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 5201–5225 of 10752 papers

Title	Date	Tasks	Status
Response-based Learning for Machine Translation of Open-domain Database Queries	May 1, 2015	Machine TranslationModel Selection	—Unverified
Responsible Multilingual Large Language Models: A Survey of Development, Applications, and Societal Impact	Oct 23, 2024	Machine Translation	—Unverified
ResSim at SemEval-2017 Task 1: Multilingual Word Representations for Semantic Textual Similarity	Aug 1, 2017	Machine TranslationSemantic Similarity	—Unverified
Restoring and Mining the Records of the Joseon Dynasty via Neural Language Modeling and Machine Translation	Apr 13, 2021	Language ModelingLanguage Modelling	—Unverified
Restricted or Not: A General Training Framework for Neural Machine Translation	May 1, 2022	Machine TranslationTranslation	—Unverified
Results from the ML4HMT-12 Shared Task on Applying Machine Learning Techniques to Optimise the Division of Labour in Hybrid Machine Translation	Dec 1, 2012	Machine Translation	—Unverified
Results of the WMT13 Metrics Shared Task	Aug 1, 2013	Machine TranslationSentence	—Unverified
Results of the WMT14 Metrics Shared Task	Jun 1, 2014	Machine Translation	—Unverified
Results of the WMT15 Metrics Shared Task	Sep 1, 2015	Machine Translation	—Unverified
Results of the WMT15 Tuning Shared Task	Sep 1, 2015	Language ModellingMachine Translation	—Unverified
Results of the WMT16 Metrics Shared Task	Aug 1, 2016	Machine Translation	—Unverified
Results of the WMT16 Tuning Shared Task	Aug 1, 2016	Machine Translation	—Unverified
Results of the WMT17 Metrics Shared Task	Sep 1, 2017	Machine Translation	—Unverified
Results of the WMT17 Neural MT Training Task	Sep 1, 2017	Machine Translation	—Unverified
Results of the WMT18 Metrics Shared Task: Both characters and embeddings achieve good performance	Oct 1, 2018	Machine TranslationSentence	—Unverified
Resumptive Pronoun Detection for Modern Standard Arabic to English MT	Apr 1, 2014	Machine TranslationWord Alignment	—Unverified
Rethinking Human-like Translation Strategy: Integrating Drift-Diffusion Model with Large Language Models for Machine Translation	Feb 16, 2024	Decision MakingMachine Translation	—Unverified
Rethinking Skip Connection with Layer Normalization in Transformers and ResNets	May 15, 2021	image-classificationImage Classification	—Unverified
Rethinking Skip Connection with Layer Normalization	Dec 1, 2020	image-classificationImage Classification	—Unverified
Rethinking the Design of Sequence-to-Sequence Models for Efficient Machine Translation	Jun 1, 2022	Machine TranslationTranslation	—Unverified
Digging Errors in NMT: Evaluating and Understanding Model Errors from Partial Hypothesis Space	Jun 29, 2021	Data AugmentationInductive Bias	—Unverified
Rethinking Translation Memory Augmented Neural Machine Translation	Jun 12, 2023	Machine TranslationNMT	—Unverified
Re-training Monolingual Parser Bilingually for Syntactic SMT	Jul 1, 2012	Machine TranslationWord Alignment	—Unverified
Re-translation versus Streaming for Simultaneous Translation	Apr 7, 2020	AttributeData Augmentation	—Unverified
Retrieval Term Prediction Using Deep Learning Methods	Oct 1, 2016	ChunkingDeep Learning	—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