nitarshan / sequence-to-sequence-learning

PyTorch implementation of "Sequence to Sequence Learning with Neural Networks"

Home Page:https://arxiv.org/abs/1409.3215

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Implementation of the concepts in the referenced paper, applied to German-English translation. Model is implemented as a 2-layer bidirectional GRU encoder followed by a 4-layer GRU decoder. Uses torchtext for data loading and spacy for tokenization.

Translation pairs obtained from the WMT 2016 Multi30k dataset.

Training loss, validation loss, and validation accuracy curves:
Training loss, validation loss, and validation accuracy curves

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PyTorch implementation of "Sequence to Sequence Learning with Neural Networks"

https://arxiv.org/abs/1409.3215


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