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 5301–5325 of 10752 papers

Title	Date	Tasks	Status	Hype
Hindi Visual Genome: A Dataset for Multimodal English-to-Hindi Machine Translation	Jul 21, 2019	Machine TranslationMultimodal Machine Translation	—Unverified	0
Structure-Invariant Testing for Machine Translation	Jul 19, 2019	Dependency ParsingMachine Translation	CodeCode Available	1
Language Modelling for Sound Event Detection with Teacher Forcing and Scheduled Sampling	Jul 19, 2019	Event DetectionLanguage Modelling	CodeCode Available	0
Lookahead Optimizer: k steps forward, 1 step back	Jul 19, 2019	Image ClassificationMachine Translation	CodeCode Available	1
Understanding Neural Machine Translation by Simplification: The Case of Encoder-free Models	Jul 18, 2019	DecoderMachine Translation	—Unverified	0
Hierarchical Sequence to Sequence Voice Conversion with Limited Data	Jul 15, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Facebook FAIR's WMT19 News Translation Task Submission	Jul 15, 2019	Machine TranslationReranking	CodeCode Available	0
Naver Labs Europe's Systems for the WMT19 Machine Translation Robustness Task	Jul 15, 2019	Domain AdaptationMachine Translation	—Unverified	0
Simple Automatic Post-editing for Arabic-Japanese Machine Translation	Jul 14, 2019	ArticlesAutomatic Post-Editing	—Unverified	0
Automatic Repair and Type Binding of Undeclared Variables using Neural Networks	Jul 14, 2019	Machine TranslationTranslation	—Unverified	0
Microsoft Translator at WMT 2019: Towards Large-Scale Document-Level Neural Machine Translation	Jul 14, 2019	Data AugmentationMachine Translation	—Unverified	0
Tackling Graphical NLP problems with Graph Recurrent Networks	Jul 13, 2019	Graph Neural NetworkKnowledge Graphs	CodeCode Available	0
Cross-Lingual Transfer Learning for Question Answering	Jul 13, 2019	Cross-Lingual TransferMachine Translation	—Unverified	0
Massively Multilingual Neural Machine Translation in the Wild: Findings and Challenges	Jul 11, 2019	Machine TranslationNMT	—Unverified	0
Self-Regulated Interactive Sequence-to-Sequence Learning	Jul 11, 2019	Active LearningMachine Translation	CodeCode Available	0
Lingua Custodia at WMT'19: Attempts to Control Terminology	Jul 10, 2019	Machine TranslationTranslation	—Unverified	0
M3D-GAN: Multi-Modal Multi-Domain Translation with Universal Attention	Jul 9, 2019	Dialogue GenerationImage Captioning	—Unverified	0
NTT's Machine Translation Systems for WMT19 Robustness Task	Jul 9, 2019	Domain AdaptationMachine Translation	—Unverified	0
An Intrinsic Nearest Neighbor Analysis of Neural Machine Translation Architectures	Jul 8, 2019	Machine TranslationTranslation	—Unverified	0
Correct-and-Memorize: Learning to Translate from Interactive Revisions	Jul 8, 2019	Machine TranslationTranslation	—Unverified	0
Exploiting Out-of-Domain Parallel Data through Multilingual Transfer Learning for Low-Resource Neural Machine Translation	Jul 6, 2019	BenchmarkingDomain Adaptation	CodeCode Available	0
Evolutionary Algorithm for Sinhala to English Translation	Jul 6, 2019	Machine TranslationSentence	CodeCode Available	0
Learning Neural Sequence-to-Sequence Models from Weak Feedback with Bipolar Ramp Loss	Jul 6, 2019	Machine TranslationSemantic Parsing	CodeCode Available	0
Interactive-Predictive Neural Machine Translation through Reinforcement and Imitation	Jul 4, 2019	FormImitation Learning	—Unverified	0
On the Weaknesses of Reinforcement Learning for Neural Machine Translation	Jul 3, 2019	Machine Translationreinforcement-learning	—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	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