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 6251–6275 of 10752 papers

Title	Date	Tasks	Status	Hype
Word Embedding and WordNet Based Metaphor Identification and Interpretation	Jul 1, 2018	Decision MakingMachine Translation	—Unverified	0
Improving Beam Search by Removing Monotonic Constraint for Neural Machine Translation	Jul 1, 2018	Language ModelingLanguage Modelling	—Unverified	0
SuperNMT: Neural Machine Translation with Semantic Supersenses and Syntactic Supertags	Jul 1, 2018	Machine TranslationNamed Entity Recognition (NER)	—Unverified	0
A Multi-lingual Multi-task Architecture for Low-resource Sequence Labeling	Jul 1, 2018	Abstractive Text SummarizationMachine Translation	CodeCode Available	0
Translating a Language You Don't Know In the Chinese Room	Jul 1, 2018	Domain AdaptationLanguage Modeling	—Unverified	0
Illustrative Language Understanding: Large-Scale Visual Grounding with Image Search	Jul 1, 2018	General ClassificationImage Retrieval	—Unverified	0
Prefix Lexicalization of Synchronous CFGs using Synchronous TAG	Jul 1, 2018	Machine TranslationTAG	—Unverified	0
How Much Attention Do You Need? A Granular Analysis of Neural Machine Translation Architectures	Jul 1, 2018	DecoderMachine Translation	—Unverified	0
Split and Rephrase: Better Evaluation and Stronger Baselines	Jul 1, 2018	Machine TranslationMemorization	CodeCode Available	0
Lost in Translation: Analysis of Information Loss During Machine Translation Between Polysynthetic and Fusional Languages	Jul 1, 2018	Machine TranslationTranslation	—Unverified	0
Neural Machine Translation with Key-Value Memory-Augmented Attention	Jun 29, 2018	DecoderMachine Translation	—Unverified	0
Graph-to-Sequence Learning using Gated Graph Neural Networks	Jun 26, 2018	Graph-to-SequenceMachine Translation	CodeCode Available	1
Neural Machine Translation for Low Resource Languages using Bilingual Lexicon Induced from Comparable Corpora	Jun 25, 2018	ArticlesMachine Translation	—Unverified	0
On Adversarial Examples for Character-Level Neural Machine Translation	Jun 23, 2018	Machine TranslationNMT	CodeCode Available	0
Persistent Hidden States and Nonlinear Transformation for Long Short-Term Memory	Jun 22, 2018	Machine Translationspeech-recognition	—Unverified	0
BFGAN: Backward and Forward Generative Adversarial Networks for Lexically Constrained Sentence Generation	Jun 21, 2018	Image CaptioningMachine Translation	—Unverified	0
The Natural Language Decathlon: Multitask Learning as Question Answering	Jun 20, 2018	DecoderDomain Adaptation	CodeCode Available	1
Learning from Chunk-based Feedback in Neural Machine Translation	Jun 19, 2018	Machine TranslationNMT	—Unverified	0
A Comparison of Transformer and Recurrent Neural Networks on Multilingual Neural Machine Translation	Jun 18, 2018	Machine TranslationNMT	—Unverified	0
Unsupervised Word Segmentation from Speech with Attention	Jun 18, 2018	Acoustic Unit DiscoveryMachine Translation	—Unverified	0
Morphological and Language-Agnostic Word Segmentation for NMT	Jun 14, 2018	GPUMachine Translation	CodeCode Available	0
Extracting Parallel Sentences with Bidirectional Recurrent Neural Networks to Improve Machine Translation	Jun 13, 2018	ArticlesFeature Engineering	CodeCode Available	0
An Evaluation of Neural Machine Translation Models on Historical Spelling Normalization	Jun 13, 2018	Machine TranslationNMT	CodeCode Available	0
Generative Neural Machine Translation	Jun 13, 2018	DecoderMachine Translation	—Unverified	0
Explaining and Generalizing Back-Translation through Wake-Sleep	Jun 12, 2018	Machine TranslationTranslation	—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