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

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Showing 8526–8550 of 10752 papers

Title	Date	Tasks	Status
Variable-Length Word Encodings for Neural Translation Models	Sep 1, 2015	Machine TranslationTranslation	—Unverified
Translation Model Adaptation Using Genre-Revealing Text Features	Sep 1, 2015	Domain AdaptationMachine Translation	—Unverified
Visual Bilingual Lexicon Induction with Transferred ConvNet Features	Sep 1, 2015	Bilingual Lexicon InductionInformation Retrieval	—Unverified
Why Predicting Post-Edition is so Hard? Failure Analysis of LIMSI Submission to the APE Shared Task	Sep 1, 2015	Automatic Post-EditingMachine Translation	—Unverified
What's in an Embedding? Analyzing Word Embeddings through Multilingual Evaluation	Sep 1, 2015	Machine TranslationMorphological Analysis	—Unverified
Unsupervised learning of agglutinated morphology using nested Pitman-Yor process based morpheme induction algorithm	Sep 1, 2015	Information RetrievalMachine Translation	—Unverified
USAAR-SAPE: An English--Spanish Statistical Automatic Post-Editing System	Sep 1, 2015	Automatic Post-EditingMachine Translation	—Unverified
USHEF and USAAR-USHEF participation in the WMT15 QE shared task	Sep 1, 2015	Machine Translation	—Unverified
UGENT-LT3 SCATE System for Machine Translation Quality Estimation	Sep 1, 2015	Machine TranslationTranslation	—Unverified
The KIT-LIMSI Translation System for WMT 2015	Sep 1, 2015	Machine TranslationTranslation	—Unverified
UdS-Sant: English--German Hybrid Machine Translation System	Sep 1, 2015	Entity Extraction using GANMachine Translation	—Unverified
The RWTH Aachen German-English Machine Translation System for WMT 2015	Sep 1, 2015	Language ModellingMachine Translation	—Unverified
WikiTrans: Swedish-Danish Machine Translation in a Constraint Grammar Framework	Sep 1, 2015	Machine TranslationTranslation	—Unverified
UAlacant word-level machine translation quality estimation system at WMT 2015	Sep 1, 2015	Machine TranslationTranslation	—Unverified
The Karlsruhe Institute of Technology Translation Systems for the WMT 2015	Sep 1, 2015	Language ModellingMachine Translation	—Unverified
Translating from Original to Simplified Sentences using Moses: When does it Actually Work?	Sep 1, 2015	Machine TranslationText Simplification	—Unverified
Touch-Based Pre-Post-Editing of Machine Translation Output	Sep 1, 2015	Language ModellingMachine Translation	—Unverified
Auto-Sizing Neural Networks: With Applications to n-gram Language Models	Aug 20, 2015	DecoderLanguage Modeling	—Unverified
Probabilistic Modelling of Morphologically Rich Languages	Aug 18, 2015	Language ModelingLanguage Modelling	—Unverified
Depth-Gated LSTM	Aug 16, 2015	Language ModelingLanguage Modelling	—Unverified
Adapting Phrase-based Machine Translation to Normalise Medical Terms in Social Media Messages	Aug 10, 2015	Machine TranslationTranslation	—Unverified
Removing Biases from Trainable MT Metrics by Using Self-Training	Aug 10, 2015	Domain AdaptationMachine Translation	—Unverified
Feature-based Decipherment for Large Vocabulary Machine Translation	Aug 10, 2015	DeciphermentMachine Translation	—Unverified
Improve the Evaluation of Fluency Using Entropy for Machine Translation Evaluation Metrics	Aug 10, 2015	Machine TranslationSentence	—Unverified
An Automatic Machine Translation Evaluation Metric Based on Dependency Parsing Model	Aug 9, 2015	Dependency ParsingMachine Translation	—Unverified

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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