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 1201–1225 of 10752 papers

Title	Date	Tasks	Status	Hype
Improving End-to-End Speech Translation by Imitation-Based Knowledge Distillation with Synthetic Transcripts	Jul 17, 2023	automatic-speech-translationImitation Learning	CodeCode Available	0
Syntax-Aware Complex-Valued Neural Machine Translation	Jul 17, 2023	DecoderMachine Translation	—Unverified	0
Fast Quantum Algorithm for Attention Computation	Jul 16, 2023	Language ModelingLanguage Modelling	—Unverified	0
A Neural-Symbolic Approach Towards Identifying Grammatically Correct Sentences	Jul 16, 2023	ArticlesCoLA	—Unverified	0
Data Augmentation for Machine Translation via Dependency Subtree Swapping	Jul 13, 2023	Data AugmentationMachine Translation	CodeCode Available	0
Pluggable Neural Machine Translation Models via Memory-augmented Adapters	Jul 12, 2023	Machine TranslationNMT	CodeCode Available	0
Neural Machine Translation Data Generation and Augmentation using ChatGPT	Jul 11, 2023	DiversityMachine Translation	—Unverified	0
mCLIP: Multilingual CLIP via Cross-lingual Transfer	Jul 10, 2023	Contrastive LearningCross-Lingual Transfer	CodeCode Available	1
BLEURT Has Universal Translations: An Analysis of Automatic Metrics by Minimum Risk Training	Jul 6, 2023	Machine TranslationSentence	CodeCode Available	0
To be or not to be: a translation reception study of a literary text translated into Dutch and Catalan using machine translation	Jul 5, 2023	Machine TranslationTranslation	—Unverified	0
X-RiSAWOZ: High-Quality End-to-End Multilingual Dialogue Datasets and Few-shot Agents	Jun 30, 2023	Entity AlignmentMachine Translation	CodeCode Available	1
Stay on topic with Classifier-Free Guidance	Jun 30, 2023	Code GenerationCommon Sense Reasoning	—Unverified	0
Learning Multilingual Expressive Speech Representation for Prosody Prediction without Parallel Data	Jun 29, 2023	Machine TranslationProsody Prediction	—Unverified	0
Tokenization and the Noiseless Channel	Jun 29, 2023	Machine Translation	CodeCode Available	1
Stop Pre-Training: Adapt Visual-Language Models to Unseen Languages	Jun 29, 2023	Image-text RetrievalMachine Translation	CodeCode Available	0
VisText: A Benchmark for Semantically Rich Chart Captioning	Jun 28, 2023	Machine TranslationText Generation	CodeCode Available	1
SAHAAYAK 2023 -- the Multi Domain Bilingual Parallel Corpus of Sanskrit to Hindi for Machine Translation	Jun 27, 2023	Machine TranslationSentence	—Unverified	0
Quality Estimation of Machine Translated Texts based on Direct Evidence from Training Data	Jun 27, 2023	Machine TranslationTranslation	—Unverified	0
Constructing Multilingual Code Search Dataset Using Neural Machine Translation	Jun 27, 2023	Code SearchMachine Translation	CodeCode Available	0
FLuRKA: Fast and accurate unified Low-Rank & Kernel Attention	Jun 27, 2023	image-classificationImage Classification	—Unverified	0
Data-Driven Approach for Formality-Sensitive Machine Translation: Language-Specific Handling and Synthetic Data Generation	Jun 26, 2023	Machine TranslationPrompt Engineering	—Unverified	0
On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes	Jun 23, 2023	Arithmetic ReasoningKnowledge Distillation	—Unverified	0
Multilingual Neural Machine Translation System for Indic to Indic Languages	Jun 22, 2023	Machine TranslationTranslation	—Unverified	0
Towards Explainable Evaluation Metrics for Machine Translation	Jun 22, 2023	Machine TranslationTranslation	—Unverified	0
Training Transformers with 4-bit Integers	Jun 21, 2023	image-classificationImage Classification	CodeCode Available	1

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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