The improvements since the implementation of the new techniques over the last year are highlighted at the end of the animation.Īdvances for Both High- and Low-Resource LanguagesĪ popular metric for automatic quality evaluation of machine translation systems is the BLEU score, which is based on the similarity between a system’s translation and reference translations that were generated by people. The quality improvements, which averaged +5 BLEU score over all 100+ languages, are visualized below.īLEU score of Google Translate models since shortly after its inception in 2006. These techniques span improvements to model architecture and training, improved treatment of noise in datasets, increased multilingual transfer learning through M4 modeling, and use of monolingual data. In this post, we share some recent progress we have made in translation quality for supported languages, especially for those that are low-resource, by synthesizing and expanding a variety of recent advances, and demonstrate how they can be applied at scale to noisy, web-mined data. Many techniques have demonstrated significant gains for low-resource languages in controlled research settings (e.g., the WMT Evaluation Campaign), however these results on smaller, publicly available datasets may not easily transition to large, web-crawled datasets. And while the research community has developed techniques that are successful for high-resource languages like Spanish and German, for which there exist copious amounts of training data, performance on low-resource languages, like Yoruba or Malayalam, still leaves much to be desired. Nevertheless, state-of-the-art systems lag significantly behind human performance in all but the most specific translation tasks. A confirmation email will be sent to your email address.Posted by Isaac Caswell and Bowen Liang, Software Engineers, Google ResearchĪdvances in machine learning (ML) have driven improvements to automated translation, including the GNMT neural translation model introduced in Translate in 2016, that have enabled great improvements to the quality of translation for over 100 languages.Click on "Continue" to confirm your purchase.Choose the payment method, and then enter your credit card details.Check the "I agree to the terms and conditions" box, and then click on "Continue".Enter your email address to create an account or log in with an existing account.Choose your delivery address (regular or hotel) and write the address information.Choose your desired seating section, update the tickets quantity needed and click "Buy".Choose the desired game from the upcoming events showing up on the Ticketgum homepage, or else search for the team, league, tournament or the city where the match takes place in the categories or in the search field until you find the event you're looking for.To buy tickets for a game on Ticketgum, do the following: In all your dealings with us, you will find that we are committed to professional, friendly customer service and strive to provide you with the best prices, the best seats and the best experience all around. Before shipping the tickets, our delivery department will contact you to verify your address and will provide you with the express delivery tracking number. Tickets are sent by post to the address you provide by express delivery service. Our innovative and unique system for purchasing tickets offers each client personal service by one of our professional customer service staff members, who will answer all your questions and accommodate your every need. The process of purchasing tickets is quick, simple, safe and secure. Ticketgum only sells tickets that are guaranteed as official and authentic. Among the tennis cups we offer tickets to you can find the Roland Garros, Barcelona Open and many more. On our website you can find tickets for top leagues such as Premier League and Champions League. Top football teams you can find on Ticketgum include: Barcelona, Real Madrid, Manchester United, Arsenal. We also sell tickets for rugby and tennis competitions in Europe. At Ticketgum you can buy tickets for European Football matches: we sell tickets for all teams, leagues and competitions taking place in Europe.
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