Machine Translation on WMT2016 Romanian-English

Metric: BLEU score (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

#	Model↕	BLEU score▼	Extra Data	Paper	Date↕	Code
1	fast-noisy-channel-modeling	40.3	Yes	Language Models not just for Pre-training: Fast ...	2020-11-13	Code
2	FLAN 137B (few-shot, k=9)	38.1	No	Finetuned Language Models Are Zero-Shot Learners	2021-09-03	Code
3	FLAN 137B (zero-shot)	37.3	No	Finetuned Language Models Are Zero-Shot Learners	2021-09-03	Code
4	MLM pretraining	35.3	No	Cross-lingual Language Model Pretraining	2019-01-22	Code
5	GenTranslate	33.5	No	GenTranslate: Large Language Models are Generati...	2024-02-10	Code
6	Attentional encoder-decoder + BPE	33.3	No	Edinburgh Neural Machine Translation Systems for...	2016-06-09	Code
7	Levenshtein Transformer (distillation)	33.26	No	Levenshtein Transformer	2019-05-27	Code
8	CMLM+LAT+4 iterations	33.26	No	Incorporating a Local Translation Mechanism into...	2020-11-12	Code
9	Adaptively Sparse Transformer (1.5-entmax)	33.1	No	Adaptively Sparse Transformers	2019-08-30	Code
10	HeadMask (Impt-18)	32.95	No	Alleviating the Inequality of Attention Heads fo...	2020-09-21	-
11	FlowSeq-large (NPD n = 30)	32.91	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
12	Adaptively Sparse Transformer (alpha-entmax)	32.89	No	Adaptively Sparse Transformers	2019-08-30	Code
13	HeadMask (Random-18)	32.85	No	Alleviating the Inequality of Attention Heads fo...	2020-09-21	-
14	FlowSeq-large (NPD n = 15)	32.46	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
15	FlowSeq-large (IWD n = 15)	32.03	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
16	NAT +FT + NPD	31.44	No	Non-Autoregressive Neural Machine Translation	2017-11-07	Code
17	CMLM+LAT+1 iterations	31.24	No	Incorporating a Local Translation Mechanism into...	2020-11-12	Code
18	FlowSeq-large	30.69	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code
19	Denoising autoencoders (non-autoregressive)	30.3	No	Deterministic Non-Autoregressive Neural Sequence...	2018-02-19	Code
20	FlowSeq-base	30.16	No	FlowSeq: Non-Autoregressive Conditional Sequence...	2019-09-05	Code