Machine Translation on WMT2014 German-English

Metric: BLEU score (higher is better)

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#	Model↕	BLEU score▼	Extra Data	Paper	Date↕	Code
1	Bi-SimCut	35.15	No	Bi-SimCut: A Simple Strategy for Boosting Neural...	2022-06-06	Code
2	BiBERT	34.94	No	BERT, mBERT, or BiBERT? A Study on Contextualize...	2021-09-09	Code
3	SimCut	34.86	No	Bi-SimCut: A Simple Strategy for Boosting Neural...	2022-06-06	Code
4	Mega	33.12	No	Mega: Moving Average Equipped Gated Attention	2022-09-21	Code
5	CMLM+LAT+4 iterations	32.04	No	Incorporating a Local Translation Mechanism into...	2020-11-12	Code
6	MAT+Knee	31.9	No	Wide-minima Density Hypothesis and the Explore-E...	2020-03-09	Code
7	CNAT	30.75	No	Non-Autoregressive Translation by Learning Targe...	2021-03-21	Code
8	CMLM+LAT+1 iterations	29.91	No	Incorporating a Local Translation Mechanism into...	2020-11-12	Code
9	FlowSeq-large (NPD n = 30)	28.29	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
10	FlowSeq-large (NPD n = 15)	27.71	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
11	FlowSeq-large (IWD n=15)	27.16	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
12	Denoising autoencoders (non-autoregressive)	25.43	No	Deterministic Non-Autoregressive Neural Sequence...	2018-02-19	Code
13	FlowSeq-large	25.4	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
14	FlowSeq-base	23.36	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
15	NAT +FT + NPD	23.2	No	Non-Autoregressive Neural Machine Translation	2017-11-07	Code
16	SMT + iterative backtranslation (unsupervised)	17.43	No	Unsupervised Statistical Machine Translation	2018-09-04	Code