Neural Machine Translation

22 Sep 2017  ·  Philipp 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. Written as chapter for the textbook Statistical Machine Translation. Used in the JHU Fall 2017 class on machine translation.

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Results from the Paper

 Ranked #1 on 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
Result Benchmark
Machine Translation 20NEWS tensorflow/tensor2tensor 1-of-100 Accuracy 5 # 1


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