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 1851–1875 of 10752 papers

Title	Date	Tasks	Status	Hype
Semantically Consistent Data Augmentation for Neural Machine Translation via Conditional Masked Language Model	Sep 22, 2022	Data AugmentationDiversity	CodeCode Available	0
Mega: Moving Average Equipped Gated Attention	Sep 21, 2022	Image ClassificationInductive Bias	CodeCode Available	2
PePe: Personalized Post-editing Model utilizing User-generated Post-edits	Sep 21, 2022	Automatic Post-EditingMachine Translation	—Unverified	0
LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging	Sep 20, 2022	intent-classificationIntent Classification	—Unverified	0
EffEval: A Comprehensive Evaluation of Efficiency for MT Evaluation Metrics	Sep 20, 2022	CPUGPU	CodeCode Available	0
Relaxed Attention for Transformer Models	Sep 20, 2022	DecoderImage Classification	—Unverified	0
Vega-MT: The JD Explore Academy Translation System for WMT22	Sep 20, 2022	Data Augmentationde-en	CodeCode Available	1
Learning Decoupled Retrieval Representation for Nearest Neighbour Neural Machine Translation	Sep 19, 2022	Contrastive LearningDecoder	—Unverified	0
The first neural machine translation system for the Erzya language	Sep 19, 2022	Language IdentificationMachine Translation	CodeCode Available	1
A Snapshot into the Possibility of Video Game Machine Translation	Sep 19, 2022	Machine TranslationTranslation	—Unverified	0
An Empirical Study of Automatic Post-Editing	Sep 16, 2022	Automatic Post-EditingData Augmentation	—Unverified	0
Transformer-based Detection of Multiword Expressions in Flower and Plant Names	Sep 16, 2022	Machine TranslationTranslation	—Unverified	0
Examining Large Pre-Trained Language Models for Machine Translation: What You Don't Know About It	Sep 15, 2022	Machine Translation	—Unverified	0
Rethinking Round-Trip Translation for Machine Translation Evaluation	Sep 15, 2022	Machine TranslationTranslation	CodeCode Available	0
Toward Improving Health Literacy in Patient Education Materials with Neural Machine Translation Models	Sep 14, 2022	Machine TranslationNMT	—Unverified	0
Revisiting Neural Scaling Laws in Language and Vision	Sep 13, 2022	image-classificationImage Classification	—Unverified	0
Data-adaptive Transfer Learning for Translation: A Case Study in Haitian and Jamaican	Sep 13, 2022	Cross-Lingual TransferMachine Translation	—Unverified	0
Rethink about the Word-level Quality Estimation for Machine Translation from Human Judgement	Sep 13, 2022	Machine TranslationSentence	CodeCode Available	0
Simple and Effective Gradient-Based Tuning of Sequence-to-Sequence Models	Sep 10, 2022	Hyperparameter OptimizationMachine Translation	—Unverified	0
Adapting to Non-Centered Languages for Zero-shot Multilingual Translation	Sep 9, 2022	Machine TranslationTranslation	CodeCode Available	0
MaxMatch-Dropout: Subword Regularization for WordPiece	Sep 9, 2022	Machine TranslationText Classification	CodeCode Available	1
Knowledge Based Template Machine Translation In Low-Resource Setting	Sep 8, 2022	Knowledge GraphsMachine Translation	—Unverified	0
Leveraging machine translation for cross-lingual fine-grained cyberbullying classification amongst pre-adolescents	Sep 7, 2022	Machine TranslationTranslation	CodeCode Available	0
Adam Mickiewicz University at WMT 2022: NER-Assisted and Quality-Aware Neural Machine Translation	Sep 7, 2022	Machine TranslationNER	—Unverified	0
On the Complementarity between Pre-Training and Random-Initialization for Resource-Rich Machine Translation	Sep 7, 2022	DiversityLow Resource Neural Machine Translation	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