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 9151–9175 of 10752 papers

Title	Date	Tasks	Status
Comparing and combining tagging with different decoding algorithms for back-translation in NMT: learnings from a low resource scenario	Jun 1, 2022	Machine TranslationNMT	—Unverified
Comparing BERT-based Reward Functions for Deep Reinforcement Learning in Machine Translation	Oct 1, 2022	Deep Reinforcement LearningMachine Translation	—Unverified
Comparing Classifier use in Chinese and Japanese	Nov 1, 2012	Machine Translation	—Unverified
Comparing CRF and template-matching in phrasing tasks within a Hybrid MT system	Apr 1, 2014	Language ModellingMachine Translation	—Unverified
Comparing Different Criteria for Vietnamese Word Segmentation	Dec 1, 2012	Machine TranslationText Classification	—Unverified
Comparing Formulaic Language in Human and Machine Translation: Insight from a Parliamentary Corpus	Jun 22, 2022	ArticlesMachine Translation	—Unverified
Comparing human perceptions of post-editing effort with post-editing operations	Jun 1, 2012	Machine Translation	—Unverified
Comparing Machine Translation and Human Translation: A Case Study	Sep 1, 2017	DescriptiveMachine Translation	—Unverified
Comparing MT Approaches for Text Normalization	Sep 1, 2019	Data AugmentationLanguage Modeling	—Unverified
Comparing Multilingual Comparable Articles Based On Opinions	Aug 1, 2013	ArticlesMachine Translation	—Unverified
Comparing Multilingual NMT Models and Pivoting	Jun 1, 2022	Machine TranslationNMT	—Unverified
Comparing Pipelined and Integrated Approaches to Dialectal Arabic Neural Machine Translation	Jun 1, 2019	Dialect IdentificationMachine Translation	—Unverified
Comparing Recurrent and Convolutional Architectures for English-Hindi Neural Machine Translation	Nov 1, 2017	DecoderImage Captioning	—Unverified
Comparing Representations of Semantic Roles for String-To-Tree Decoding	Oct 1, 2014	Language ModellingMachine Translation	—Unverified
Comparing Rule-based and SMT-based Spelling Normalisation for English Historical Texts	May 1, 2017	Machine Translation	—Unverified
Comparing the Quality of Focused Crawlers and of the Translation Resources Obtained from them	May 1, 2014	Machine TranslationTranslation	—Unverified
Comparing Translator Acceptability of TM and SMT Outputs	Jan 1, 2016	Machine Translation	—Unverified
Comparing two acquisition systems for automatically building an English---Croatian parallel corpus from multilingual websites	May 1, 2014	Information RetrievalMachine Translation	—Unverified
Comparing Unsupervised Word Translation Methods Step by Step	Dec 1, 2019	Machine TranslationTransfer Learning	—Unverified
Comparison and Adaptation of Automatic Evaluation Metrics for Quality Assessment of Re-Speaking	Jan 12, 2016	Machine TranslationNER	—Unverified
Comparison between NMT and PBSMT Performance for Translating Noisy User-Generated Content	Sep 1, 2019	Machine TranslationNMT	—Unverified
Comparison of Coreference Resolvers for Deep Syntax Translation	Sep 1, 2015	Coreference ResolutionMachine Translation	—Unverified
Comparison of Deep Learning and the Classical Machine Learning Algorithm for the Malware Detection	Sep 16, 2018	BIG-bench Machine LearningDeep Learning	—Unverified
Comparison of Grapheme-to-Phoneme Conversion Methods on a Myanmar Pronunciation Dictionary	Dec 1, 2016	Active LearningAutomatic Speech Recognition	—Unverified
Comparison of scheduling methods for the learning rate of neural network language models (Mod\`eles de langue neuronaux: une comparaison de plusieurs strat\'egies d'apprentissage) [in French]	Jul 1, 2014	Machine TranslationScheduling	—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