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 5526–5550 of 10752 papers

Title	Date	Tasks	Status	Hype
Machine Translation With Weakly Paired Bilingual Documents	May 1, 2019	Machine TranslationSentence	—Unverified	0
Hint-based Training for Non-Autoregressive Translation	May 1, 2019	de-enMachine Translation	—Unverified	0
Towards a better understanding of Vector Quantized Autoencoders	May 1, 2019	Knowledge DistillationMachine Translation	—Unverified	0
Minimum Divergence vs. Maximum Margin: an Empirical Comparison on Seq2Seq Models	May 1, 2019	Machine TranslationSentence	—Unverified	0
Graph Convolutional Network with Sequential Attention For Goal-Oriented Dialogue Systems	May 1, 2019	Document DatingGoal-Oriented Dialogue Systems	—Unverified	0
Curvature: A signature for Action Recognition in Video Sequences	Apr 30, 2019	Action RecognitionFew-Shot Learning	—Unverified	0
Neural Machine Translation with Recurrent Highway Networks	Apr 28, 2019	DecoderLanguage Modelling	—Unverified	0
Transformers with convolutional context for ASR	Apr 26, 2019	Image ClassificationMachine Translation	CodeCode Available	1
Knowing When to Stop: Evaluation and Verification of Conformity to Output-size Specifications	Apr 26, 2019	Image CaptioningMachine Translation	—Unverified	0
Assessing the Tolerance of Neural Machine Translation Systems Against Speech Recognition Errors	Apr 24, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Plug-in, Trainable Gate for Streamlining Arbitrary Neural Networks	Apr 24, 2019	Efficient Neural Networkimage-classification	—Unverified	0
Low-Memory Neural Network Training: A Technical Report	Apr 24, 2019	image-classificationImage Classification	—Unverified	0
TextKD-GAN: Text Generation using KnowledgeDistillation and Generative Adversarial Networks	Apr 23, 2019	Image GenerationKnowledge Distillation	CodeCode Available	0
Compositional generalization in a deep seq2seq model by separating syntax and semantics	Apr 22, 2019	Deep LearningMachine Translation	CodeCode Available	0
Dynamic Past and Future for Neural Machine Translation	Apr 21, 2019	Machine TranslationNMT	CodeCode Available	0
BERTScore: Evaluating Text Generation with BERT	Apr 21, 2019	Image CaptioningMachine Translation	CodeCode Available	1
Mask-Predict: Parallel Decoding of Conditional Masked Language Models	Apr 19, 2019	Language ModelingLanguage Modelling	CodeCode Available	1
An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search	Apr 15, 2019	CCG SupertaggingMachine Translation	—Unverified	0
Attention-Passing Models for Robust and Data-Efficient End-to-End Speech Translation	Apr 15, 2019	Machine Translationspeech-recognition	—Unverified	0
Membership Inference Attacks on Sequence-to-Sequence Models: Is My Data In Your Machine Translation System?	Apr 11, 2019	Machine TranslationTranslation	CodeCode Available	0
Cross-lingual Visual Verb Sense Disambiguation	Apr 10, 2019	Machine TranslationTranslation	CodeCode Available	0
Corpora Generation for Grammatical Error Correction	Apr 10, 2019	Grammatical Error CorrectionMachine Translation	—Unverified	0
APE at Scale and its Implications on MT Evaluation Biases	Apr 9, 2019	Automatic Post-EditingMachine Translation	—Unverified	0
Bilingual-GAN: A Step Towards Parallel Text Generation	Apr 9, 2019	DecoderDenoising	—Unverified	0
Data Selection with Cluster-Based Language Difference Models and Cynical Selection	Apr 9, 2019	Machine TranslationPOS	—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