The article introduces a new way to teach computers to translate languages faster and more accurately. Instead of using the usual method with recurrent neural networks, they use convolutional neural networks. This makes the training process faster and easier. By using special units and attention modules, they were able to beat the previous best translation accuracy in English-German and English-French translations.