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 2026–2050 of 10752 papers

Title	Date	Tasks	Status
Revisiting Machine Translation for Cross-lingual Classification	May 23, 2023	ClassificationCross-Lingual Transfer	—Unverified
Target-Agnostic Gender-Aware Contrastive Learning for Mitigating Bias in Multilingual Machine Translation	May 23, 2023	Contrastive LearningMachine Translation	CodeCode Available
One-stop Training of Multiple Capacity Models	May 23, 2023	Knowledge DistillationMachine Translation	—Unverified
CombLM: Adapting Black-Box Language Models through Small Fine-Tuned Models	May 23, 2023	Machine Translation	—Unverified
Improving Isochronous Machine Translation with Target Factors and Auxiliary Counters	May 22, 2023	DecoderMachine Translation	—Unverified
Neural Machine Translation for Code Generation	May 22, 2023	Code CompletionCode Generation	—Unverified
GATology for Linguistics: What Syntactic Dependencies It Knows	May 22, 2023	Graph AttentionGraph Neural Network	—Unverified
Learning Optimal Policy for Simultaneous Machine Translation via Binary Search	May 22, 2023	Machine TranslationSentence	CodeCode Available
Decomposed Prompting for Machine Translation Between Related Languages using Large Language Models	May 22, 2023	Machine TranslationTranslation	CodeCode Available
Nearest Neighbor Machine Translation is Meta-Optimizer on Output Projection Layer	May 22, 2023	Domain AdaptationMachine Translation	CodeCode Available
Extrapolating Multilingual Understanding Models as Multilingual Generators	May 22, 2023	DenoisingLanguage Modeling	—Unverified
Non-Autoregressive Document-Level Machine Translation	May 22, 2023	Document Level Machine TranslationMachine Translation	CodeCode Available
Mitigating Data Imbalance and Representation Degeneration in Multilingual Machine Translation	May 22, 2023	Contrastive LearningMachine Translation	CodeCode Available
Syntactic Knowledge via Graph Attention with BERT in Machine Translation	May 22, 2023	Graph AttentionMachine Translation	—Unverified
Machine Translation by Projecting Text into the Same Phonetic-Orthographic Space Using a Common Encoding	May 21, 2023	Machine TranslationNMT	—Unverified
Is Translation Helpful? An Empirical Analysis of Cross-Lingual Transfer in Low-Resource Dialog Generation	May 21, 2023	Cross-Lingual TransferMachine Translation	—Unverified
VAKTA-SETU: A Speech-to-Speech Machine Translation Service in Select Indic Languages	May 21, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
AlignAtt: Using Attention-based Audio-Translation Alignments as a Guide for Simultaneous Speech Translation	May 19, 2023	Machine TranslationTranslation	CodeCode Available
Cross-Lingual Supervision improves Large Language Models Pre-training	May 19, 2023	In-Context LearningLanguage Modeling	—Unverified
ReSeTOX: Re-learning attention weights for toxicity mitigation in machine translation	May 19, 2023	Machine TranslationNMT	CodeCode Available
The Inside Story: Towards Better Understanding of Machine Translation Neural Evaluation Metrics	May 19, 2023	Decision MakingMachine Translation	—Unverified
Viewing Knowledge Transfer in Multilingual Machine Translation Through a Representational Lens	May 19, 2023	Machine TranslationTransfer Learning	—Unverified
Pseudo-Label Training and Model Inertia in Neural Machine Translation	May 19, 2023	Knowledge DistillationMachine Translation	—Unverified
Deep Learning Methods for Extracting Metaphorical Names of Flowers and Plants	May 18, 2023	Machine TranslationTranslation	—Unverified
On the Off-Target Problem of Zero-Shot Multilingual Neural Machine Translation	May 18, 2023	DecoderMachine Translation	CodeCode Available

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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