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 8826–8850 of 10752 papers

Title	Date	Tasks	Status
Bag-of-Words Forced Decoding for Cross-Lingual Information Retrieval	May 1, 2015	Cross-Lingual Information RetrievalInformation Retrieval	—Unverified
Data-driven sentence generation with non-isomorphic trees	May 1, 2015	Abstractive Text SummarizationExtractive Summarization	—Unverified
Inflection Generation as Discriminative String Transduction	May 1, 2015	LEMMAMachine Translation	—Unverified
Cost Optimization in Crowdsourcing Translation: Low cost translations made even cheaper	May 1, 2015	Machine TranslationSentence	—Unverified
A Transition-based Algorithm for AMR Parsing	May 1, 2015	Abstract Meaning RepresentationAMR Parsing	CodeCode Available
Continuous Adaptation to User Feedback for Statistical Machine Translation	May 1, 2015	Domain AdaptationMachine Translation	—Unverified
Context-Dependent Automatic Response Generation Using Statistical Machine Translation Techniques	May 1, 2015	Information RetrievalMachine Translation	—Unverified
Spinning Straw into Gold: Using Free Text to Train Monolingual Alignment Models for Non-factoid Question Answering	May 1, 2015	Discourse ParsingInformation Retrieval	—Unverified
The Geometry of Statistical Machine Translation	May 1, 2015	Machine TranslationSentence	—Unverified
Using Syntax-Based Machine Translation to Parse English into Abstract Meaning Representation	Apr 24, 2015	Abstract Meaning RepresentationLanguage Modeling	—Unverified
Bengali to Assamese Statistical Machine Translation using Moses (Corpus Based)	Apr 6, 2015	DecoderLanguage Modeling	—Unverified
From a Distance: Using Cross-lingual Word Alignments for Noun Compound Bracketing	Apr 1, 2015	Machine Translation	—Unverified
Alignment of Eye Movements and Spoken Language for Semantic Image Understanding	Apr 1, 2015	Decision MakingMachine Translation	—Unverified
Layers of Interpretation: On Grammar and Compositionality	Apr 1, 2015	Machine TranslationSemantic Parsing	—Unverified
Automatic Noun Compound Interpretation using Deep Neural Networks and Word Embeddings	Apr 1, 2015	Information RetrievalMachine Translation	—Unverified
Crowdsourced Word Sense Annotations and Difficult Words and Examples	Apr 1, 2015	Document ClassificationMachine Translation	—Unverified
Hierarchical Statistical Semantic Realization for Minimal Recursion Semantics	Apr 1, 2015	Language ModellingMachine Translation	—Unverified
Towards Using Machine Translation Techniques to Induce Multilingual Lexica of Discourse Markers	Mar 31, 2015	Machine TranslationSentence	—Unverified
Yara Parser: A Fast and Accurate Dependency Parser	Mar 23, 2015	ARCDependency Parsing	CodeCode Available
Phrase database Approach to structural and semantic disambiguation in English-Korean Machine Translation	Mar 19, 2015	Machine TranslationTranslation	—Unverified
genCNN: A Convolutional Architecture for Word Sequence Prediction	Mar 17, 2015	Language ModelingLanguage Modelling	—Unverified
Long Short-Term Memory Over Tree Structures	Mar 16, 2015	Machine TranslationNatural Language Understanding	—Unverified
On Using Monolingual Corpora in Neural Machine Translation	Mar 11, 2015	de-enMachine Translation	—Unverified
Syntax-based Deep Matching of Short Texts	Mar 9, 2015	Machine TranslationQuestion Answering	—Unverified
Context-Dependent Translation Selection Using Convolutional Neural Network	Mar 9, 2015	Machine TranslationSemantic Similarity	—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