differ from an encoder-decoder NMT system in a number of ways: 展开
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Google Neural Machine Translation - Wikipedia
Google神经机器翻译系统 - 维基百科,自由的百科全书
A Gentle Introduction to Neural Machine Translation
网页2019年8月7日 · Neural machine translation, or NMT for short, is the use of neural network models to learn a statistical model for machine translation. The key benefit to the approach is that a single system can be trained …
Neural machine translation: A review of methods, resources, and …
Scaling neural machine translation to 200 languages | Nature
Google Neural Machine Translation - Wikipedia
Google Neural Machine Translation - Wikiwand
Machine translation - Wikipedia
网页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 …
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