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 5801–5825 of 10752 papers

Title	Date	Tasks	Status	Hype
Improving Neural Text Simplification Model with Simplified Corpora	Oct 10, 2018	DecoderLexical Simplification	—Unverified	0
Towards Two-Dimensional Sequence to Sequence Model in Neural Machine Translation	Oct 9, 2018	Machine TranslationNMT	CodeCode Available	0
Image Captioning as Neural Machine Translation Task in SOCKEYE	Oct 9, 2018	DecoderImage Captioning	—Unverified	0
Assessing Crosslingual Discourse Relations in Machine Translation	Oct 7, 2018	Machine TranslationTranslation	CodeCode Available	0
Integrating Weakly Supervised Word Sense Disambiguation into Neural Machine Translation	Oct 5, 2018	ClusteringMachine Translation	CodeCode Available	0
A Large-Scale Test Set for the Evaluation of Context-Aware Pronoun Translation in Neural Machine Translation	Oct 4, 2018	Machine TranslationSentence	CodeCode Available	0
AutoLoss: Learning Discrete Schedules for Alternate Optimization	Oct 4, 2018	Image GenerationMachine Translation	CodeCode Available	0
Learning to Segment Inputs for NMT Favors Character-Level Processing	Oct 2, 2018	Machine TranslationNavigate	—Unverified	0
Adapting Multilingual NMT to Extremely Low Resource Languages FBK’s Participation in the Basque-English Low-Resource MT Task, IWSLT 2018	Oct 1, 2018	Machine TranslationNMT	—Unverified	0
Neural Speech Translation at AppTek	Oct 1, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
The IWSLT 2018 Evaluation Campaign	Oct 1, 2018	Machine TranslationTranslation	—Unverified	0
Machine Translation Human Evaluation: an investigation of evaluation based on Post-Editing and its relation with Direct Assessment	Oct 1, 2018	Machine Translation	—Unverified	0
Using Spoken Word Posterior Features in Neural Machine Translation	Oct 1, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
The AFRL IWSLT 2018 Systems: What Worked, What Didn’t	Oct 1, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
KIT’s IWSLT 2018 SLT Translation System	Oct 1, 2018	Machine TranslationTranslation	—Unverified	0
Word Rewarding for Adequate Neural Machine Translation	Oct 1, 2018	DecoderMachine Translation	—Unverified	0
Prompsit’s Submission to the IWSLT 2018 Low Resource Machine Translation Task	Oct 1, 2018	Machine TranslationTranslation	—Unverified	0
The Sogou-TIIC Speech Translation System for IWSLT 2018	Oct 1, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Analyzing Knowledge Distillation in Neural Machine Translation	Oct 1, 2018	Knowledge DistillationMachine Translation	—Unverified	0
Multi-paraphrase Augmentation to Leverage Neural Caption Translation	Oct 1, 2018	Machine TranslationNMT	—Unverified	0
A Machine Translation Approach for Modernizing Historical Documents Using Backtranslation	Oct 1, 2018	Machine TranslationTranslation	—Unverified	0
Smart vs. Solid Solutions in Computational Linguistics---Machine Translation or Information Retrieval	Oct 1, 2018	Information RetrievalMachine Translation	—Unverified	0
Prompsit's submission to WMT 2018 Parallel Corpus Filtering shared task	Oct 1, 2018	Active LearningLanguage Modeling	CodeCode Available	1
The RWTH Aachen University Filtering System for the WMT 2018 Parallel Corpus Filtering Task	Oct 1, 2018	Machine TranslationSentence	—Unverified	0
Neural Machine Translation of Logographic Language Using Sub-character Level Information	Oct 1, 2018	DecoderMachine Translation	—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