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 5601–5625 of 10752 papers

Title	Date	Tasks	Status	Hype
Synchronous Bidirectional Inference for Neural Sequence Generation	Feb 24, 2019	Abstractive Text SummarizationMachine Translation	CodeCode Available	0
The ARIEL-CMU Systems for LoReHLT18	Feb 24, 2019	Machine TranslationTranslation	—Unverified	0
Augmenting Neural Machine Translation with Knowledge Graphs	Feb 23, 2019	Knowledge GraphsMachine Translation	CodeCode Available	0
Non-Autoregressive Machine Translation with Auxiliary Regularization	Feb 22, 2019	DecoderMachine Translation	—Unverified	0
Development of a classifiers/quantifiers dictionary towards French-Japanese MT	Feb 21, 2019	Machine TranslationTranslation	—Unverified	0
Latent Translation: Crossing Modalities by Bridging Generative Models	Feb 21, 2019	Machine TranslationTranslation	—Unverified	0
Mixture Models for Diverse Machine Translation: Tricks of the Trade	Feb 20, 2019	Machine TranslationText Generation	—Unverified	0
Semantic Neural Machine Translation using AMR	Feb 19, 2019	Abstract Meaning RepresentationMachine Translation	CodeCode Available	0
Dynamic Layer Aggregation for Neural Machine Translation with Routing-by-Agreement	Feb 15, 2019	Machine TranslationTranslation	—Unverified	0
Language Models are Unsupervised Multitask Learners	Feb 14, 2019	Common Sense ReasoningCoreference Resolution	CodeCode Available	1
Neural Machine Translation for Cebuano to Tagalog with Subword Unit Translation	Feb 10, 2019	DiversityMachine Translation	—Unverified	0
Multilingual Neural Machine Translation With Soft Decoupled Encoding	Feb 9, 2019	Machine TranslationNMT	CodeCode Available	0
Insertion Transformer: Flexible Sequence Generation via Insertion Operations	Feb 8, 2019	Machine TranslationTranslation	—Unverified	0
Extending a model for ontology-based Arabic-English machine translation	Feb 6, 2019	ArticlesMachine Translation	—Unverified	0
Training on Synthetic Noise Improves Robustness to Natural Noise in Machine Translation	Feb 5, 2019	Machine TranslationTranslation	—Unverified	0
Unsupervised Clinical Language Translation	Feb 4, 2019	Clinical Language TranslationMachine Translation	CodeCode Available	0
An Effective Approach to Unsupervised Machine Translation	Feb 4, 2019	Machine TranslationNMT	CodeCode Available	0
Insertion-based Decoding with automatically Inferred Generation Order	Feb 4, 2019	Code GenerationMachine Translation	—Unverified	0
The FLoRes Evaluation Datasets for Low-Resource Machine Translation: Nepali-English and Sinhala-English	Feb 4, 2019	Machine TranslationTranslation	CodeCode Available	1
An end-to-end Generative Retrieval Method for Sponsored Search Engine --Decoding Efficiently into a Closed Target Domain	Feb 2, 2019	CPUDecoder	—Unverified	0
Learning Efficient Lexically-Constrained Neural Machine Translation with External Memory	Jan 31, 2019	Machine TranslationNMT	—Unverified	0
Adding Interpretable Attention to Neural Translation Models Improves Word Alignment	Jan 31, 2019	Machine TranslationTranslation	CodeCode Available	0
Tensorized Embedding Layers for Efficient Model Compression	Jan 30, 2019	Language ModellingMachine Translation	CodeCode Available	0
Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference	Jan 30, 2019	image-classificationImage Classification	—Unverified	0
The Evolved Transformer	Jan 30, 2019	Machine TranslationNeural Architecture Search	CodeCode Available	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