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How can a convolutional neural net (CNN) be used in machine translation?

DCN

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Convolution is a mathematical operation, so how are natural languages translated into matrices?


e.g., DeepL_Translator#Translation_methodology claims "CNNs are slightly more suitable for long, coherent word sequences, but have so far not been used by the competition due to their weaknesses compared to recurrent neural networks. The weaknesses at DeepL are compensated for with additional tricks, some of which are publicly known."

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