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 6701–6725 of 10752 papers

Title	Date	Tasks	Status
Distance-based Self-Attention Network for Natural Language Inference	Dec 6, 2017	Machine TranslationNatural Language Inference	—Unverified
Neural Machine Translation by Generating Multiple Linguistic Factors	Dec 5, 2017	Machine TranslationNMT	—Unverified
FBK’s Multilingual Neural Machine Translation System for IWSLT 2017	Dec 1, 2017	Machine TranslationTransfer Learning	—Unverified
CHARCUT: Human-Targeted Character-Based MT Evaluation with Loose Differences	Dec 1, 2017	Machine TranslationTranslation	CodeCode Available
Evolution Strategy Based Automatic Tuning of Neural Machine Translation Systems	Dec 1, 2017	Machine TranslationNMT	—Unverified
Towards better translation performance on spoken language	Dec 1, 2017	DecoderMachine Translation	—Unverified
Overview of the IWSLT 2017 Evaluation Campaign	Dec 1, 2017	Machine TranslationTranslation	—Unverified
Monolingual Embeddings for Low Resourced Neural Machine Translation	Dec 1, 2017	Machine TranslationNMT	CodeCode Available
Domain-independent Punctuation and Segmentation Insertion	Dec 1, 2017	Machine TranslationPOS	—Unverified
Kyoto University MT System Description for IWSLT 2017	Dec 1, 2017	Machine TranslationNMT	—Unverified
KIT’s Multilingual Neural Machine Translation systems for IWSLT 2017	Dec 1, 2017	Machine TranslationNMT	—Unverified
The RWTH Aachen Machine Translation Systems for IWSLT 2017	Dec 1, 2017	Domain AdaptationMachine Translation	—Unverified
Toward Robust Neural Machine Translation for Noisy Input Sequences	Dec 1, 2017	Machine TranslationTranslation	—Unverified
Three-phase training to address data sparsity in Neural Machine Translation	Dec 1, 2017	Machine TranslationTranslation	—Unverified
SVD-Softmax: Fast Softmax Approximation on Large Vocabulary Neural Networks	Dec 1, 2017	GPULanguage Modeling	—Unverified
Deliberation Networks: Sequence Generation Beyond One-Pass Decoding	Dec 1, 2017	ArticlesDecoder	—Unverified
Decoding with Value Networks for Neural Machine Translation	Dec 1, 2017	Machine TranslationNMT	—Unverified
Bingo at IJCNLP-2017 Task 4: Augmenting Data using Machine Translation for Cross-linguistic Customer Feedback Classification	Dec 1, 2017	Feature EngineeringGeneral Classification	—Unverified
IJCNLP-2017 Task 4: Customer Feedback Analysis	Dec 1, 2017	Machine TranslationPrediction	—Unverified
Learning from Parenthetical Sentences for Term Translation in Machine Translation	Dec 1, 2017	Machine TranslationSentence	—Unverified
Survey: Multiword Expression Processing: A Survey	Dec 1, 2017	Machine TranslationSurvey	—Unverified
Book Review: Syntax-Based Statistical Machine Translation by Philip Williams, Rico Sennrich, Matt Post and Philipp Koehn	Dec 1, 2017	Machine TranslationTranslation	—Unverified
Deep Learning Scaling is Predictable, Empirically	Dec 1, 2017	Deep LearningLanguage Modeling	—Unverified
Modeling Coherence for Neural Machine Translation with Dynamic and Topic Caches	Nov 30, 2017	Machine TranslationNMT	—Unverified
Parameters Optimization of Deep Learning Models using Particle Swarm Optimization	Nov 28, 2017	Deep LearningMachine 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