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 1326–1350 of 10752 papers

Title	Date	Tasks	Status
A Framework for the Construction of Monolingual and Cross-lingual Word Similarity Datasets	Jul 1, 2015	Information RetrievalMachine Translation	—Unverified
An Exploration of Post-Editing Effectiveness in Text Summarization	Jun 13, 2022	Machine TranslationText Generation	—Unverified
A Framework for the Classification and Annotation of Multiword Expressions in Dialectal Arabic	Oct 1, 2014	Entity Extraction using GANGeneral Classification	—Unverified
A Corpus of Machine Translation Errors Extracted from Translation Students Exercises	May 1, 2014	Machine TranslationTranslation	—Unverified
Between Reading Time and Information Structure	Nov 1, 2017	Document SummarizationMachine Translation	—Unverified
An Exploration of Placeholding in Neural Machine Translation	Aug 1, 2019	Machine TranslationTranslation	—Unverified
An Exploration of Neural Sequence-to-Sequence Architectures for Automatic Post-Editing	Jun 13, 2017	Automatic Post-EditingHard Attention	—Unverified
A Framework for Learning Morphology using Suffix Association Matrix	Aug 1, 2014	Machine Translation	—Unverified
An Exploration of Discourse-Based Sentence Spaces for Compositional Distributional Semantics	Sep 1, 2015	Machine TranslationNatural Language Inference	—Unverified
An Exploration of Data Augmentation Techniques for Improving English to Tigrinya Translation	Mar 31, 2021	Data AugmentationMachine Translation	—Unverified
A Framework for Hierarchical Multilingual Machine Translation	May 12, 2020	Machine TranslationTransfer Learning	—Unverified
A corpus of German political speeches from the 21st century	May 1, 2018	Keyword ExtractionMachine Translation	—Unverified
A Framework for Discriminative Rule Selection in Hierarchical Moses	Aug 1, 2016	Machine Translation	—Unverified
An Explainable Adversarial Robustness Metric for Deep Learning Neural Networks	Jun 5, 2018	Adversarial AttackAdversarial Robustness	—Unverified
A Corpus Level MIRA Tuning Strategy for Machine Translation	Oct 1, 2013	Machine TranslationTranslation	—Unverified
An Experiment on Speech-to-Text Translation Systems for Manipuri to English on Low Resource Setting	Dec 1, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
An experimental analysis of Noise-Contrastive Estimation: the noise distribution matters	Apr 1, 2017	Language ModelingLanguage Modelling	—Unverified
A Framework for Compiling High Quality Knowledge Resources From Raw Corpora	May 1, 2014	Dependency ParsingMachine Translation	—Unverified
A Case Study of Machine Translation in Financial Sentiment Analysis	Sep 1, 2017	Machine TranslationSentiment Analysis	—Unverified
A3-108 Machine Translation System for LoResMT 2019	Aug 1, 2019	Machine TranslationTranslation	—Unverified
Beyond BLEU:Training Neural Machine Translation with Semantic Similarity	Jul 1, 2019	DiversityMachine Translation	—Unverified
A Formalized Reference Grammar for UNL-Based Machine Translation between English and Arabic	Dec 1, 2012	Machine TranslationTranslation	—Unverified
A New Syntactic Metric for Evaluation of Machine Translation	Aug 1, 2013	Machine TranslationTranslation	—Unverified
A case study of German into English by machine translation: to evaluate Moses using Moses for Mere Mortals	Nov 1, 2016	Machine Translation	—Unverified
A New Semantic Lexicon and Similarity Measure in Bangla	Dec 1, 2012	Information RetrievalMachine 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	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