Google Translate neural translations promise better results

Martin Brinkmann
Sep 29, 2016
Updated • Jan 4, 2018
Companies, Google
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1

Google Translate is a widely used translation service by Google that is probably the most used translation service on the Web these days.

Google states for instance that the system processes 18 million translations per day from Chinese to English alone.

Up until now, Google Translate used a phrase-based translation model to power the translation engine. This method breaks a sentence up into words and phrases, and translates them largely independently from each other.

Google's new method, called Google Neural Machine Translation system (GNMT) uses neural machine translation instead. One core difference between the two methods is that GNMT looks at the entire sentence as one unit for translation, and also how it fits in with the rest of the text (if there is more).

Google Translate neural translations

gnmt google translate

Google explains the technicalities behind the new translation method in the following way using Chinese sentence to English translation.

First, the network encodes the Chinese words as a list of vectors, where each vector represents the meaning of all words read so far (“Encoder”). Once the entire sentence is read, the decoder begins, generating the English sentence one word at a time (“Decoder”).

To generate the translated word at each step, the decoder pays attention to a weighted distribution over the encoded Chinese vectors most relevant to generate the English word.

To explain it in simple terms: Vectors are assigned to each word representing the meaning of words read so far. Once that process is done, the translated sentence is generated one word at a time using weighted distribution to find the most relevant translation for each word using those vectors.

Google states that GNMT reduces translation errors by up to 85% during tests using Wikipedia and news articles, and the help of bilingual human raters.

Google notes further that GNMT translations are closer to human translations than phrase-based translations.

human machine translation

Google Translate Chinese to English translations have been moved to GNMT already. This means that users who use Google Translate on the web or in apps will benefit from better results when they translate Chinese text to English.

Google promises that GNMT will be rolled out for additional language pairs over the coming months.

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Google Translate neural translations promise better results
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Google Translate neural translations promise better results
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Google's new translation method Google Neural Machine Translation system (GNMT) promises better translation quality on Google Translate.
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Comments

  1. The Dark Lady said on July 9, 2023 at 11:19 am
    Reply

    Martin, I would appreciate that you do not censor this post, as it’s informative writing.

    Onur, there is a misleading statement “[…] GIFs are animated images …”. No, obviously you don’t seem to have take much notice of what you were told back in March regarding; Graphics Interchange Format (GIF).

    For example, https://www.ghacks.net/2023/03/31/whats-gif-explanation-and-how-to-use-it/#comment-4562919 (if you had read my replies within that thread, you might have learnt something useful). I even mentioned, “GIF intrinsically supports animated images (GIF89a)”.

    You linked to said article, [Related: …] within this article, but have somehow failed to take onboard what support you were given by several more knowledgeable people.

    If you used AI to help write this article, it has failed miserably.

    1. E. Fromme said on September 29, 2023 at 1:32 pm
      Reply

      EMRE ÇITAK posts are useless because they are fraught with inaccuracies and are irrelevant.

  2. KeZa said on August 17, 2023 at 5:58 pm
    Reply

    AI is stupid, and it will not get any better if we really know how this all works. Prove me wrong.. https://www.youtube.com/watch?v=4IYl1sTIOHI

  3. Database failure said on August 18, 2023 at 5:21 pm
    Reply

    Martin, [#comment-4569908] is only meant to be in: [https://www.ghacks.net/2023/07/09/how-to-send-gifs-on-iphone-two-different-ways/]. Whereas it appears duplicated in several recent random low-quality non relevant articles.

    Obviously it [#comment-4569908] was posted: 9 July 2023. Long before this thread even existed… your database is falling over. Those comments are supposed to have unique ID values. It shouldn’t be possible to duplicate the post ID, if the database had referential integrity.

  4. Howard Pearce said on August 25, 2023 at 12:24 pm
    Reply

    Don’t tell me!

    Ghacks wants the state to step in for STATE-MANDATED associations to save jobs!!!

    Bring in the dictatorship!!!

    And screw Rreedom of Association – too radical for Ghacks maybe

  5. Howard Allan Pearce said on September 7, 2023 at 9:13 am
    Reply

    GateKeeper ?

    That’s called “appointing” businesses to do the state’s dirty work!!!!!

    But the article says itself that those appointed were not happy – implying they had not choice!!!!!!

    1. Howard Allan Pearce Jones said on October 1, 2023 at 4:28 am
      Reply

      Rreedom of Association is one of our most important rights. Some people think it’s Freedom, but no, I say Rreedom is far more important. There are many STATE-MANDATED associations that save jobs, that’s right MANDATED. I can’t name any of them, but rest assured they are bad, because saving jobs are bad, and people having jobs leads to dictatorship!!! Anyone who disagrees is too radical for Ghacks maybe, because I’m not sure.

  6. owl said on September 7, 2023 at 9:50 am
    Reply

    @The Dark Lady,
    @KeZa,
    @Database failure,
    @Howard Pearce,
    @Howard Allan Pearce,

    Note: I replaced the quoted URI scheme: https:// with “>>” and posted.

    The current ghacks.net is owned by “Softonic International S.A.” (sold by Martin in October 2019), and due to the fate of M&A, ghacks.net has changed in quality.
    >> ghacks.net/2023/09/02/microsoft-is-removing-wordpad-from-windows/#comment-4573130
    Many Authors of bloggers and advertisers certified by Softonic have joined the site, and the site is full of articles aimed at advertising and clickbait.
    >> ghacks.net/2023/08/31/in-windows-11-the-line-between-legitimate-and-adware-becomes-increasingly-blurred/#comment-4573117
    As it stands, except for articles by Martin Brinkmann, Mike Turcotte, and Ashwin, they are low quality, unhelpful, and even vicious. It is better not to read those articles.
    How to display only articles by a specific author:
    Added line to My filters in uBlock Origin: ghacks.net##.hentry,.home-posts,.home-category-post:not(:has-text(/Martin Brinkmann|Mike Turcotte|Ashwin/))
    >> ghacks.net/2023/09/01/windows-11-development-overview-of-the-august-2023-changes/#comment-4573033

    By the way, if you use an RSS reader, you can track exactly where your comments are (I’m an iPad user, so I use “Feedly Classic”, but for Windows I prefer the desktop app “RSS Guard”).
    RSS Guard: Feed reader which supports RSS/ATOM/JSON and many web-based feed services.
    >> github.com/martinrotter/rssguard#readme

  7. Anonymous said on September 14, 2023 at 6:41 pm
    Reply

    We all live in digital surveillance glass houses under scrutiny of evil people because of people like Musk. It’s only fair that he takes his turn.

  8. Anonymous said on September 18, 2023 at 1:31 pm
    Reply

    “Operating systems will be required to let the user choose the browser, virtual assistant and search engine of their choice. Microsoft cannot force users to use Bing or Edge. Apple will have to open up its iOS operating system to allow third-party app stores, aka allow sideloading of apps. Google, on the other hand, will need to provide users with the ability to uninstall preloaded apps (bloatware) from Android devices. Online services will need to allow users to unsubscribe from their platform easily. Gatekeepers need to provide interoperability with third-parties that offer similar services.”

    Wonderful ! Let’s hope they’ll comply with that law more than they are doing with the GDPR.

  9. sean conner said on September 27, 2023 at 6:21 am
    Reply
  10. Sherry Grant said on September 29, 2023 at 7:47 pm
    Reply

    What does this article about Musk/Tesla have to do with computing, devices, phones?
    More irelevant filler.

  11. Anonymous said on September 29, 2023 at 8:47 pm
    Reply

    yeah sure… they are always the victims and it is only against them ????

    Believe them 100% and never question anything. This lawsuit sounds like the type you heard when people were eating batteries.

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