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 3751–3775 of 10752 papers

Title	Date	Tasks	Status	Hype
Filtering Back-Translated Data in Unsupervised Neural Machine Translation	Dec 1, 2020	Domain AdaptationMachine Translation	—Unverified	0
Understanding the effects of word-level linguistic annotations in under-resourced neural machine translation	Dec 1, 2020	Machine TranslationTAG	—Unverified	0
Supervised Visual Attention for Multimodal Neural Machine Translation	Dec 1, 2020	Machine TranslationSentence	—Unverified	0
Lost in Back-Translation: Emotion Preservation in Neural Machine Translation	Dec 1, 2020	DiversityMachine Translation	—Unverified	0
SpanAlign: Sentence Alignment Method based on Cross-Language Span Prediction and ILP	Dec 1, 2020	Machine TranslationSentence	CodeCode Available	1
The Two Shades of Dubbing in Neural Machine Translation	Dec 1, 2020	Machine TranslationTranslation	—Unverified	0
A Multilingual Reading Comprehension System for more than 100 Languages	Dec 1, 2020	Machine Reading ComprehensionMachine Translation	—Unverified	0
Integrating Domain Terminology into Neural Machine Translation	Dec 1, 2020	Machine TranslationTranslation	—Unverified	0
ContraCAT: Contrastive Coreference Analytical Templates for Machine Translation	Dec 1, 2020	Machine TranslationNMT	—Unverified	0
Rethinking Skip Connection with Layer Normalization	Dec 1, 2020	image-classificationImage Classification	—Unverified	0
Using Bilingual Patents for Translation Training	Dec 1, 2020	Machine TranslationTranslation	—Unverified	0
The SADID Evaluation Datasets for Low-Resource Spoken Language Machine Translation of Arabic Dialects	Dec 1, 2020	Machine TranslationTranslation	—Unverified	0
Unifying Input and Output Smoothing in Neural Machine Translation	Dec 1, 2020	Data AugmentationLanguage Modeling	—Unverified	0
Generating Equation by Utilizing Operators : GEO model	Dec 1, 2020	DecoderMachine Translation	—Unverified	0
Heterogeneous Recycle Generation for Chinese Grammatical Error Correction	Dec 1, 2020	Data AugmentationGrammatical Error Correction	—Unverified	0
Train Once, and Decode As You Like	Dec 1, 2020	Machine TranslationTranslation	—Unverified	0
Meet Changes with Constancy: Learning Invariance in Multi-Source Translation	Dec 1, 2020	Machine TranslationNMT	—Unverified	0
Formality Style Transfer with Shared Latent Space	Dec 1, 2020	Formality Style TransferMachine Translation	CodeCode Available	0
Context-Aware Text Normalisation for Historical Dialects	Dec 1, 2020	Language ModelingLanguage Modelling	—Unverified	0
Multilingual Neural Machine Translation	Dec 1, 2020	Machine TranslationNMT	—Unverified	0
Self-Supervised Learning for Pairwise Data Refinement	Dec 1, 2020	Machine TranslationSelf-Supervised Learning	—Unverified	0
Predicting and Using Target Length in Neural Machine Translation	Dec 1, 2020	DecoderMachine Translation	—Unverified	0
Towards a Better Understanding of Label Smoothing in Neural Machine Translation	Dec 1, 2020	Machine TranslationTranslation	—Unverified	0
English-to-Chinese Transliteration with Phonetic Auxiliary Task	Dec 1, 2020	Machine TranslationMulti-Task Learning	—Unverified	0
An Exploratory Study on Multilingual Quality Estimation	Dec 1, 2020	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	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