Machine Translation on IWSLT2015 English-Vietnamese

Metric: BLEU (higher is better)

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#	Model↕	BLEU▼	Extra Data	Paper	Date↕	Code
1	EnViT5 + MTet	40.2	Yes	MTet: Multi-domain Translation for English and V...	2022-10-11	Code
2	Tall Transformer with Style-Augmented Training	37.8	Yes	-	-	Code
3	Transformer+BPE-dropout	33.27	No	BPE-Dropout: Simple and Effective Subword Regula...	2019-10-29	Code
4	Transformer+BPE+FixNorm+ScaleNorm	32.8	No	Transformers without Tears: Improving the Normal...	2019-10-14	Code
5	Transformer+LayerNorm-simple	31.4	No	Understanding and Improving Layer Normalization	2019-11-16	Code
6	CVT	29.6	Yes	Semi-Supervised Sequence Modeling with Cross-Vie...	2018-09-22	Code
7	Self-Adaptive Control of Temperature	29.12	No	Learning When to Concentrate or Divert Attention...	2018-08-22	Code
8	SAWR	29.09	No	Syntax-Enhanced Neural Machine Translation with ...	2019-05-08	-
9	DeconvDec	28.47	No	Deconvolution-Based Global Decoding for Neural M...	2018-06-10	Code
10	LSTM+Attention+Ensemble	26.4	No	-	-	Code

#1EnViT5 + MTetSOTA
40.2
BLEU· Extra Data· 2022-10-11
MTet: Multi-domain Translation for English and Vietnamese Code
#2Tall Transformer with Style-Augmented Training
37.8
BLEU· Extra Data
No paperCode
#3Transformer+BPE-dropoutSOTA
33.27
BLEU· 2019-10-29
BPE-Dropout: Simple and Effective Subword Regularization Code
#4Transformer+BPE+FixNorm+ScaleNormSOTA
32.8
BLEU· 2019-10-14
Transformers without Tears: Improving the Normalization of Self-Attention Code
#5Transformer+LayerNorm-simple
31.4
BLEU· 2019-11-16
Understanding and Improving Layer Normalization Code
#6CVTSOTA
29.6
BLEU· Extra Data· 2018-09-22
Semi-Supervised Sequence Modeling with Cross-View Training Code
#7Self-Adaptive Control of TemperatureSOTA
29.12
BLEU· 2018-08-22
Learning When to Concentrate or Divert Attention: Self-Adaptive Attention Temperature for Neural Machine Translation Code
#8SAWR
29.09
BLEU· 2019-05-08
Syntax-Enhanced Neural Machine Translation with Syntax-Aware Word Representations
#9DeconvDecSOTA
28.47
BLEU· 2018-06-10
Deconvolution-Based Global Decoding for Neural Machine Translation Code
#10LSTM+Attention+Ensemble
26.4
BLEU
No paperCode