Georgiana Dinu

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GFST: Gender-filtered self-training for more accurate gender in translation

Jun 7, 2023 | amazon.science | Anna Currey |Prashant Mathur |Georgiana Dinu |Milind Rao

Amazon Prime Video is changing the way millions of customers enjoy digital content. Prime Video delivers premium content to customers through purchase and rental of movies and TV shows, unlimited on-demand streaming through Amazon Prime subscriptions, add-on channels like Showtime and HBO, and live concerts and sporting events like NFL Thursday Night Football.
Gender profession data

May 13, 2023 | amazon.science | Xing Niu |Georgiana Dinu |Prashant Mathur |Anna Currey

The training data used in NMT is rarely controlled with respect to specific attributes, such as word casing or gender, which can cause errors in translations. We argue that predicting the target word and attributes simultaneously is an effective way to ensure that translations are more faithful to the training data distribution with respect to these attributes.
Evaluating robustness to input perturbations for neural machine translation

Apr 10, 2023 | amazon.science | Xing Niu |Prashant Mathur |Georgiana Dinu |Yaser Al-Onaizan

Take Earth's most customer-centric company. Mix in hundreds of millions of shoppers spending tens of billions of dollars annually, an exciting opportunity to build next-generation shopping experiences, Amazon’s tremendous computational resources, and our extensive e-Commerce experience. What do you get? The most exciting position in the industry. Amazon’s Personalization team is looking for a Principal Applied Scientist to lead step function science improvements across the recommendations space.
Pseudo-label training and model inertia in neural machine translation

Apr 6, 2023 | amazon.science | Benjamin Hsu |Anna Currey |Xing Niu |Georgiana Dinu

Amazon Advertising is one of Amazon's fastest growing and most profitable businesses. Amazon's advertising portfolio helps merchants, retail vendors, and brand owners succeed via native advertising, which grows incremental sales of their products sold through Amazon. The primary goals are to help shoppers discover new products they love, be the most efficient way for advertisers to meet their business objectives, and build a sustainable business that continuously innovates on behalf of customers.
Findings of the IWSLT 2022 evaluation campaign

Mar 10, 2023 | amazon.science | Anna Currey |Marcello Federico |Benjamin Hsu |Georgiana Dinu

Antonios Anastasopoulos, Loic Barrault, Luisa Bentivogli, Marcely Zanon Boito, Ondrej Bojar, Roldano Cattoni, Anna Currey, Georgiana Dinu, Kevin Duh, Maha Elbayad, Clara Emmanuel, Yannick Esteve, Marcello Federico, Christian Federmann, Souhir Gahbiche, Hongyu Gong, Roman Grundkiewicz, Barry Haddow, Benjamin Hsu, David Javorsky, Vera Kloudova, Surafel Melaku Lakew, Xutai Ma, Prashant Mathur, Paul McNamee, Kenton Murray, Maria Nadejde, Satoshi Nakamura, Matteo Negri, Jan Niehues, Xing Niu, John...