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 4676–4700 of 10752 papers

Title	Date	Tasks	Status
Learnings from Technological Interventions in a Low Resource Language: A Case-Study on Gondi	Apr 21, 2020	Machine TranslationSpeech-to-Text	—Unverified
Learning Simplifications for Specific Target Audiences	Jul 1, 2018	Lexical SimplificationMachine Translation	—Unverified
Learning Source Phrase Representations for Neural Machine Translation	Jun 25, 2020	Machine TranslationNMT	—Unverified
Learning Structured Predictors from Bandit Feedback for Interactive NLP	Aug 1, 2016	Machine TranslationStochastic Optimization	—Unverified
Learning synchronous context-free grammars with multiple specialised non-terminals for hierarchical phrase-based translation	Apr 3, 2020	ClusteringMachine Translation	—Unverified
Learning Tag Embeddings and Tag-specific Composition Functions in Recursive Neural Network	Jul 1, 2015	Machine TranslationSentiment Analysis	—Unverified
Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network	Nov 1, 2016	ClusteringLearning Word Embeddings	—Unverified
Learning the Impact of Machine Translation Evaluation Metrics for Semantic Textual Similarity	Sep 1, 2015	Machine TranslationParaphrase Identification	—Unverified
Learning The Sequential Temporal Information with Recurrent Neural Networks	Jul 8, 2018	Image CaptioningLanguage Modeling	—Unverified
Learning the Taxonomy of Function Words for Parsing	Aug 1, 2014	Information RetrievalMachine Translation	—Unverified
Learning to Actively Learn Neural Machine Translation	Oct 1, 2018	Active LearningImitation Learning	—Unverified
Learning to Adapt Credible Knowledge in Cross-lingual Sentiment Analysis	Jul 1, 2015	Machine TranslationSentiment Analysis	—Unverified
Learning to Capitalize with Character-Level Recurrent Neural Networks: An Empirical Study	Nov 1, 2016	Language ModelingLanguage Modelling	—Unverified
Learning to Combine Instructions in LLVM Compiler	Feb 22, 2022	Compiler OptimizationMachine Translation	—Unverified
Learning to Control the Specificity in Neural Response Generation	Jul 1, 2018	Machine TranslationResponse Generation	—Unverified
Learning to Decode for Future Success	Jan 23, 2017	Abstractive Text SummarizationDecision Making	—Unverified
Learning to Detect Unacceptable Machine Translations for Downstream Tasks	May 8, 2020	Machine TranslationTranslation	—Unverified
Learning to Differentiate Better from Worse Translations	Oct 1, 2014	Learning-To-RankMachine Translation	—Unverified
Learning to Discriminate Noises for Incorporating External Information in Neural Machine Translation	Oct 24, 2018	Machine TranslationNMT	—Unverified
Learning to Evaluate Translation Beyond English: BLEURT Submissions to the WMT Metrics 2020 Shared Task	Oct 8, 2020	Machine TranslationTransfer Learning	—Unverified
Learning to Find Translations and Transliterations on the Web	Jul 1, 2012	Information RetrievalMachine Translation	—Unverified
Learning to Find Translations and Transliterations on the Web based on Conditional Random Fields	Mar 1, 2013	Information RetrievalMachine Translation	—Unverified
Learning to Generate Word- and Phrase-Embeddings for Efficient Phrase-Based Neural Machine Translation	Nov 1, 2019	DecoderMachine Translation	—Unverified
Learning to Interpret and Describe Abstract Scenes	May 1, 2015	AttributeImage Retrieval	—Unverified
Learning to Jointly Translate and Predict Dropped Pronouns with a Shared Reconstruction Mechanism	Oct 15, 2018	DecoderMachine 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	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