Machine Translation on WMT2016 English-Romanian

Metric: BLEU score (higher is better)

LeaderboardDataset

Loading chart...

Results

#	Model↕	BLEU score▼	Extra Data	Paper	Date↕	Code
1	DeLighT	34.7	No	DeLighT: Deep and Light-weight Transformer	2020-08-03	Code
2	CMLM+LAT+4 iterations	32.87	No	Incorporating a Local Translation Mechanism into...	2020-11-12	Code
3	FlowSeq-large (NPD n = 30)	32.35	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
4	FlowSeq-large (NPD n=15)	31.97	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
5	FlowSeq-large (IWD n = 15)	31.08	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
6	CMLM+LAT+1 iterations	30.74	No	Incorporating a Local Translation Mechanism into...	2020-11-12	Code
7	ConvS2S BPE40k	29.9	No	Convolutional Sequence to Sequence Learning	2017-05-08	Code
8	FlowSeq-large	29.86	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
9	NAT +FT + NPD	29.79	No	Non-Autoregressive Neural Machine Translation	2017-11-07	Code
10	Denoising autoencoders (non-autoregressive)	29.66	No	Deterministic Non-Autoregressive Neural Sequence...	2018-02-19	Code
11	FlowSeq-base	29.26	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
12	GRU BPE90k	28.9	No	-	-	-
13	BiGRU	28.1	No	Edinburgh Neural Machine Translation Systems for...	2016-06-09	Code
14	Deep Convolutional Encoder; single-layer decoder	27.8	No	A Convolutional Encoder Model for Neural Machine...	2016-11-07	Code
15	BiLSTM	27.5	No	A Convolutional Encoder Model for Neural Machine...	2016-11-07	Code
16	PBSMT + NMT	25.13	No	Phrase-Based & Neural Unsupervised Machine Trans...	2018-04-20	Code
17	Unsupervised PBSMT	21.33	No	Phrase-Based & Neural Unsupervised Machine Trans...	2018-04-20	Code
18	Unsupervised NMT + Transformer	21.18	No	Phrase-Based & Neural Unsupervised Machine Trans...	2018-04-20	Code
19	FLAN 137B (few-shot, k=9)	20.5	No	Finetuned Language Models Are Zero-Shot Learners	2021-09-03	Code
20	FLAN 137B (zero-shot)	18.9	No	Finetuned Language Models Are Zero-Shot Learners	2021-09-03	Code