Neural Machine Translation

22 Sep 2017Philipp Koehn

Draft of textbook chapter on neural machine translation. a comprehensive treatment of the topic, ranging from introduction to neural networks, computation graphs, description of the currently dominant attentional sequence-to-sequence model, recent refinements, alternative architectures and challenges... (read more)

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Evaluation results from the paper

 SOTA for Machine Translation on 20NEWS (using extra training data)

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Task Dataset Model Metric name Metric value Global rank Uses extra
training data
Machine Translation 20NEWS tensorflow/tensor2tensor 1-of-100 Accuracy 5 # 1