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 9226–9250 of 10752 papers

Title	Date	Tasks	Status
Fast and Robust Neural Network Joint Models for Statistical Machine Translation	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
Domain Adaptation for Medical Text Translation using Web Resources	Jun 1, 2014	Domain AdaptationLanguage Modelling	—Unverified
A Unified Framework for Grammar Error Correction	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
Crowdsourcing High-Quality Parallel Data Extraction from Twitter	Jun 1, 2014	Machine TranslationVocal Bursts Intensity Prediction	—Unverified
Hippocratic Abbreviation Expansion	Jun 1, 2014	Information RetrievalMachine Translation	—Unverified
Learning New Semi-Supervised Deep Auto-encoder Features for Statistical Machine Translation	Jun 1, 2014	Information RetrievalMachine Translation	—Unverified
Adaptive Quality Estimation for Machine Translation	Jun 1, 2014	Machine TranslationTranslation	—Unverified
Augmenting String-to-Tree and Tree-to-String Translation with Non-Syntactic Phrases	Jun 1, 2014	Machine TranslationTranslation	—Unverified
New Directions in Vector Space Models of Meaning	Jun 1, 2014	Document ClassificationLanguage Modelling	—Unverified
Faster Phrase-Based Decoding by Refining Feature State	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
Machine Translation of Medical Texts in the Khresmoi Project	Jun 1, 2014	Domain AdaptationImage Retrieval	—Unverified
Learning Polylingual Topic Models from Code-Switched Social Media Documents	Jun 1, 2014	Machine TranslationTopic Models	—Unverified
DCU-Lingo24 Participation in WMT 2014 Hindi-English Translation task	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
Linear Mixture Models for Robust Machine Translation	Jun 1, 2014	Domain AdaptationMachine Translation	—Unverified
A Hybrid Approach to Skeleton-based Translation	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
POSTECH Grammatical Error Correction System in the CoNLL-2014 Shared Task	Jun 1, 2014	Grammatical Error CorrectionLanguage Modelling	—Unverified
Proceedings of the Ninth Workshop on Statistical Machine Translation	Jun 1, 2014	Machine TranslationTranslation	—Unverified
Postech's System Description for Medical Text Translation Task	Jun 1, 2014	Information RetrievalLanguage Modelling	—Unverified
Low-Resource Semantic Role Labeling	Jun 1, 2014	Information RetrievalMachine Translation	—Unverified
Constructing a Turkish-English Parallel TreeBank	Jun 1, 2014	Machine Translation	—Unverified
Experiments in Medical Translation Shared Task at WMT 2014	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
FBK-UPV-UEdin participation in the WMT14 Quality Estimation shared-task	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
Hierarchical MT Training using Max-Violation Perceptron	Jun 1, 2014	Machine TranslationPart-Of-Speech Tagging	—Unverified
Results of the WMT14 Metrics Shared Task	Jun 1, 2014	Machine Translation	—Unverified
A Constrained Viterbi Relaxation for Bidirectional Word Alignment	Jun 1, 2014	Machine TranslationWord Alignment	—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