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 5001–5025 of 10752 papers

Title	Date	Tasks	Status	Hype
Multichannel Generative Language Models	Sep 25, 2019	Machine Translation	—Unverified	0
Distilled embedding: non-linear embedding factorization using knowledge distillation	Sep 25, 2019	Knowledge DistillationMachine Translation	—Unverified	0
Self-Induced Curriculum Learning in Neural Machine Translation	Sep 25, 2019	DenoisingMachine Translation	—Unverified	0
Molecular Graph Enhanced Transformer for Retrosynthesis Prediction	Sep 25, 2019	Graph Neural NetworkMachine Translation	—Unverified	0
Improved Training Techniques for Online Neural Machine Translation	Sep 25, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Context Based Machine Translation With Recurrent Neural Network For English-Amharic Translation	Sep 25, 2019	Machine TranslationNMT	—Unverified	0
AdaScale SGD: A Scale-Invariant Algorithm for Distributed Training	Sep 25, 2019	image-classificationImage Classification	—Unverified	0
Linguistic Embeddings as a Common-Sense Knowledge Repository: Challenges and Opportunities	Sep 25, 2019	Common Sense ReasoningMachine Translation	—Unverified	0
Putting Machine Translation in Context with the Noisy Channel Model	Sep 25, 2019	Document TranslationLanguage Modeling	—Unverified	0
Sparse Transformer: Concentrated Attention Through Explicit Selection	Sep 25, 2019	Image CaptioningLanguage Modeling	—Unverified	0
PNAT: Non-autoregressive Transformer by Position Learning	Sep 25, 2019	Machine TranslationParaphrase Generation	—Unverified	0
Breaking the Data Barrier: Towards Robust Speech Translation via Adversarial Stability Training	Sep 25, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Question Answering is a Format; When is it Useful?	Sep 25, 2019	Machine TranslationQuestion Answering	—Unverified	0
Reducing Transformer Depth on Demand with Structured Dropout	Sep 25, 2019	Language ModelingLanguage Modelling	CodeCode Available	1
In Conclusion Not Repetition: Comprehensive Abstractive Summarization With Diversified Attention Based On Determinantal Point Processes	Sep 24, 2019	Abstractive Text SummarizationDiversity	CodeCode Available	0
Efficiently Reusing Old Models Across Languages via Transfer Learning	Sep 24, 2019	Machine TranslationNMT	—Unverified	0
Cross-Lingual Natural Language Generation via Pre-Training	Sep 23, 2019	Abstractive Text SummarizationCross-Lingual Transfer	CodeCode Available	1
Data Ordering Patterns for Neural Machine Translation: An Empirical Study	Sep 23, 2019	Machine TranslationTranslation	—Unverified	0
Towards Interpreting Recurrent Neural Networks through Probabilistic Abstraction	Sep 22, 2019	Machine TranslationObject Recognition	CodeCode Available	0
Inducing Constituency Trees through Neural Machine Translation	Sep 22, 2019	Language ModelingLanguage Modelling	—Unverified	0
Self-attention based end-to-end Hindi-English Neural Machine Translation	Sep 21, 2019	DecoderMachine Translation	—Unverified	0
Pivot-based Transfer Learning for Neural Machine Translation between Non-English Languages	Sep 20, 2019	DecoderMachine Translation	—Unverified	0
Creative GANs for generating poems, lyrics, and metaphors	Sep 20, 2019	Generative Adversarial NetworkLanguage Modeling	CodeCode Available	0
Improved Variational Neural Machine Translation by Promoting Mutual Information	Sep 19, 2019	Conditional Text GenerationDecoder	—Unverified	0
Simple, Scalable Adaptation for Neural Machine Translation	Sep 18, 2019	Domain AdaptationMachine Translation	—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