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

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Showing 3201–3225 of 10752 papers

Title	Date	Tasks	Status
Dual Supervised Learning	Jul 3, 2017	General Classificationimage-classification	—Unverified
An Investigation of Machine Translation Evaluation Metrics in Cross-lingual Question Answering	Sep 1, 2015	Cross-Lingual Question AnsweringMachine Translation	—Unverified
Dual Subtitles as Parallel Corpora	May 1, 2014	Machine TranslationSentence	—Unverified
Controllable Dual Skew Divergence Loss for Neural Machine Translation	Aug 22, 2019	Machine TranslationNMT	—Unverified
Bilingual Methods for Adaptive Training Data Selection for Machine Translation	Oct 1, 2016	Machine TranslationNMT	—Unverified
Dual Reconstruction: a Unifying Objective for Semi-Supervised Neural Machine Translation	Oct 7, 2020	Machine TranslationTranslation	—Unverified
Bilingually-constrained Synthetic Data for Implicit Discourse Relation Recognition	Nov 1, 2016	Domain AdaptationMachine Translation	—Unverified
Effective General-Domain Data Inclusion for the Machine Translation Task by Vanilla Transformers	Sep 28, 2022	Machine TranslationSentence	—Unverified
Effective Incorporation of Source Syntax into Hierarchical Phrase-based Translation	Aug 1, 2014	Machine TranslationTranslation	—Unverified
Effectively Aligning and Filtering Parallel Corpora under Sparse Data Conditions	Jul 1, 2020	Machine TranslationTranslation	—Unverified
Effectively pretraining a speech translation decoder with Machine Translation data	Nov 1, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
An Introductory Survey on Attention Mechanisms in NLP Problems	Nov 12, 2018	Dependency ParsingGeneral Classification	—Unverified
A Gamified Evaluation and Recruitment Platform for Low Resource Language Machine Translation Systems	Jun 13, 2025	Machine Translation	—Unverified
Effective Quantization Approaches for Recurrent Neural Networks	Feb 7, 2018	Machine TranslationQuantization	—Unverified
Effective Selection of Translation Model Training Data	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
Effective Self-Mining of In-Context Examples for Unsupervised Machine Translation with LLMs	Oct 14, 2024	In-Context LearningMachine Translation	—Unverified
Dual Past and Future for Neural Machine Translation	Jul 15, 2020	Machine TranslationNMT	—Unverified
Dual Learning: Theoretical Study and an Algorithmic Extension	May 17, 2020	Machine TranslationTranslation	—Unverified
Bilingually-constrained Phrase Embeddings for Machine Translation	Jun 1, 2014	Language ModellingMachine Translation	—Unverified
Effects of Prompt Length on Domain-specific Tasks for Large Language Models	Feb 20, 2025	Machine TranslationPrompt Engineering	—Unverified
Dual Learning: Theoretical Study and Algorithmic Extensions	May 1, 2019	Machine TranslationTranslation	—Unverified
Efficient automated U-Net based tree crown delineation using UAV multi-spectral imagery on embedded devices	Jul 16, 2021	DenoisingImage Denoising	—Unverified
Bilingual Low-Resource Neural Machine Translation with Round-Tripping: The Case of Persian-Spanish	Sep 1, 2019	Low Resource Neural Machine TranslationLow-Resource Neural Machine Translation	—Unverified
Efficient Bilingual Generalization from Neural Transduction Grammar Induction	Nov 1, 2019	Machine TranslationNMT	—Unverified
An Intrinsic Nearest Neighbor Analysis of Neural Machine Translation Architectures	Jul 8, 2019	Machine TranslationTranslation	—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	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