Finally, the abuse of these errors constitutes vectors of attack: error-prone numerical tokens injected into monolingual data may corrupt back-translation-based training, as the resulting back-translated sentences are likely to contain the desired errors. The researchers said these error types greatly extend the number category (NUM) of the catastrophic errors of NMT systems with richer error types. Numerical errors were discovered when behavioural testing two popular commercial translation systems using their public APIs. Their tests on SOTA NMT systems expose novel error types that have evaded close examination, as shown in the table. The researchers believe their method extends the CheckList behavioural testing framework by designing automatic test cases to assess a suite of fundamental capabilities a system should exhibit in translating numbers. “Surprisingly, numerical mistranslation is a general issue faced by SOTA NMT systems, including commercial and research systems, with evidence present across contexts: for both high and low resource languages, and for both close and distant languages,” wrote the researchers, in ‘As Easy as 1, 2, 3: Behavioural Testing of NMT Systems for Numerical Translation’ paper, co-authored by Jun Wang, Chang Xu, Francisco Guzman, Ahmed El-Kishky, Benjamin I. Numerical errors made in financial document translation, for example, an extra or omitted digit or decimal point, could lead to significant monetary losses. ![]() For instance, in healthcare, mistranslating the number of confirmed cases of COVID-19 may exacerbate public health misinformation. Mistranslation constitutes a critical but under-explored category with serious implications. The new approach revealed novel errors common across multiple SOTA translation systems. A confirmation email will be sent to your email address.Researchers from the University of Melbourne, Facebook AI, and Twitter Cortex recently proposed a black-box test method for assessing and debugging the numerical translation of neural machine translation ( NMT) systems. 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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