Machine Translation

Machine translation is the task of translating a sentence in a source language to a different target language.

Approaches for machine translation can range from rule-based to statistical to neural-based. More recently, encoder-decoder attention-based architectures like BERT have attained major improvements in machine translation.

One of the most popular datasets used to benchmark machine translation systems is the WMT family of datasets. Some of the most commonly used evaluation metrics for machine translation systems include BLEU, METEOR, NIST, and others.

( Image credit: Google seq2seq )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2326–2350 of 10752 papers

Title	Date	Tasks	Status	Hype
Single Model Ensemble for Subword Regularized Models in Low-Resource Machine Translation	Mar 25, 2022	Machine TranslationSegmentation	—Unverified	0
SMARAGD: Learning SMatch for Accurate and Rapid Approximate Graph Distance	Mar 24, 2022	ClusteringData Augmentation	CodeCode Available	0
Multilingual CheckList: Generation and Evaluation	Mar 24, 2022	DiversityMachine Translation	—Unverified	0
Linearizing Transformer with Key-Value Memory	Mar 23, 2022	Abstractive Text SummarizationLanguage Modeling	—Unverified	0
Integrating Vectorized Lexical Constraints for Neural Machine Translation	Mar 23, 2022	Machine TranslationNMT	CodeCode Available	1
Learning Confidence for Transformer-based Neural Machine Translation	Mar 22, 2022	Machine TranslationNMT	CodeCode Available	1
Towards Explainable Evaluation Metrics for Natural Language Generation	Mar 21, 2022	Machine TranslationText Generation	CodeCode Available	1
Small Batch Sizes Improve Training of Low-Resource Neural MT	Mar 20, 2022	Machine TranslationTranslation	—Unverified	0
STEMM: Self-learning with Speech-text Manifold Mixup for Speech Translation	Mar 20, 2022	Machine TranslationSpeech-to-Text	CodeCode Available	1
Mitigating Gender Bias in Machine Translation through Adversarial Learning	Mar 20, 2022	Machine TranslationTranslation	—Unverified	0
Neural Machine Translation with Phrase-Level Universal Visual Representations	Mar 19, 2022	Machine TranslationMultimodal Machine Translation	CodeCode Available	1
BIOS: An Algorithmically Generated Biomedical Knowledge Graph	Mar 18, 2022	BIG-bench Machine LearningKnowledge Graphs	—Unverified	0
Reducing Position Bias in Simultaneous Machine Translation with Length-Aware Framework	Mar 17, 2022	Machine TranslationPosition	—Unverified	0
ODE Transformer: An Ordinary Differential Equation-Inspired Model for Sequence Generation	Mar 17, 2022	Abstractive Text SummarizationMachine Translation	CodeCode Available	1
Modeling Dual Read/Write Paths for Simultaneous Machine Translation	Mar 17, 2022	de-enMachine Translation	CodeCode Available	1
An Imitation Learning Curriculum for Text Editing with Non-Autoregressive Models	Mar 17, 2022	Abstractive Text SummarizationImitation Learning	—Unverified	0
Gaussian Multi-head Attention for Simultaneous Machine Translation	Mar 17, 2022	de-enMachine Translation	CodeCode Available	1
On Vision Features in Multimodal Machine Translation	Mar 17, 2022	Image CaptioningMachine Translation	CodeCode Available	1
Triangular Transfer: Freezing the Pivot for Triangular Machine Translation	Mar 17, 2022	Language ModelingLanguage Modelling	—Unverified	0
Universal Conditional Masked Language Pre-training for Neural Machine Translation	Mar 17, 2022	DecoderLanguage Modeling	—Unverified	0
Understanding and Improving Sequence-to-Sequence Pretraining for Neural Machine Translation	Mar 16, 2022	DecoderMachine Translation	—Unverified	0
Bridging the Data Gap between Training and Inference for Unsupervised Neural Machine Translation	Mar 16, 2022	HallucinationMachine Translation	CodeCode Available	1
BPE vs. Morphological Segmentation: A Case Study on Machine Translation of Four Polysynthetic Languages	Mar 16, 2022	Machine TranslationSegmentation	—Unverified	0
Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data	Mar 16, 2022	Language ModelingLanguage Modelling	CodeCode Available	1
Pre-Trained Multilingual Sequence-to-Sequence Models: A Hope for Low-Resource Language Translation?	Mar 16, 2022	Machine TranslationTranslation	—Unverified	0

Show:10 25 50

← PrevPage 94 of 431Next →

All datasets WMT2014 English-German WMT2014 English-French IWSLT2014 German-English ACES WMT2016 English-Romanian WMT2016 Romanian-English WMT2014 German-English IWSLT2015 German-English WMT2016 English-German IWSLT2015 English-Vietnamese IWSLT2015 English-German WMT2016 German-English

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Transformer Cycle (Rev)	BLEU score	35.14	—	Unverified
2	Noisy back-translation	BLEU score	35	—	Unverified
3	Transformer+Rep(Uni)	BLEU score	33.89	—	Unverified
4	T5-11B	BLEU score	32.1	—	Unverified
5	BiBERT	BLEU score	31.26	—	Unverified
6	Transformer + R-Drop	BLEU score	30.91	—	Unverified
7	Bi-SimCut	BLEU score	30.78	—	Unverified
8	BERT-fused NMT	BLEU score	30.75	—	Unverified
9	Data Diversification - Transformer	BLEU score	30.7	—	Unverified
10	SimCut	BLEU score	30.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transformer+BT (ADMIN init)	BLEU score	46.4	—	Unverified
2	Noisy back-translation	BLEU score	45.6	—	Unverified
3	mRASP+Fine-Tune	BLEU score	44.3	—	Unverified
4	Transformer + R-Drop	BLEU score	43.95	—	Unverified
5	Transformer (ADMIN init)	BLEU score	43.8	—	Unverified
6	Admin	BLEU score	43.8	—	Unverified
7	BERT-fused NMT	BLEU score	43.78	—	Unverified
8	MUSE(Paralllel Multi-scale Attention)	BLEU score	43.5	—	Unverified
9	T5	BLEU score	43.4	—	Unverified
10	Local Joint Self-attention	BLEU score	43.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PiNMT	BLEU score	40.43	—	Unverified
2	BiBERT	BLEU score	38.61	—	Unverified
3	Bi-SimCut	BLEU score	38.37	—	Unverified
4	Cutoff + Relaxed Attention + LM	BLEU score	37.96	—	Unverified
5	DRDA	BLEU score	37.95	—	Unverified
6	Transformer + R-Drop + Cutoff	BLEU score	37.9	—	Unverified
7	SimCut	BLEU score	37.81	—	Unverified
8	Cutoff+Knee	BLEU score	37.78	—	Unverified
9	Cutoff	BLEU score	37.6	—	Unverified
10	CipherDAug	BLEU score	37.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HWTSC-Teacher-Sim	Score	19.97	—	Unverified
2	MS-COMET-22	Score	19.89	—	Unverified
3	MS-COMET-QE-22	Score	19.76	—	Unverified
4	KG-BERTScore	Score	17.28	—	Unverified
5	metricx_xl_DA_2019	Score	17.17	—	Unverified
6	COMET-QE	Score	16.8	—	Unverified
7	COMET-22	Score	16.31	—	Unverified
8	UniTE-src	Score	15.68	—	Unverified
9	UniTE-ref	Score	15.38	—	Unverified
10	metricx_xxl_DA_2019	Score	15.24	—	Unverified