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 2351–2375 of 10752 papers

Title	Date	Tasks	Status	Hype
Understanding and Improving Sequence-to-Sequence Pretraining for Neural Machine Translation	Mar 16, 2022	DecoderMachine Translation	—Unverified	0
Better Quality Estimation for Low Resource Corpus Mining	Mar 15, 2022	Contrastive LearningData Augmentation	—Unverified	0
Improving Word Translation via Two-Stage Contrastive Learning	Mar 15, 2022	Bilingual Lexicon InductionContrastive Learning	CodeCode Available	1
Multilingual Mix: Example Interpolation Improves Multilingual Neural Machine Translation	Mar 15, 2022	DecoderInductive Bias	—Unverified	0
A Bayesian approach to translators' reliability assessment	Mar 14, 2022	Machine TranslationTranslation	—Unverified	0
Low-Rank Softmax Can Have Unargmaxable Classes in Theory but Rarely in Practice	Mar 12, 2022	Machine TranslationTranslation	CodeCode Available	0
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods	Mar 10, 2022	Abstractive Text SummarizationData-to-Text Generation	—Unverified	0
Look Backward and Forward: Self-Knowledge Distillation with Bidirectional Decoder for Neural Machine Translation	Mar 10, 2022	DecoderKnowledge Distillation	—Unverified	0
A new approach to calculating BERTScore for automatic assessment of translation quality	Mar 10, 2022	Machine TranslationSentence	—Unverified	0
IndicNLG Benchmark: Multilingual Datasets for Diverse NLG Tasks in Indic Languages	Mar 10, 2022	ArticlesBenchmarking	—Unverified	0
Unsupervised Alignment of Distributional Word Embeddings	Mar 9, 2022	Bilingual Lexicon InductionMachine Translation	—Unverified	0
Onception: Active Learning with Expert Advice for Real World Machine Translation	Mar 9, 2022	Active LearningMachine Translation	CodeCode Available	0
A Variational Hierarchical Model for Neural Cross-Lingual Summarization	Mar 8, 2022	Machine TranslationTranslation	CodeCode Available	1
Overcoming Catastrophic Forgetting beyond Continual Learning: Balanced Training for Neural Machine Translation	Mar 8, 2022	Continual LearningKnowledge Distillation	CodeCode Available	1
Creating Speech-to-Speech Corpus from Dubbed Series	Mar 7, 2022	Machine Translationspeech-recognition	CodeCode Available	0
Focus on the Target's Vocabulary: Masked Label Smoothing for Machine Translation	Mar 6, 2022	Machine TranslationTranslation	CodeCode Available	1
A Survey of Implicit Discourse Relation Recognition	Mar 6, 2022	Machine TranslationRelation	—Unverified	0
Conditional Bilingual Mutual Information Based Adaptive Training for Neural Machine Translation	Mar 6, 2022	Language ModellingMachine Translation	CodeCode Available	1
From Simultaneous to Streaming Machine Translation by Leveraging Streaming History	Mar 4, 2022	Machine TranslationSentence	—Unverified	0
Continuous Rating as Reliable Human Evaluation of Simultaneous Speech Translation	Mar 4, 2022	Machine TranslationTranslation	—Unverified	0
EAG: Extract and Generate Multi-way Aligned Corpus for Complete Multi-lingual Neural Machine Translation	Mar 4, 2022	DiversityMachine Translation	—Unverified	0
Deep Latent-Variable Models for Text Generation	Mar 3, 2022	DecoderDialogue Generation	—Unverified	0
UDAAN: Machine Learning based Post-Editing tool for Document Translation	Mar 3, 2022	BIG-bench Machine LearningDocument Translation	CodeCode Available	1
As Little as Possible, as Much as Necessary: Detecting Over- and Undertranslations with Contrastive Conditioning	Mar 3, 2022	Machine TranslationTranslation	CodeCode Available	1
MTet: Multi-domain Translation for English-Vietnamese	Mar 2, 2022	Machine TranslationSentence	CodeCode Available	1

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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