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In both cases, Google allows users to “check” the power of its own supercomputers. It also leaves open a door to hackers. “Google heavily relies on end users and content that is published online,” Shoukry explains. To be clear, a handful of pranksters wouldn't be able to trick the system by repeatedly entering the wrong translations. A deception the size of the lorem ipsum hack or the Russian “Mordor” incident requires “a significant amount of computer power” and technical sophistication, says Shoukry. Google has since “fixed” the lorem ipsum hole by refusing to translate the text at all. But as long as Google Translate gives regular users the ability to translate and validate by hand, there's room for “error,” intentional or otherwise. Google engineers have a sense of humor. Until recently, you could make Google Translate “beatbox” by entering some nonsense text. For more, check out a list of the best Google Easter Eggs.|Video-to-Text (VTT) is the task of automatically generating descriptions for short audio-visual video clips, which can support visually impaired people to understand scenes of a YouTube video for instance. Transformer architectures have shown great performance in both machine translation and image captioning, lacking a straightforward and reproducible application for VTT. However, there is no comprehensive study on different strategies and advices for video description generation including exploiting the accompanying audio with fully self-attentive networks. Thus, we explore promising approaches from image captioning and video processing and apply them to VTT by developing a straightforward Transformer architecture. Additionally, we present a novel way of synchronizing audio and video features in Transformers which we call Fractional Positional Encoding (FPE). Recurrent Neural Networks are a common architecture to model language generation tasks. These methods have also become more and more popular for machine translation tasks, whose encoder-decoder architecture originally inspired the Show and Tell model of Vinyals et al. Recently, Vaswani et al. In this work, we focus on the Video-to-Text (VTT) task, which is actually quite similar to Image Captioning.




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