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 9301–9325 of 10752 papers

Title	Date	Tasks	Status	Hype
Exponential Reservoir Sampling for Streaming Language Models	Jun 1, 2014	Language ModellingMachine Translation	—Unverified	0
Decoder Integration and Expected BLEU Training for Recurrent Neural Network Language Models	Jun 1, 2014	DecoderLanguage Modelling	—Unverified	0
Automatic Detection of Multilingual Dictionaries on the Web	Jun 1, 2014	Information RetrievalMachine Translation	—Unverified	0
Dependency-based Pre-ordering for Chinese-English Machine Translation	Jun 1, 2014	Dependency ParsingMachine Translation	—Unverified	0
Anchors Regularized: Adding Robustness and Extensibility to Scalable Topic-Modeling Algorithms	Jun 1, 2014	Domain AdaptationMachine Translation	—Unverified	0
Empirical Study of Unsupervised Chinese Word Segmentation Methods for SMT on Large-scale Corpora	Jun 1, 2014	Chinese Word SegmentationMachine Translation	—Unverified	0
EM Decipherment for Large Vocabularies	Jun 1, 2014	DeciphermentMachine Translation	—Unverified	0
Bayesian Kernel Methods for Natural Language Processing	Jun 1, 2014	Feature EngineeringMachine Translation	—Unverified	0
A Hybrid Approach to Skeleton-based Translation	Jun 1, 2014	Language ModellingMachine Translation	—Unverified	0
Simple extensions and POS Tags for a reparameterised IBM Model 2	Jun 1, 2014	Machine TranslationPOS	—Unverified	0
New Directions in Vector Space Models of Meaning	Jun 1, 2014	Document ClassificationLanguage Modelling	—Unverified	0
Punctuation Processing for Projective Dependency Parsing	Jun 1, 2014	Dependency ParsingMachine Translation	—Unverified	0
New Word Detection for Sentiment Analysis	Jun 1, 2014	Chinese Word SegmentationEntity Extraction using GAN	—Unverified	0
Hybrid Simplification using Deep Semantics and Machine Translation	Jun 1, 2014	Machine TranslationText Simplification	—Unverified	0
Sentence Level Dialect Identification for Machine Translation System Selection	Jun 1, 2014	Dialect IdentificationMachine Translation	—Unverified	0
Lattice Desegmentation for Statistical Machine Translation	Jun 1, 2014	Language ModellingMachine Translation	—Unverified	0
A Rule-Augmented Statistical Phrase-based Translation System	Jun 1, 2014	Machine TranslationTranslation	—Unverified	0
A Survey of Arabic Named Entity Recognition and Classification	Jun 1, 2014	ClassificationGeneral Classification	—Unverified	0
Book Reviews: Semi-Supervised Learning and Domain Adaptation in Natural Language Processing by Anders S	Jun 1, 2014	Domain AdaptationMachine Translation	—Unverified	0
Phrase Dependency Machine Translation with Quasi-Synchronous Tree-to-Tree Features	Jun 1, 2014	Dependency ParsingMachine Translation	—Unverified	0
Machine Translation Model based on Non-parallel Corpus and Semi-supervised Transductive Learning	May 22, 2014	Machine TranslationTransductive Learning	—Unverified	0
Fighting Authorship Linkability with Crowdsourcing	May 19, 2014	Machine TranslationTranslation	—Unverified	0
Compositional Morphology for Word Representations and Language Modelling	May 16, 2014	DecoderLanguage Modeling	CodeCode Available	1
Developing Corpus-based Translation Methods between Informal and Formal Mathematics: Project Description	May 14, 2014	Machine TranslationTranslation	—Unverified	0
Coordinate System Selection for Minimum Error Rate Training in Statistical Machine Translation	May 10, 2014	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	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