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 8301–8325 of 10752 papers

Title	Date	Tasks	Status
Enhancing Root Extractors Using Light Stemmers	Oct 1, 2015	Machine TranslationPart-Of-Speech Tagging	—Unverified
English to Chinese Translation: How Chinese Character Matters	Oct 1, 2015	Language ModellingMachine Translation	—Unverified
Well-Formed Dependency to String translation with BTG Grammar	Oct 1, 2015	Machine TranslationTranslation	—Unverified
Acquiring distributed representations for verb-object pairs by using word2vec	Oct 1, 2015	Language ModellingMachine Translation	—Unverified
An Improved Hierarchical Word Sequence Language Model Using Directional Information	Oct 1, 2015	Language ModelingLanguage Modelling	—Unverified
Measuring Popularity of Machine-Generated Sentences Using Term Count, Document Frequency, and Dependency Language Model	Oct 1, 2015	Language ModelingLanguage Modelling	—Unverified
Machine Translation Experiments on PADIC: A Parallel Arabic DIalect Corpus	Oct 1, 2015	Language ModellingMachine Translation	—Unverified
Semi-automatic Filtering of Translation Errors in Triangle Corpus	Oct 1, 2015	Machine TranslationTranslation	—Unverified
Translation of Unseen Bigrams by Analogy Using an SVM Classifier	Oct 1, 2015	Machine TranslationTranslation	—Unverified
Large-scale Dictionary Construction via Pivot-based Statistical Machine Translation with Significance Pruning and Neural Network Features	Oct 1, 2015	Language ModellingMachine Translation	—Unverified
An Efficient Annotation for Phrasal Verbs using Dependency Information	Oct 1, 2015	Information RetrievalMachine Translation	—Unverified
Improving the Performance of an Example-Based Machine Translation System Using a Domain-specific Bilingual Lexicon	Oct 1, 2015	Domain AdaptationMachine Translation	—Unverified
Cross-language Projection of Dependency Trees for Tree-to-tree Machine Translation	Oct 1, 2015	Machine TranslationTranslation	—Unverified
Identifying Prepositional Phrases in Chinese Patent Texts with Rule-based and CRF Methods	Oct 1, 2015	Machine Translation	—Unverified
High-order Graph-based Neural Dependency Parsing	Oct 1, 2015	Dependency ParsingMachine Translation	CodeCode Available
Construction of Semantic Collocation Bank Based on Semantic Dependency Parsing	Oct 1, 2015	Dependency ParsingInformation Retrieval	—Unverified
Self Syntactico-Semantic Enrichment of LMF Normalized Dictionaries	Oct 1, 2015	Machine Translation	—Unverified
A Machine Learning Method to Distinguish Machine Translation from Human Translation	Oct 1, 2015	BIG-bench Machine LearningLanguage Modelling	—Unverified
Computing Semantic Text Similarity Using Rich Features	Oct 1, 2015	Machine TranslationQuestion Answering	—Unverified
System Combination of RBMT plus SPE and Preordering plus SMT	Oct 1, 2015	Language ModellingMachine Translation	—Unverified
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering forWAT 2015	Oct 1, 2015	Chinese Word SegmentationDependency Parsing	—Unverified
Overview of the 2nd Workshop on Asian Translation	Oct 1, 2015	Machine TranslationTranslation	—Unverified
Evaluating Neural Machine Translation in English-Japanese Task	Oct 1, 2015	Machine TranslationTranslation	—Unverified
NICT at WAT 2015	Oct 1, 2015	Machine Translation	—Unverified
NAVER Machine Translation System for WAT 2015	Oct 1, 2015	Language ModellingMachine 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