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 4701–4725 of 10752 papers

Title	Date	Tasks	Status	Hype
Urdu-English Machine Transliteration using Neural Networks	Jan 12, 2020	Machine TranslationSentence	—Unverified	0
Learning to Multi-Task Learn for Better Neural Machine Translation	Jan 10, 2020	Imitation LearningLow Resource NMT	—Unverified	0
Machine Learning Approaches for Amharic Parts-of-speech Tagging	Jan 10, 2020	BIG-bench Machine LearningInformation Retrieval	—Unverified	0
Exploring Benefits of Transfer Learning in Neural Machine Translation	Jan 6, 2020	Cross-Lingual TransferMachine Translation	—Unverified	0
A Comprehensive Survey of Multilingual Neural Machine Translation	Jan 4, 2020	Machine TranslationNMT	—Unverified	0
Learning Accurate Integer Transformer Machine-Translation Models	Jan 3, 2020	Machine TranslationTranslation	—Unverified	0
Text2Sign: Towards Sign Language Production Using Neural Machine Translation and Generative Adversarial Networks	Jan 2, 2020	Generative Adversarial NetworkMachine Translation	—Unverified	0
Morphological Word Segmentation on Agglutinative Languages for Neural Machine Translation	Jan 2, 2020	Machine TranslationNMT	—Unverified	0
Improving Transformer Optimization Through Better Initialization	Jan 1, 2020	DecoderLanguage Modeling	CodeCode Available	1
Reproducible and Efficient Benchmarks for Hyperparameter Optimization of Neural Machine Translation Systems	Jan 1, 2020	Hyperparameter OptimizationMachine Translation	—Unverified	0
Improving Transformer Optimization Through Better Initialization	Jan 1, 2020	DecoderLanguage Modeling	CodeCode Available	1
Train Big, Then Compress: Rethinking Model Size for Efficient Training and Inference of Transformers	Jan 1, 2020	Machine TranslationQuantization	—Unverified	0
Non-autoregressive Translation with Disentangled Context Transformer	Jan 1, 2020	Machine TranslationSentence	CodeCode Available	1
Metagross: Meta Gated Recursive Controller Units for Sequence Modeling	Jan 1, 2020	Code GenerationInductive Bias	—Unverified	0
Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation	Jan 1, 2020	ImputationMachine Translation	—Unverified	0
Training Deep Networks with Stochastic Gradient Normalized by Layerwise Adaptive Second Moments	Jan 1, 2020	General Classificationimage-classification	—Unverified	0
OTEANN: Estimating the Transparency of Orthographies with an Artificial Neural Network	Dec 31, 2019	Machine TranslationTranslation	CodeCode Available	0
Visual Agreement Regularized Training for Multi-Modal Machine Translation	Dec 27, 2019	Machine TranslationSentence	—Unverified	0
Explicit Sentence Compression for Neural Machine Translation	Dec 27, 2019	DecoderMachine Translation	CodeCode Available	0
Encoding word order in complex embeddings	Dec 27, 2019	Language ModelingLanguage Modelling	CodeCode Available	0
Coursera Corpus Mining and Multistage Fine-Tuning for Improving Lectures Translation	Dec 26, 2019	BenchmarkingDomain Adaptation	CodeCode Available	1
Amharic-Arabic Neural Machine Translation	Dec 26, 2019	DecoderMachine Translation	—Unverified	0
Explicit Sparse Transformer: Concentrated Attention Through Explicit Selection	Dec 25, 2019	Image CaptioningLanguage Modeling	CodeCode Available	0
A Study of Multilingual Neural Machine Translation	Dec 25, 2019	DecoderMachine Translation	—Unverified	0
Tag-less Back-Translation	Dec 22, 2019	Domain AdaptationMachine Translation	—Unverified	0

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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	Admin	BLEU score	43.8	—	Unverified
6	Transformer (ADMIN init)	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