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 851–875 of 10752 papers

Title	Date	Tasks	Status	Hype
SLTEV: Comprehensive Evaluation of Spoken Language Translation	Apr 1, 2021	Machine TranslationTranslation	CodeCode Available	1
SLTUNET: A Simple Unified Model for Sign Language Translation	May 2, 2023	Machine TranslationSign Language Translation	CodeCode Available	1
A Linear Baseline Classifier for Cross-Lingual Pronoun Prediction	Aug 1, 2016	Feature EngineeringLanguage Modeling	—Unverified	0
Adaptive Knowledge Sharing in Multi-Task Learning: Improving Low-Resource Neural Machine Translation	Jul 1, 2018	Inductive BiasLow Resource Neural Machine Translation	—Unverified	0
A Character-Aware Encoder for Neural Machine Translation	Dec 1, 2016	Machine TranslationNMT	—Unverified	0
Alignment of Eye Movements and Spoken Language for Semantic Image Understanding	Apr 1, 2015	Decision MakingMachine Translation	—Unverified	0
Alignment-free Cross-lingual Semantic Role Labeling	Nov 1, 2020	Machine TranslationMultilingual Word Embeddings	—Unverified	0
Adaptive HTER Estimation for Document-Specific MT Post-Editing	Jun 1, 2014	Machine Translation	—Unverified	0
A Beam-Search Decoder for Disfluency Detection	Aug 1, 2014	DecoderMachine Translation	—Unverified	0
Alignment-based sense selection in METEOR and the RATATOUILLE recipe	Sep 1, 2015	Entity LinkingMachine Translation	—Unverified	0
Alignment-based reordering for SMT	May 1, 2012	Machine TranslationPart-Of-Speech Tagging	—Unverified	0
Adaptive Few-shot Prompting for Machine Translation with Pre-trained Language Models	Jan 3, 2025	In-Context LearningMachine Translation	—Unverified	0
Alignment-Based Neural Machine Translation	Aug 1, 2016	Machine TranslationSpeech Recognition	—Unverified	0
Align Me: A framework to generate Parallel Corpus Using OCRs and Bilingual Dictionaries	Dec 1, 2016	Active LearningInformation Retrieval	—Unverified	0
Adaptive Clustering for Coreference Resolution with Deterministic Rules and Web-Based Language Models	Jul 1, 2012	Clusteringcoreference-resolution	—Unverified	0
A Challenge Set for French --> English Machine Translation	Jun 7, 2018	Machine TranslationTranslation	—Unverified	0
A Semi-Supervised BERT Approach for Arabic Named Entity Recognition	Dec 1, 2020	Information RetrievalMachine Translation	—Unverified	0
A Challenge Set for Advancing Language Modeling	Jun 1, 2012	Language ModelingLanguage Modelling	—Unverified	0
Aligning Subtitles in Sign Language Videos	May 6, 2021	Machine TranslationTranslation	—Unverified	0
ABC: Attention with Bounded-memory Control	Oct 6, 2021	Language ModelingLanguage Modelling	—Unverified	0
Aligning Sentences from Standard Wikipedia to Simple Wikipedia	May 1, 2015	ArticlesLanguage Acquisition	—Unverified	0
Aligning Pre-trained Models for Spoken Language Translation	Nov 27, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Adapting VerbNet to French using existing resources	May 1, 2014	Machine TranslationSemantic Role Labeling	—Unverified	0
Development of Deep Learning Based Natural Language Processing Model for Turkish	May 7, 2019	Machine TranslationPart-Of-Speech Tagging	—Unverified	0
Aligning Predicate-Argument Structures for Paraphrase Fragment Extraction	May 1, 2014	Document SummarizationMachine 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