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 9176–9200 of 10752 papers

Title	Date	Tasks	Status
Automatic Detection of Cognates Using Orthographic Alignment	Jun 1, 2014	Information RetrievalLanguage Acquisition	—Unverified
The AMU System in the CoNLL-2014 Shared Task: Grammatical Error Correction by Data-Intensive and Feature-Rich Statistical Machine Translation	Jun 1, 2014	Grammatical Error CorrectionLanguage Modelling	—Unverified
Large-scale Exact Decoding: The IMS-TTT submission to WMT14	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
On the Elements of an Accurate Tree-to-String Machine Translation System	Jun 1, 2014	Machine TranslationTranslation	—Unverified
Meteor Universal: Language Specific Translation Evaluation for Any Target Language	Jun 1, 2014	Machine TranslationTranslation	—Unverified
Punctuation Processing for Projective Dependency Parsing	Jun 1, 2014	Dependency ParsingMachine Translation	—Unverified
Enhancing Grammatical Cohesion: Generating Transitional Expressions for SMT	Jun 1, 2014	Machine Translation	—Unverified
Metaphor Detection with Cross-Lingual Model Transfer	Jun 1, 2014	Decision MakingMachine Translation	CodeCode Available
Hallucinating Phrase Translations for Low Resource MT	Jun 1, 2014	Machine Translation	—Unverified
A Recursive Recurrent Neural Network for Statistical Machine Translation	Jun 1, 2014	ChunkingLanguage Modelling	—Unverified
Hybrid Simplification using Deep Semantics and Machine Translation	Jun 1, 2014	Machine TranslationText Simplification	—Unverified
Adaptive HTER Estimation for Document-Specific MT Post-Editing	Jun 1, 2014	Machine Translation	—Unverified
IPA and STOUT: Leveraging Linguistic and Source-based Features for Machine Translation Evaluation	Jun 1, 2014	Machine TranslationTranslation	—Unverified
Decoder Integration and Expected BLEU Training for Recurrent Neural Network Language Models	Jun 1, 2014	DecoderLanguage Modelling	—Unverified
The DCU-ICTCAS MT system at WMT 2014 on German-English Translation Task	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
Lattice Desegmentation for Statistical Machine Translation	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
Are Two Heads Better than One? Crowdsourced Translation via a Two-Step Collaboration of Non-Professional Translators and Editors	Jun 1, 2014	Machine TranslationVocal Bursts Valence Prediction	—Unverified
Simple extensions and POS Tags for a reparameterised IBM Model 2	Jun 1, 2014	Machine TranslationPOS	—Unverified
CimS -- The CIS and IMS joint submission to WMT 2014 translating from English into German	Jun 1, 2014	Machine TranslationWord Alignment	—Unverified
LAYERED: Metric for Machine Translation Evaluation	Jun 1, 2014	Machine TranslationTranslation	—Unverified
An Empirical Comparison of Features and Tuning for Phrase-based Machine Translation	Jun 1, 2014	Domain AdaptationMachine Translation	—Unverified
A joint inference of deep case analysis and zero subject generation for Japanese-to-English statistical machine translation	Jun 1, 2014	Machine TranslationTranslation	—Unverified
A Rule-Augmented Statistical Phrase-based Translation System	Jun 1, 2014	Machine TranslationTranslation	—Unverified
Estimating Word Alignment Quality for SMT Reordering Tasks	Jun 1, 2014	Machine TranslationPart-Of-Speech Tagging	—Unverified
Graph-based Semi-Supervised Learning of Translation Models from Monolingual Data	Jun 1, 2014	Machine TranslationTranslation	—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