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 5026–5050 of 10752 papers

Title	Date	Tasks	Status	Hype
Simple, Scalable Adaptation for Neural Machine Translation	Sep 18, 2019	Domain AdaptationMachine Translation	—Unverified	0
Memory-Augmented Neural Networks for Machine Translation	Sep 18, 2019	DecoderMachine Translation	CodeCode Available	0
Pointer-based Fusion of Bilingual Lexicons into Neural Machine Translation	Sep 17, 2019	DecoderLanguage Modeling	CodeCode Available	0
Ludwig: a type-based declarative deep learning toolbox	Sep 17, 2019	DecoderDeep Learning	CodeCode Available	3
Multilingual Neural Machine Translation for Zero-Resource Languages	Sep 16, 2019	Machine TranslationNMT	CodeCode Available	0
A simple discriminative training method for machine translation with large-scale features	Sep 15, 2019	Machine TranslationTranslation	—Unverified	0
Automatically Extracting Challenge Sets for Non local Phenomena in Neural Machine Translation	Sep 15, 2019	Machine TranslationTranslation	CodeCode Available	0
Hint-Based Training for Non-Autoregressive Machine Translation	Sep 15, 2019	de-enMachine Translation	CodeCode Available	0
Ouroboros: On Accelerating Training of Transformer-Based Language Models	Sep 14, 2019	Language ModelingLanguage Modelling	CodeCode Available	1
Beyond BLEU: Training Neural Machine Translation with Semantic Similarity	Sep 14, 2019	DiversityMachine Translation	CodeCode Available	0
Harnessing Indirect Training Data for End-to-End Automatic Speech Translation: Tricks of the Trade	Sep 14, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
A Universal Parent Model for Low-Resource Neural Machine Translation Transfer	Sep 14, 2019	HumanitarianLow Resource Neural Machine Translation	—Unverified	0
SANVis: Visual Analytics for Understanding Self-Attention Networks	Sep 13, 2019	Image CaptioningMachine Translation	—Unverified	0
Adaptive Scheduling for Multi-Task Learning	Sep 13, 2019	Machine TranslationMulti-Task Learning	—Unverified	0
A Comparative Study on Transformer vs RNN in Speech Applications	Sep 13, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	0
Neural Machine Translation with 4-Bit Precision and Beyond	Sep 13, 2019	Machine TranslationNMT	—Unverified	0
VizSeq: A Visual Analysis Toolkit for Text Generation Tasks	Sep 12, 2019	BenchmarkingImage Captioning	CodeCode Available	0
Self-Attentional Models Application in Task-Oriented Dialogue Generation Systems	Sep 11, 2019	Dialogue GenerationMachine Translation	—Unverified	0
Dynamic Fusion: Attentional Language Model for Neural Machine Translation	Sep 11, 2019	Language ModelingLanguage Modelling	—Unverified	0
Getting Gender Right in Neural Machine Translation	Sep 11, 2019	Machine TranslationNMT	—Unverified	0
Combining SMT and NMT Back-Translated Data for Efficient NMT	Sep 9, 2019	Machine TranslationNMT	—Unverified	0
MULE: Multimodal Universal Language Embedding	Sep 8, 2019	Data AugmentationMachine Translation	—Unverified	0
Neural Machine Translation with Byte-Level Subwords	Sep 7, 2019	Machine TranslationTranslation	CodeCode Available	0
Self Learning from Large Scale Code Corpus to Infer Structure of Method Invocations	Sep 6, 2019	Machine TranslationSelf-Learning	—Unverified	0
Enhancing Machine Translation with Dependency-Aware Self-Attention	Sep 6, 2019	Machine TranslationTranslation	CodeCode Available	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	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