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 1601–1625 of 10752 papers

Title	Date	Tasks	Status	Hype
Controlling Styles in Neural Machine Translation with Activation Prompt	Dec 17, 2022	Machine TranslationNMT	CodeCode Available	1
Beyond the C: Retargetable Decompilation using Neural Machine Translation	Dec 17, 2022	C++ codeMachine Translation	—Unverified	0
Better Datastore, Better Translation: Generating Datastores from Pre-Trained Models for Nearest Neural Machine Translation	Dec 17, 2022	Machine TranslationNMT	—Unverified	0
AdaTranS: Adapting with Boundary-based Shrinking for End-to-End Speech Translation	Dec 17, 2022	Machine Translationspeech-recognition	—Unverified	0
A Simple Baseline for Beam Search Reranking	Dec 17, 2022	Machine TranslationReranking	—Unverified	0
Convolution-enhanced Evolving Attention Networks	Dec 16, 2022	image-classificationImage Classification	CodeCode Available	1
Detecting and Mitigating Hallucinations in Machine Translation: Model Internal Workings Alone Do Well, Sentence Similarity Even Better	Dec 16, 2022	Machine TranslationSentence	—Unverified	0
Advancing Multilingual Pre-training: TRIP Triangular Document-level Pre-training for Multilingual Language Models	Dec 15, 2022	Abstractive Text SummarizationCross-Lingual Abstractive Summarization	—Unverified	0
Attention as a Guide for Simultaneous Speech Translation	Dec 15, 2022	DecoderLanguage Modeling	CodeCode Available	0
Multi-VALUE: A Framework for Cross-Dialectal English NLP	Dec 15, 2022	Data AugmentationMachine Translation	—Unverified	0
Fixing MoE Over-Fitting on Low-Resource Languages in Multilingual Machine Translation	Dec 15, 2022	Machine TranslationMixture-of-Experts	—Unverified	0
Causes and Cures for Interference in Multilingual Translation	Dec 14, 2022	Machine TranslationTranslation	—Unverified	0
Bridging Graph Position Encodings for Transformers with Weighted Graph-Walking Automata	Dec 13, 2022	Graph Neural NetworkMachine Translation	—Unverified	0
Towards a general purpose machine translation system for Sranantongo	Dec 13, 2022	Machine TranslationTranslation	—Unverified	0
Who Evaluates the Evaluators? On Automatic Metrics for Assessing AI-based Offensive Code Generators	Dec 12, 2022	Machine TranslationNMT	—Unverified	0
Real-World Compositional Generalization with Disentangled Sequence-to-Sequence Learning	Dec 12, 2022	Machine Translation	—Unverified	0
P-Transformer: Towards Better Document-to-Document Neural Machine Translation	Dec 12, 2022	Machine TranslationNMT	CodeCode Available	0
End-to-End Speech Translation of Arabic to English Broadcast News	Dec 11, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Spatio-temporal Sign Language Representation and Translation	Dec 10, 2022	Machine TranslationSign Language Translation	—Unverified	0
DC-MBR: Distributional Cooling for Minimum Bayesian Risk Decoding	Dec 8, 2022	Machine TranslationNMT	—Unverified	0
ConsistTL: Modeling Consistency in Transfer Learning for Low-Resource Neural Machine Translation	Dec 8, 2022	Low Resource Neural Machine TranslationLow-Resource Neural Machine Translation	CodeCode Available	1
M3ST: Mix at Three Levels for Speech Translation	Dec 7, 2022	Data AugmentationDiversity	—Unverified	0
Life-long Learning for Multilingual Neural Machine Translation with Knowledge Distillation	Dec 6, 2022	Knowledge DistillationMachine Translation	—Unverified	0
Neural Machine Translation with Contrastive Translation Memories	Dec 6, 2022	Contrastive LearningMachine Translation	CodeCode Available	1
In-context Examples Selection for Machine Translation	Dec 5, 2022	In-Context LearningLanguage Modelling	CodeCode Available	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