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 7176–7200 of 10752 papers

Title	Date	Tasks	Status
EuroSense: Automatic Harvesting of Multilingual Sense Annotations from Parallel Text	Jul 1, 2017	Entity LinkingMachine Translation	—Unverified
Building a Non-Trivial Paraphrase Corpus Using Multiple Machine Translation Systems	Jul 1, 2017	Information RetrievalMachine Translation	CodeCode Available
End-to-End Non-Factoid Question Answering with an Interactive Visualization of Neural Attention Weights	Jul 1, 2017	Answer SelectionMachine Translation	—Unverified
Efficient Extraction of Pseudo-Parallel Sentences from Raw Monolingual Data Using Word Embeddings	Jul 1, 2017	Domain AdaptationInformation Retrieval	—Unverified
A Generative Attentional Neural Network Model for Dialogue Act Classification	Jul 1, 2017	ClassificationDialogue Act Classification	—Unverified
Bilingual Word Embeddings with Bucketed CNN for Parallel Sentence Extraction	Jul 1, 2017	Information RetrievalMachine Translation	—Unverified
Modeling Situations in Neural Chat Bots	Jul 1, 2017	Machine TranslationTask-Oriented Dialogue Systems	—Unverified
Beyond Words: Deep Learning for Multiword Expressions and Collocations	Jul 1, 2017	Deep LearningInformation Retrieval	—Unverified
Discourse Annotation of Non-native Spontaneous Spoken Responses Using the Rhetorical Structure Theory Framework	Jul 1, 2017	Machine TranslationText Generation	—Unverified
UCCAApp: Web-application for Syntactic and Semantic Phrase-based Annotation	Jul 1, 2017	Machine Translation	—Unverified
An Empirical Comparison of Domain Adaptation Methods for Neural Machine Translation	Jul 1, 2017	Domain AdaptationMachine Translation	—Unverified
Improving Implicit Discourse Relation Recognition with Discourse-specific Word Embeddings	Jul 1, 2017	General ClassificationMachine Translation	—Unverified
Speeding Up Neural Machine Translation Decoding by Shrinking Run-time Vocabulary	Jul 1, 2017	GPUMachine Translation	—Unverified
Sentence Alignment Methods for Improving Text Simplification Systems	Jul 1, 2017	Lexical SimplificationMachine Translation	—Unverified
Chunk-based Decoder for Neural Machine Translation	Jul 1, 2017	DecoderMachine Translation	—Unverified
Exploring Neural Text Simplification Models	Jul 1, 2017	Lexical SimplificationMachine Translation	CodeCode Available
A Progressive Learning Approach to Chinese SRL Using Heterogeneous Data	Jul 1, 2017	Chinese Semantic Role LabelingMachine Translation	—Unverified
CANE: Context-Aware Network Embedding for Relation Modeling	Jul 1, 2017	Community DetectionLink Prediction	CodeCode Available
Evaluating Compound Splitters Extrinsically with Textual Entailment	Jul 1, 2017	Information RetrievalMachine Translation	—Unverified
Neural Architectures for Multilingual Semantic Parsing	Jul 1, 2017	DecoderMachine Translation	—Unverified
Learning bilingual word embeddings with (almost) no bilingual data	Jul 1, 2017	Document ClassificationEntity Linking	—Unverified
Learning attention for historical text normalization by learning to pronounce	Jul 1, 2017	DecoderMachine Translation	—Unverified
Visualizing and Understanding Neural Machine Translation	Jul 1, 2017	DecoderMachine Translation	—Unverified
Abstractive Document Summarization with a Graph-Based Attentional Neural Model	Jul 1, 2017	Abstractive Text SummarizationDocument Summarization	—Unverified
Sequence-to-Dependency Neural Machine Translation	Jul 1, 2017	Machine TranslationNMT	—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