Machine Translation on WMT2014 German-English

Metric: BLEU score (higher is better)

LeaderboardDataset

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Results

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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

#1Bi-SimCutSOTA
35.15
BLEU score· 2022-06-06
Bi-SimCut: A Simple Strategy for Boosting Neural Machine Translation Code
#2BiBERTSOTA
34.94
BLEU score· 2021-09-09
BERT, mBERT, or BiBERT? A Study on Contextualized Embeddings for Neural Machine Translation Code
#3SimCut
34.86
BLEU score· 2022-06-06
Bi-SimCut: A Simple Strategy for Boosting Neural Machine Translation Code
#4Mega
33.12
BLEU score· 2022-09-21
Mega: Moving Average Equipped Gated Attention Code
#5CMLM+LAT+4 iterationsSOTA
32.04
BLEU score· 2020-11-12
Incorporating a Local Translation Mechanism into Non-autoregressive Translation Code
#6MAT+KneeSOTA
31.9
BLEU score· 2020-03-09
Wide-minima Density Hypothesis and the Explore-Exploit Learning Rate Schedule Code
#7CNAT
30.75
BLEU score· 2021-03-21
Non-Autoregressive Translation by Learning Target Categorical Codes Code
#8CMLM+LAT+1 iterations
29.91
BLEU score· 2020-11-12
Incorporating a Local Translation Mechanism into Non-autoregressive Translation Code
#9FlowSeq-large (NPD n = 30)SOTA
28.29
BLEU score· 2019-09-05
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow Code
#10FlowSeq-large (NPD n = 15)
27.71
BLEU score· 2019-09-05
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow Code
#11FlowSeq-large (IWD n=15)
27.16
BLEU score· 2019-09-05
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow Code
#12Denoising autoencoders (non-autoregressive)SOTA
25.43
BLEU score· 2018-02-19
Deterministic Non-Autoregressive Neural Sequence Modeling by Iterative Refinement Code
#13FlowSeq-large
25.4
BLEU score· 2019-09-05
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow Code
#14FlowSeq-base
23.36
BLEU score· 2019-09-05
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow Code
#15NAT +FT + NPDSOTA
23.2
BLEU score· 2017-11-07
Non-Autoregressive Neural Machine Translation Code
#16SMT + iterative backtranslation (unsupervised)
17.43
BLEU score· 2018-09-04
Unsupervised Statistical Machine Translation Code