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 5576–5600 of 10752 papers

Title	Date	Tasks	Status
Sparse Sequence-to-Sequence Models	May 14, 2019	Machine TranslationMorphological Inflection	CodeCode Available
Curriculum Learning for Domain Adaptation in Neural Machine Translation	May 14, 2019	Domain AdaptationMachine Translation	—Unverified
Deep Residual Output Layers for Neural Language Generation	May 14, 2019	Language ModellingMachine Translation	CodeCode Available
Effective Cross-lingual Transfer of Neural Machine Translation Models without Shared Vocabularies	May 14, 2019	Cross-Lingual TransferLow Resource Neural Machine Translation	CodeCode Available
Synchronous Bidirectional Neural Machine Translation	May 13, 2019	Machine TranslationNMT	CodeCode Available
Densifying Assumed-sparse Tensors: Improving Memory Efficiency and MPI Collective Performance during Tensor Accumulation for Parallelized Training of Neural Machine Translation Models	May 10, 2019	CPUMachine Translation	—Unverified
Syntax-Enhanced Neural Machine Translation with Syntax-Aware Word Representations	May 8, 2019	Machine TranslationNMT	—Unverified
Development of Deep Learning Based Natural Language Processing Model for Turkish	May 7, 2019	Machine TranslationPart-Of-Speech Tagging	—Unverified
A Large Parallel Corpus of Full-Text Scientific Articles	May 6, 2019	ArticlesMachine Translation	—Unverified
UFRGS Participation on the WMT Biomedical Translation Shared Task	May 6, 2019	Machine TranslationTranslation	—Unverified
BVS Corpus: A Multilingual Parallel Corpus of Biomedical Scientific Texts	May 5, 2019	ArticlesMachine Translation	CodeCode Available
A Parallel Corpus of Theses and Dissertations Abstracts	May 5, 2019	Machine TranslationNMT	—Unverified
Dual Learning: Theoretical Study and Algorithmic Extensions	May 1, 2019	Machine TranslationTranslation	—Unverified
Multi-Agent Dual Learning	May 1, 2019	Machine TranslationTranslation	—Unverified
Machine Translation With Weakly Paired Bilingual Documents	May 1, 2019	Machine TranslationSentence	—Unverified
Hint-based Training for Non-Autoregressive Translation	May 1, 2019	de-enMachine Translation	—Unverified
Graph Convolutional Network with Sequential Attention For Goal-Oriented Dialogue Systems	May 1, 2019	Document DatingGoal-Oriented Dialogue Systems	—Unverified
Riemannian Stochastic Gradient Descent for Tensor-Train Recurrent Neural Networks	May 1, 2019	DecoderMachine Translation	—Unverified
Diverse Machine Translation with a Single Multinomial Latent Variable	May 1, 2019	DiversityMachine Translation	—Unverified
On Meaning-Preserving Adversarial Perturbations for Sequence-to-Sequence Models	May 1, 2019	Adversarial RobustnessMachine Translation	—Unverified
Discourse Representation Structure Parsing with Recurrent Neural Networks and the Transformer Model	May 1, 2019	DecoderDRS Parsing	—Unverified
Linguistic Information in Neural Semantic Parsing with Multiple Encoders	May 1, 2019	DRS ParsingMachine Translation	—Unverified
A Guider Network for Multi-Dual Learning	May 1, 2019	Machine TranslationNMT	—Unverified
Minimum Divergence vs. Maximum Margin: an Empirical Comparison on Seq2Seq Models	May 1, 2019	Machine TranslationSentence	—Unverified
Towards a better understanding of Vector Quantized Autoencoders	May 1, 2019	Knowledge DistillationMachine Translation	—Unverified

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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	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