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machine-translation-on-iwslt2015-german

Machine Translation
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PaperCodeBLEU scoreModelNameReleaseDate
Self-Knowledge Distillation with Progressive Refinement of Targets✓ Link36.20PS-KD2020-06-22
Pervasive Attention: 2D Convolutional Neural Networks for Sequence-to-Sequence Prediction✓ Link34.18Pervasive Attention2018-08-11
FRAGE: Frequency-Agnostic Word Representation✓ Link33.97Transformer with FRAGE2018-09-18
Classical Structured Prediction Losses for Sequence to Sequence Learning✓ Link32.93ConvS2S+Risk2017-11-14
Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative Refinement✓ Link32.43Denoising autoencoders (non-autoregressive)2018-02-19
Convolutional Sequence to Sequence Learning✓ Link32.31ConvS2S2017-05-08
A Convolutional Encoder Model for Neural Machine Translation✓ Link30.4Conv-LSTM (deep+pos)2016-11-07
Towards Neural Phrase-based Machine Translation✓ Link30.08NPMT + language model2017-06-17
An Actor-Critic Algorithm for Sequence Prediction✓ Link29.98RNNsearch2016-07-24
Compressing Word Embeddings via Deep Compositional Code Learning✓ Link29.56DCCL2017-11-03
Neural Machine Translation by Jointly Learning to Align and Translate✓ Link28.53Bi-GRU (MLE+SLE)2014-09-01
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow✓ Link24.75FlowSeq-base2019-09-05
Sequence-to-Sequence Learning as Beam-Search Optimization✓ Link24.0Word-level CNN w/attn, input feeding2016-06-09
Sequence Level Training with Recurrent Neural Networks✓ Link20.2Word-level LSTM w/attn2015-11-20
Quasi-Recurrent Neural Networks✓ Link19.41QRNN2016-11-05
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