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 8501–8550 of 10752 papers

Title	Date	Tasks	Status	Hype
A Dynamic Programming Algorithm for Computing N-gram Posteriors from Lattices	Sep 1, 2015	Language ModellingMachine Translation	—Unverified	0
Leave-one-out Word Alignment without Garbage Collector Effects	Sep 1, 2015	Machine TranslationWord Alignment	—Unverified	0
Detecting Content-Heavy Sentences: A Cross-Language Case Study	Sep 1, 2015	Machine TranslationText Simplification	—Unverified	0
Learning Semantic Composition to Detect Non-compositionality of Multiword Expressions	Sep 1, 2015	Machine TranslationSemantic Composition	—Unverified	0
Dependency Graph-to-String Translation	Sep 1, 2015	Machine TranslationTranslation	—Unverified	0
An Empirical Comparison Between N-gram and Syntactic Language Models for Word Ordering	Sep 1, 2015	Language ModellingMachine Translation	—Unverified	0
Visual Bilingual Lexicon Induction with Transferred ConvNet Features	Sep 1, 2015	Bilingual Lexicon InductionInformation Retrieval	—Unverified	0
Automatic Diacritics Restoration for Hungarian	Sep 1, 2015	Machine Translation	—Unverified	0
A Discriminative Training Procedure for Continuous Translation Models	Sep 1, 2015	Language ModellingMachine Translation	—Unverified	0
Investigating Continuous Space Language Models for Machine Translation Quality Estimation	Sep 1, 2015	Language ModellingMachine Translation	—Unverified	0
Intra-sentential Zero Anaphora Resolution using Subject Sharing Recognition	Sep 1, 2015	Machine Translation	—Unverified	0
Syntax-based Rewriting for Simultaneous Machine Translation	Sep 1, 2015	Machine TranslationTranslation	—Unverified	0
A Comparison between Count and Neural Network Models Based on Joint Translation and Reordering Sequences	Sep 1, 2015	Language ModellingMachine Translation	—Unverified	0
Improving Statistical Machine Translation with a Multilingual Paraphrase Database	Sep 1, 2015	Language ModellingMachine Translation	—Unverified	0
Improving Semantic Parsing with Enriched Synchronous Context-Free Grammar	Sep 1, 2015	Machine TranslationSemantic Parsing	—Unverified	0
Improving fast\_align by Reordering	Sep 1, 2015	Machine TranslationWord Alignment	—Unverified	0
A Binarized Neural Network Joint Model for Machine Translation	Sep 1, 2015	Language ModellingMachine Translation	—Unverified	0
Improving Arabic Diacritization through Syntactic Analysis	Sep 1, 2015	Machine TranslationMorphological Analysis	—Unverified	0
Improved Arabic Dialect Classification with Social Media Data	Sep 1, 2015	ClassificationGeneral Classification	—Unverified	0
Human Evaluation of Grammatical Error Correction Systems	Sep 1, 2015	Grammatical Error CorrectionMachine Translation	—Unverified	0
How to Avoid Unwanted Pregnancies: Domain Adaptation using Neural Network Models	Sep 1, 2015	Domain AdaptationLanguage Modelling	—Unverified	0
Hierarchical Phrase-based Stream Decoding	Sep 1, 2015	Machine Translation	—Unverified	0
Hierarchical Latent Words Language Models for Robust Modeling to Out-Of Domain Tasks	Sep 1, 2015	Language ModellingMachine Translation	—Unverified	0
Hierarchical Incremental Adaptation for Statistical Machine Translation	Sep 1, 2015	Domain AdaptationMachine Translation	—Unverified	0
Hierarchical Back-off Modeling of Hiero Grammar based on Non-parametric Bayesian Model	Sep 1, 2015	Machine Translation	—Unverified	0
A Coarse-Grained Model for Optimal Coupling of ASR and SMT Systems for Speech Translation	Sep 1, 2015	Language ModellingMachine Translation	—Unverified	0
Consistency-Aware Search for Word Alignment	Sep 1, 2015	Machine TranslationWord Alignment	—Unverified	0
Graph-Based Collective Lexical Selection for Statistical Machine Translation	Sep 1, 2015	Language ModellingMachine Translation	—Unverified	0
Variable-Length Word Encodings for Neural Translation Models	Sep 1, 2015	Machine TranslationTranslation	—Unverified	0
Touch-Based Pre-Post-Editing of Machine Translation Output	Sep 1, 2015	Language ModellingMachine Translation	—Unverified	0
Search-Aware Tuning for Hierarchical Phrase-based Decoding	Sep 1, 2015	Machine TranslationStructured Prediction	—Unverified	0
Generalized Agreement for Bidirectional Word Alignment	Sep 1, 2015	Machine TranslationWord Alignment	—Unverified	0
Rule Selection with Soft Syntactic Features for String-to-Tree Statistical Machine Translation	Sep 1, 2015	Machine TranslationTranslation	—Unverified	0
Compact, Efficient and Unlimited Capacity: Language Modeling with Compressed Suffix Trees	Sep 1, 2015	Language ModelingLanguage Modelling	—Unverified	0
Neural Machine Translation of Rare Words with Subword Units	Aug 31, 2015	Machine TranslationNMT	CodeCode Available	1
Auto-Sizing Neural Networks: With Applications to n-gram Language Models	Aug 20, 2015	DecoderLanguage Modeling	—Unverified	0
Probabilistic Modelling of Morphologically Rich Languages	Aug 18, 2015	Language ModelingLanguage Modelling	—Unverified	0
Effective Approaches to Attention-based Neural Machine Translation	Aug 17, 2015	Image-guided Story Ending GenerationMachine Translation	CodeCode Available	1
Depth-Gated LSTM	Aug 16, 2015	Language ModelingLanguage Modelling	—Unverified	0
Removing Biases from Trainable MT Metrics by Using Self-Training	Aug 10, 2015	Domain AdaptationMachine Translation	—Unverified	0
Adapting Phrase-based Machine Translation to Normalise Medical Terms in Social Media Messages	Aug 10, 2015	Machine TranslationTranslation	—Unverified	0
Feature-based Decipherment for Large Vocabulary Machine Translation	Aug 10, 2015	DeciphermentMachine Translation	—Unverified	0
Improve the Evaluation of Fluency Using Entropy for Machine Translation Evaluation Metrics	Aug 10, 2015	Machine TranslationSentence	—Unverified	0
An Automatic Machine Translation Evaluation Metric Based on Dependency Parsing Model	Aug 9, 2015	Dependency ParsingMachine Translation	—Unverified	0
Zero Alignment of Verb Arguments in a Parallel Treebank	Aug 1, 2015	Information RetrievalMachine Translation	—Unverified	0
Targeted Paraphrasing on Deep Syntactic Layer for MT Evaluation	Aug 1, 2015	Machine Translation	—Unverified	0
Cross-Lingual Dependency Parsing with Universal Dependencies and Predicted PoS Labels	Aug 1, 2015	Dependency ParsingMachine Translation	—Unverified	0
Using Parallel Texts and Lexicons for Verbal Word Sense Disambiguation	Aug 1, 2015	Machine TranslationWord Sense Disambiguation	—Unverified	0
Classifying informative and imaginative prose using complex networks	Jul 28, 2015	Document ClassificationGeneral Classification	—Unverified	0
Classifier-Based Text Simplification for Improved Machine Translation	Jul 12, 2015	Machine TranslationText Simplification	—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