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 4901–4925 of 10752 papers

Title	Date	Tasks	Status	Hype
Improving Neural Machine Translation Robustness via Data Augmentation: Beyond Back-Translation	Nov 1, 2019	Data AugmentationDiversity	CodeCode Available	0
Learning to Generate Word- and Phrase-Embeddings for Efficient Phrase-Based Neural Machine Translation	Nov 1, 2019	DecoderMachine Translation	—Unverified	0
Monash University's Submissions to the WNGT 2019 Document Translation Task	Nov 1, 2019	de-enDocument Translation	—Unverified	0
Y'all should read this! Identifying Plurality in Second-Person Personal Pronouns in English Texts	Nov 1, 2019	coreference-resolutionCoreference Resolution	—Unverified	0
Controlling Japanese Honorifics in English-to-Japanese Neural Machine Translation	Nov 1, 2019	Machine TranslationNMT	—Unverified	0
Context-aware Neural Machine Translation with Coreference Information	Nov 1, 2019	Machine TranslationSentence	—Unverified	0
Context-Aware Neural Machine Translation Decoding	Nov 1, 2019	Language ModelingLanguage Modelling	—Unverified	0
A Margin-based Loss with Synthetic Negative Samples for Continuous-output Machine Translation	Nov 1, 2019	Machine TranslationTranslation	—Unverified	0
Proceedings of the Fourth Workshop on Discourse in Machine Translation (DiscoMT 2019)	Nov 1, 2019	Machine TranslationTranslation	—Unverified	0
NLPRL at WAT2019: Transformer-based Tamil -- English Indic Task Neural Machine Translation System	Nov 1, 2019	Machine TranslationTranslation	—Unverified	0
UCSYNLP-Lab Machine Translation Systems for WAT 2019	Nov 1, 2019	Machine TranslationNMT	—Unverified	0
Phonetic Normalization for Machine Translation of User Generated Content	Nov 1, 2019	Language ModelingLanguage Modelling	—Unverified	0
Adaptively Scheduled Multitask Learning: The Case of Low-Resource Neural Machine Translation	Nov 1, 2019	Low Resource Neural Machine TranslationLow-Resource Neural Machine Translation	—Unverified	0
Compact and Robust Models for Japanese-English Character-level Machine Translation	Nov 1, 2019	Machine TranslationTranslation	—Unverified	0
Machine Translation of Restaurant Reviews: New Corpus for Domain Adaptation and Robustness	Oct 31, 2019	Domain AdaptationMachine Translation	—Unverified	0
Document-level Neural Machine Translation with Associated Memory Network	Oct 31, 2019	Machine TranslationNMT	—Unverified	0
Naver Labs Europe's Systems for the Document-Level Generation and Translation Task at WNGT 2019	Oct 31, 2019	DescriptiveMachine Translation	—Unverified	0
Scrambled Translation Problem: A Problem of Denoising UNMT	Oct 30, 2019	DenoisingMachine Translation	—Unverified	0
Fill in the Blanks: Imputing Missing Sentences for Larger-Context Neural Machine Translation	Oct 30, 2019	Document Level Machine TranslationLanguage Modeling	—Unverified	0
Adapting Multilingual Neural Machine Translation to Unseen Languages	Oct 30, 2019	Data AugmentationMachine Translation	CodeCode Available	0
A Latent Morphology Model for Open-Vocabulary Neural Machine Translation	Oct 30, 2019	Machine TranslationMorphological Inflection	CodeCode Available	0
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension	Oct 29, 2019	Abstractive Text SummarizationDecoder	CodeCode Available	1
An Empirical Study of Generation Order for Machine Translation	Oct 29, 2019	Machine TranslationTranslation	—Unverified	0
Findings of the Third Workshop on Neural Generation and Translation	Oct 29, 2019	Machine TranslationNMT	—Unverified	0
BPE-Dropout: Simple and Effective Subword Regularization	Oct 29, 2019	Machine TranslationSegmentation	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	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