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 5051–5075 of 10752 papers

Title	Date	Tasks	Status	Hype
MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance	Sep 5, 2019	Data-to-Text GenerationImage Captioning	CodeCode Available	0
FlowSeq: Non-Autoregressive Conditional Sequence Generation with Generative Flow	Sep 5, 2019	Machine TranslationNMT	CodeCode Available	1
Accelerating Transformer Decoding via a Hybrid of Self-attention and Recurrent Neural Network	Sep 5, 2019	DecoderKnowledge Distillation	—Unverified	0
Multi-Granularity Self-Attention for Neural Machine Translation	Sep 5, 2019	Machine TranslationNMT	—Unverified	0
Investigating Multilingual NMT Representations at Scale	Sep 5, 2019	Cross-Lingual TransferMachine Translation	—Unverified	0
Source Dependency-Aware Transformer with Supervised Self-Attention	Sep 5, 2019	Machine TranslationTranslation	—Unverified	0
Problems with automating translation of movie/TV show subtitles	Sep 4, 2019	Machine TranslationTranslation	—Unverified	0
Jointly Learning to Align and Translate with Transformer Models	Sep 4, 2019	Machine TranslationTranslation	—Unverified	0
Towards Better Modeling Hierarchical Structure for Self-Attention with Ordered Neurons	Sep 4, 2019	Inductive BiasMachine Translation	—Unverified	0
SAO WMT19 Test Suite: Machine Translation of Audit Reports	Sep 4, 2019	Machine TranslationTranslation	CodeCode Available	0
The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives	Sep 3, 2019	Language ModelingLanguage Modelling	—Unverified	0
Multi-agent Learning for Neural Machine Translation	Sep 3, 2019	Machine TranslationNMT	—Unverified	0
Context-Aware Monolingual Repair for Neural Machine Translation	Sep 3, 2019	Automatic Post-EditingMachine Translation	CodeCode Available	1
Improving Context-aware Neural Machine Translation with Target-side Context	Sep 2, 2019	DecoderMachine Translation	—Unverified	0
Hybrid Data-Model Parallel Training for Sequence-to-Sequence Recurrent Neural Network Machine Translation	Sep 2, 2019	DecoderGPU	—Unverified	0
Statistical Machine Translation between Myanmar (Burmese) and Dawei (Tavoyan)	Sep 1, 2019	Machine TranslationTranslation	—Unverified	0
The OPUS Resource Repository: An Open Package for Creating Parallel Corpora and Machine Translation Services	Sep 1, 2019	Machine TranslationTranslation	—Unverified	0
Comparison between NMT and PBSMT Performance for Translating Noisy User-Generated Content	Sep 1, 2019	Machine TranslationNMT	—Unverified	0
Taking MT Evaluation Metrics to Extremes: Beyond Correlation with Human Judgments	Sep 1, 2019	Machine TranslationTranslation	—Unverified	0
Combining PBSMT and NMT Back-translated Data for Efficient NMT	Sep 1, 2019	Machine TranslationNMT	—Unverified	0
Are ambiguous conjunctions problematic for machine translation?	Sep 1, 2019	Machine TranslationTranslation	—Unverified	0
Exploring Adequacy Errors in Neural Machine Translation with the Help of Cross-Language Aligned Word Embeddings	Sep 1, 2019	de-enMachine Translation	—Unverified	0
Optimising the Machine Translation Post-editing Workflow	Sep 1, 2019	Machine TranslationTranslation	—Unverified	0
Enhancing Phrase-Based Statistical Machine Translation by Learning Phrase Representations Using Long Short-Term Memory Network	Sep 1, 2019	DecoderLanguage Modeling	—Unverified	0
The Punster's Amanuensis: The Proper Place of Humans and Machines in the Translation of Wordplay	Sep 1, 2019	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	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