Machine Translation on IWSLT2015 German-English

Metric: BLEU score (higher is better)

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#	Model↕	BLEU score▼	Extra Data	Paper	Date↕	Code
1	PS-KD	36.2	No	Self-Knowledge Distillation with Progressive Ref...	2020-06-22	Code
2	Pervasive Attention	34.18	No	Pervasive Attention: 2D Convolutional Neural Net...	2018-08-11	Code
3	Transformer with FRAGE	33.97	No	FRAGE: Frequency-Agnostic Word Representation	2018-09-18	Code
4	ConvS2S+Risk	32.93	No	Classical Structured Prediction Losses for Seque...	2017-11-14	Code
5	Denoising autoencoders (non-autoregressive)	32.43	No	Deterministic Non-Autoregressive Neural Sequence...	2018-02-19	Code
6	ConvS2S	32.31	No	Convolutional Sequence to Sequence Learning	2017-05-08	Code
7	Conv-LSTM (deep+pos)	30.4	No	A Convolutional Encoder Model for Neural Machine...	2016-11-07	Code
8	NPMT + language model	30.08	No	Towards Neural Phrase-based Machine Translation	2017-06-17	Code
9	RNNsearch	29.98	No	An Actor-Critic Algorithm for Sequence Prediction	2016-07-24	Code
10	DCCL	29.56	No	Compressing Word Embeddings via Deep Composition...	2017-11-03	Code
11	Bi-GRU (MLE+SLE)	28.53	No	Neural Machine Translation by Jointly Learning t...	2014-09-01	Code
12	FlowSeq-base	24.75	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
13	Word-level CNN w/attn, input feeding	24	No	Sequence-to-Sequence Learning as Beam-Search Opt...	2016-06-09	Code
14	Word-level LSTM w/attn	20.2	No	Sequence Level Training with Recurrent Neural Ne...	2015-11-20	Code
15	QRNN	19.41	No	Quasi-Recurrent Neural Networks	2016-11-05	Code