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 10701–10750 of 10752 papers

Title	Date	Tasks	Status	Hype
Tree-based Hybrid Machine Translation	Apr 1, 2012	Automatic Post-EditingMachine Translation	—Unverified	0
Two approaches for integrating translation and retrieval in real applications	Apr 1, 2012	Information RetrievalMachine Translation	—Unverified	0
Were the clocks striking or surprising? Using WSD to improve MT performance	Apr 1, 2012	Machine TranslationWord Sense Disambiguation	—Unverified	0
Using Sense-labeled Discourse Connectives for Statistical Machine Translation	Apr 1, 2012	Machine TranslationTranslation	—Unverified	0
Toward Statistical Machine Translation without Parallel Corpora	Apr 1, 2012	Machine TranslationTranslation	—Unverified	0
Syntax-Based Word Ordering Incorporating a Large-Scale Language Model	Apr 1, 2012	Language ModelingLanguage Modelling	—Unverified	0
Towards a model of formal and informal address in English	Apr 1, 2012	Machine Translation	—Unverified	0
Detecting Highly Confident Word Translations from Comparable Corpora without Any Prior Knowledge	Apr 1, 2012	Information RetrievalMachine Translation	—Unverified	0
ONTS: ``Optima'' News Translation System	Apr 1, 2012	Machine TranslationTranslation	—Unverified	0
Does more data always yield better translations?	Apr 1, 2012	Machine Translation	—Unverified	0
Adaptation of Statistical Machine Translation Model for Cross-Lingual Information Retrieval in a Service Context	Apr 1, 2012	Cross-Lingual Information RetrievalInformation Retrieval	—Unverified	0
Learning How to Conjugate the Romanian Verb. Rules for Regular and Partially Irregular Verbs	Apr 1, 2012	Language AcquisitionMachine Translation	—Unverified	0
Adapting Translation Models to Translationese Improves SMT	Apr 1, 2012	Machine TranslationTranslation	—Unverified	0
Inferring Selectional Preferences from Part-Of-Speech N-grams	Apr 1, 2012	Dependency ParsingMachine Translation	—Unverified	0
Probabilistic Hierarchical Clustering of Morphological Paradigms	Apr 1, 2012	ClusteringInformation Retrieval	—Unverified	0
Language Resources Factory: case study on the acquisition of Translation Memories	Apr 1, 2012	Machine TranslationPart-Of-Speech Tagging	—Unverified	0
Hierarchical Bayesian Language Modelling for the Linguistically Informed	Apr 1, 2012	Language ModellingMachine Translation	—Unverified	0
Composing extended top-down tree transducers	Apr 1, 2012	Machine Translation	—Unverified	0
Collaborative Machine Translation Service for Scientific texts	Apr 1, 2012	Machine TranslationTranslation	—Unverified	0
Cross-Lingual Genre Classification	Apr 1, 2012	ClassificationGeneral Classification	—Unverified	0
Modeling Inflection and Word-Formation in SMT	Apr 1, 2012	Machine Translation	—Unverified	0
Character-Based Pivot Translation for Under-Resourced Languages and Domains	Apr 1, 2012	Domain AdaptationMachine Translation	—Unverified	0
A Bayesian Approach to Unsupervised Semantic Role Induction	Apr 1, 2012	Machine TranslationNatural Language Inference	—Unverified	0
Active learning for interactive machine translation	Apr 1, 2012	Active LearningMachine Translation	—Unverified	0
Structural and Topical Dimensions in Multi-Task Patent Translation	Apr 1, 2012	Machine TranslationTranslation	—Unverified	0
Perplexity Minimization for Translation Model Domain Adaptation in Statistical Machine Translation	Apr 1, 2012	Domain AdaptationLanguage Modelling	—Unverified	0
Power-Law Distributions for Paraphrases Extracted from Bilingual Corpora	Apr 1, 2012	Machine Translation	—Unverified	0
Improving Pronoun Translation for Statistical Machine Translation	Apr 1, 2012	Machine TranslationTranslation	—Unverified	0
CLex: A Lexicon for Exploring Color, Concept and Emotion Associations in Language	Apr 1, 2012	Machine TranslationNatural Language Inference	—Unverified	0
Computing Lattice BLEU Oracle Scores for Machine Translation	Apr 1, 2012	Machine TranslationTranslation	—Unverified	0
Improving machine translation of null subjects in Italian and Spanish	Apr 1, 2012	Machine TranslationTranslation	—Unverified	0
Cutting the Long Tail: Hybrid Language Models for Translation Style Adaptation	Apr 1, 2012	Language ModellingMachine Translation	—Unverified	0
Language Models for Machine Translation: Original vs. Translated Texts	Jan 1, 2012	Language ModellingMachine Translation	—Unverified	0
Empirical Methods for the Study of Denotation in Nominalizations in Spanish	Jan 1, 2012	Machine TranslationNatural Language Inference	—Unverified	0
Obituary: Victor H. Yngve	Jan 1, 2012	Machine Translation	—Unverified	0
Book Review: Bitext Alignment by J\"org Tiedemann	Jan 1, 2012	Machine TranslationWord Alignment	—Unverified	0
On the String Translations Produced by Multi Bottom--Up Tree Transducers	Jan 1, 2012	Machine Translation	—Unverified	0
Empirical Risk Minimization for Probabilistic Grammars: Sample Complexity and Hardness of Learning	Jan 1, 2012	Machine TranslationQuestion Answering	—Unverified	0
Semantic Role Labeling of Implicit Arguments for Nominal Predicates	Jan 1, 2012	Machine TranslationQuestion Answering	—Unverified	0
A Scalable Distributed Syntactic, Semantic, and Lexical Language Model	Jan 1, 2012	Language ModelingLanguage Modelling	—Unverified	0
Direct Loss Minimization for Structured Prediction	Dec 1, 2010	Binary ClassificationMachine Translation	—Unverified	0
Cross-Lingual Adaptation using Structural Correspondence Learning	Aug 4, 2010	ClassificationDomain Adaptation	CodeCode Available	1
A Survey of Paraphrasing and Textual Entailment Methods	Dec 18, 2009	ArticlesMachine Translation	—Unverified	0
Learning from Multiple Partially Observed Views - an Application to Multilingual Text Categorization	Dec 1, 2009	Machine TranslationText Categorization	—Unverified	0
Bayesian Synchronous Grammar Induction	Dec 1, 2008	Machine TranslationTranslation	—Unverified	0
Normalized Information Distance	Sep 15, 2008	ClusteringMachine Translation	CodeCode Available	0
HM-BiTAM: Bilingual Topic Exploration, Word Alignment, and Translation	Dec 1, 2007	Machine TranslationSentence	—Unverified	0
Europarl: A Parallel Corpus for Statistical Machine Translation	Sep 13, 2005	Machine TranslationTranslation	—Unverified	0
Machine Translation Of Bi-Lingual Hindi-English (Hinglish) text. 10th Machine Translation summit (MT Summit X),	May 10, 2005	Machine TranslationSentence	—Unverified	0
Statistical Phrase-Based Translation	May 27, 2003	Machine TranslationTranslation	—Unverified	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