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 8051–8075 of 10752 papers

Title	Date	Tasks	Status
An efficiency dependency parser using hybrid approach for tamil language	Mar 21, 2014	Machine TranslationSentence	—Unverified
An Efficient and Effective Online Sentence Segmenter for Simultaneous Interpretation	Dec 1, 2016	Automatic Speech Recognition (ASR)Machine Translation	—Unverified
An efficient and user-friendly tool for machine translation quality estimation	May 1, 2014	Machine TranslationTranslation	—Unverified
An Efficient Annotation for Phrasal Verbs using Dependency Information	Oct 1, 2015	Information RetrievalMachine Translation	—Unverified
An Efficient Approach for Machine Translation on Low-resource Languages: A Case Study in Vietnamese-Chinese	Jan 31, 2025	Language ModelingLanguage Modelling	—Unverified
An Efficient Cross-lingual Model for Sentence Classification Using Convolutional Neural Network	Aug 1, 2016	General ClassificationMachine Translation	—Unverified
An Efficient Database Design for IndoWordNet Development Using Hybrid Approach	Dec 1, 2012	Information RetrievalMachine Translation	—Unverified
An efficient language independent toolkit for complete morphological disambiguation	May 1, 2014	Language ModellingLemmatization	—Unverified
An Efficient Language Model Using Double-Array Structures	Oct 1, 2013	Language ModelingLanguage Modelling	—Unverified
An Efficient Technique for De-Noising Sentences using Monolingual Corpus and Synonym Dictionary	Dec 1, 2012	Machine Translation	—Unverified
An Efficient Transformer Decoder with Compressed Sub-layers	Jan 3, 2021	DecoderMachine Translation	—Unverified
An Empirical Accuracy Law for Sequential Machine Translation: the Case of Google Translate	Mar 5, 2020	Machine TranslationTranslation	—Unverified
An Empirical Analysis of NMT-Derived Interlingual Embeddings and their Use in Parallel Sentence Identification	Apr 18, 2017	Machine TranslationNMT	—Unverified
An empirical analysis of phrase-based and neural machine translation	Mar 4, 2021	Machine TranslationTranslation	—Unverified
An Empirical Assessment of Contemporary Online Media in Ad-Hoc Corpus Creation for Social Events	Oct 1, 2013	Information RetrievalMachine Translation	—Unverified
An Empirical Comparison Between N-gram and Syntactic Language Models for Word Ordering	Sep 1, 2015	Language ModellingMachine Translation	—Unverified
An Empirical Comparison of Domain Adaptation Methods for Neural Machine Translation	Jul 1, 2017	Domain AdaptationMachine Translation	—Unverified
An Empirical Comparison of Features and Tuning for Phrase-based Machine Translation	Jun 1, 2014	Domain AdaptationMachine Translation	—Unverified
An Empirical Comparison of Simple Domain Adaptation Methods for Neural Machine Translation	Jan 12, 2017	Domain AdaptationMachine Translation	—Unverified
An Empirical Evaluation of Noise Contrastive Estimation for the Neural Network Joint Model of Translation	Jun 1, 2016	Domain AdaptationLanguage Modeling	—Unverified
An Empirical Evaluation of Stop Word Removal in Statistical Machine Translation	Apr 1, 2012	Information RetrievalMachine Translation	—Unverified
An Empirical Exploration of Curriculum Learning for Neural Machine Translation	Nov 2, 2018	Machine TranslationTranslation	—Unverified
An Empirical Investigation into Learning Bug-Fixing Patches in the Wild via Neural Machine Translation	Sep 7, 2018	Bug fixingDecoder	—Unverified
An Empirical Investigation into the Use of Image Captioning for Automated Software Documentation	Jan 3, 2023	Image CaptioningMachine Translation	—Unverified
An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search	Apr 15, 2019	CCG SupertaggingMachine 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	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