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 9751–9775 of 10752 papers

Title	Date	Tasks	Status
Toward Universal Dependencies for Shipibo-Konibo	Nov 1, 2018	Dependency ParsingMachine Translation	—Unverified
Toward verbalizing ontologies in isiZulu	Jun 7, 2014	Machine TranslationSentence	—Unverified
Toxicity in Multilingual Machine Translation at Scale	Oct 6, 2022	HallucinationMachine Translation	—Unverified
Toxic Subword Pruning for Dialogue Response Generation on Large Language Models	Oct 5, 2024	Language ModellingMachine Translation	—Unverified
The Multilingual Microblog Translation Corpus: Improving and Evaluating Translation of User-Generated Text	Jun 1, 2022	Machine TranslationNMT	—Unverified
TQ-AutoTest -- An Automated Test Suite for (Machine) Translation Quality	May 1, 2018	Machine TranslationTranslation	—Unverified
TQDL: Integrated Models for Cross-Language Document Retrieval	Dec 1, 2012	Information RetrievalMachine Translation	—Unverified
Traditional Machine Learning and Deep Learning Models for Argumentation Mining in Russian Texts	Jun 28, 2021	BIG-bench Machine LearningMachine Translation	—Unverified
Traduction automatique \`a partir de corpus comparables: extraction de phrases parall\`eles \`a partir de donn\'ees comparables multimodales (Automatic Translation from Comparable corpora : extracting parallel sentences from multimodal comparable corpora) [in French]	Jun 1, 2012	Information RetrievalMachine Translation	—Unverified
Traduction automatique du japonais vers le fran Bilan et perspectives (Machine Translation from Japanese to French - Review and Prospects)	May 1, 2018	Machine Translation	—Unverified
Traffic transformer: Capturing the continuity and periodicity of time series for traffic forecasting	Jun 11, 2020	Machine TranslationTime Series	—Unverified
Zero-Resource Neural Machine Translation with Monolingual Pivot Data	Nov 1, 2019	Machine TranslationNMT	—Unverified
Train Big, Then Compress: Rethinking Model Size for Efficient Training and Inference of Transformers	Jan 1, 2020	Machine TranslationQuantization	—Unverified
Training a Bilingual Language Model by Mapping Tokens onto a Shared Character Space	Feb 25, 2024	Language ModelingLanguage Modelling	—Unverified
The IMAGACT4ALL Ontology of Animated Images: Implications for Theoretical and Machine Translation of Action Verbs from English-Indian Languages	Dec 1, 2016	Machine TranslationTranslation	—Unverified
Training and Inference Methods for High-Coverage Neural Machine Translation	Jul 1, 2020	DiversityMachine Translation	—Unverified
Training and Meta-Evaluating Machine Translation Evaluation Metrics at the Paragraph Level	Aug 25, 2023	Machine TranslationSentence	—Unverified
With or without post-editing processes? Evidence for a gap in machine translation evaluation	Aug 1, 2019	Machine TranslationTranslation	—Unverified
Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data	Nov 16, 2021	Language ModelingLanguage Modelling	—Unverified
The MLLP-UPV Supervised Machine Translation Systems for WMT19 News Translation Task	Aug 1, 2019	Domain AdaptationMachine Translation	—Unverified
With or without you? Effects of using machine translation to write flash fiction in the foreign language	Nov 1, 2020	Machine TranslationTranslation	—Unverified
Training Deep Networks with Stochastic Gradient Normalized by Layerwise Adaptive Second Moments	Jan 1, 2020	General Classificationimage-classification	—Unverified
The MLLP-UPV Spanish-Portuguese and Portuguese-Spanish Machine Translation Systems for WMT19 Similar Language Translation Task	Aug 1, 2019	Domain AdaptationMachine Translation	—Unverified
Training Flexible Depth Model by Multi-Task Learning for Neural Machine Translation	Oct 16, 2020	Machine TranslationMulti-Task Learning	—Unverified
Without Further Ado: Direct and Simultaneous Speech Translation by AppTek in 2021	Aug 1, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—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	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