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 2451–2475 of 10752 papers

Title	Date	Tasks	Status	Hype
Can Multilinguality Benefit Non-autoregressive Machine Translation?	Jan 16, 2022	Machine TranslationTranslation	—Unverified	0
Efficient Machine Translation Domain Adaptation	Jan 16, 2022	Domain AdaptationLanguage Modeling	—Unverified	0
Latent Group Dropout for Multilingual and Multidomain Machine Translation	Jan 16, 2022	Machine TranslationTranslation	—Unverified	0
A Graph Fusion Approach for Cross-Lingual Machine Reading Comprehension	Jan 16, 2022	graph constructionMachine Reading Comprehension	—Unverified	0
Bi-SimCut: A Simple Strategy for Boosting Neural Machine Translation	Jan 16, 2022	Machine TranslationNMT	—Unverified	0
Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport	Jan 16, 2022	Bilingual Lexicon InductionGraph Matching	—Unverified	0
Bidimensional Leaderboards: Generate and Evaluate Language Hand in Hand	Jan 16, 2022	Image CaptioningMachine Translation	—Unverified	0
Faster Nearest Neighbor Machine Translation	Jan 16, 2022	Machine TranslationTranslation	—Unverified	0
Does Summary Evaluation Survive Translation to Other Languages?	Jan 16, 2022	Machine TranslationTranslation	—Unverified	0
When does Parameter-Efficient Transfer Learning Work for Machine Translation?	Jan 16, 2022	Machine TranslationTransfer Learning	—Unverified	0
Better Uncertainty Quantification for Machine Translation Evaluation	Jan 16, 2022	Machine TranslationTranslation	—Unverified	0
Defending against Backdoor Attacks in Natural Language Generation	Jan 16, 2022	Backdoor AttackDialogue Generation	—Unverified	0
Translated Texts Under the Lens: From Machine Translation Detection to Source Language Identification	Jan 16, 2022	Language IdentificationMachine Translation	—Unverified	0
Knowledge Based Template Machine Translation In Low-Resource Setting	Jan 16, 2022	Knowledge GraphsMachine Translation	—Unverified	0
Investigating Math Word Problems using Pretrained Multilingual Language Models	Jan 16, 2022	Machine TranslationMath	—Unverified	0
Semantically Informed Slang Interpretation	Jan 16, 2022	Machine TranslationTranslation	—Unverified	0
On the Effectiveness of Quasi Character-Level Models for Machine Translation	Jan 16, 2022	Low Resource NMTMachine Translation	—Unverified	0
Neighbors Are Not Strangers: Improving Non-Autoregressive Translation under Low-Frequency Lexical Constraints	Jan 16, 2022	Machine TranslationNMT	—Unverified	0
DEEP: DEnoising Entity Pre-training for Neural Machine Translation	Jan 16, 2022	DenoisingMachine Translation	—Unverified	0
Cost-Effective Training in Low-Resource Neural Machine Translation	Jan 14, 2022	Active LearningDomain Adaptation	—Unverified	0
An Ensemble Approach to Acronym Extraction using Transformers	Jan 9, 2022	Information RetrievalLanguage Modeling	CodeCode Available	0
Towards the Next 1000 Languages in Multilingual Machine Translation: Exploring the Synergy Between Supervised and Self-Supervised Learning	Jan 9, 2022	Machine TranslationSelf-Supervised Learning	—Unverified	0
PAEG: Phrase-level Adversarial Example Generation for Neural Machine Translation	Jan 6, 2022	Machine TranslationNMT	—Unverified	0
SMDT: Selective Memory-Augmented Neural Document Translation	Jan 5, 2022	Document Level Machine TranslationDocument Translation	—Unverified	0
A Discriminative Hierarchical PLDA-based Model for Spoken Language Recognition	Jan 4, 2022	Machine Translationspeech-recognition	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