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 1026–1050 of 10752 papers

Title	Date	Tasks	Status	Hype
DISCO: A Large Scale Human Annotated Corpus for Disfluency Correction in Indo-European Languages	Oct 25, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available	0
Physician Detection of Clinical Harm in Machine Translation: Quality Estimation Aids in Reliance and Backtranslation Identifies Critical Errors	Oct 25, 2023	Decision MakingMachine Translation	CodeCode Available	0
CUNI Submission to MRL 2023 Shared Task on Multi-lingual Multi-task Information Retrieval	Oct 25, 2023	Information RetrievalMachine Translation	—Unverified	0
Enhanced Simultaneous Machine Translation with Word-level Policies	Oct 25, 2023	Machine TranslationTranslation	CodeCode Available	1
XFEVER: Exploring Fact Verification across Languages	Oct 25, 2023	BenchmarkingFact Verification	CodeCode Available	0
FLTrojan: Privacy Leakage Attacks against Federated Language Models Through Selective Weight Tampering	Oct 24, 2023	Federated LearningLanguage Modeling	—Unverified	0
NADI 2023: The Fourth Nuanced Arabic Dialect Identification Shared Task	Oct 24, 2023	Dialect IdentificationMachine Translation	—Unverified	0
Machine Translation for Nko: Tools, Corpora and Baseline Results	Oct 24, 2023	Machine TranslationTranslation	CodeCode Available	0
Dissecting In-Context Learning of Translations in GPTs	Oct 24, 2023	In-Context LearningMachine Translation	—Unverified	0
A Review of Reinforcement Learning for Natural Language Processing, and Applications in Healthcare	Oct 23, 2023	Decision MakingMachine Translation	—Unverified	0
Data Augmentation Techniques for Machine Translation of Code-Switched Texts: A Comparative Study	Oct 23, 2023	Data AugmentationMachine Translation	—Unverified	0
Reference Free Domain Adaptation for Translation of Noisy Questions with Question Specific Rewards	Oct 23, 2023	Community Question AnsweringDomain Adaptation	CodeCode Available	0
Quantifying the Dialect Gap and its Correlates Across Languages	Oct 23, 2023	Automatic Speech RecognitionMachine Translation	—Unverified	0
Multilingual k-Nearest-Neighbor Machine Translation	Oct 23, 2023	Machine TranslationTranslation	CodeCode Available	0
Adaptive Policy with Wait-k Model for Simultaneous Translation	Oct 23, 2023	Machine TranslationTranslation	—Unverified	0
Contextual Refinement of Translations: Large Language Models for Sentence and Document-Level Post-Editing	Oct 23, 2023	Machine TranslationNMT	—Unverified	0
PartialFormer: Modeling Part Instead of Whole for Machine Translation	Oct 23, 2023	Abstractive Text SummarizationMachine Translation	CodeCode Available	0
Non-autoregressive Streaming Transformer for Simultaneous Translation	Oct 23, 2023	DecoderMachine Translation	CodeCode Available	1
Boosting Unsupervised Machine Translation with Pseudo-Parallel Data	Oct 22, 2023	Language ModelingLanguage Modelling	—Unverified	0
Domain Terminology Integration into Machine Translation: Leveraging Large Language Models	Oct 22, 2023	Automatic Post-Editingde-en	—Unverified	0
Code-Switching with Word Senses for Pretraining in Neural Machine Translation	Oct 21, 2023	DenoisingMachine Translation	—Unverified	0
Linguistically Motivated Sign Language Segmentation	Oct 21, 2023	Machine TranslationOptical Flow Estimation	CodeCode Available	1
On Bilingual Lexicon Induction with Large Language Models	Oct 21, 2023	Bilingual Lexicon InductionCross-Lingual Word Embeddings	CodeCode Available	1
Simultaneous Machine Translation with Tailored Reference	Oct 20, 2023	Machine TranslationSentence	—Unverified	0
Steering Large Language Models for Machine Translation with Finetuning and In-Context Learning	Oct 20, 2023	In-Context LearningMachine Translation	—Unverified	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