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 1351–1375 of 10752 papers

Title	Date	Tasks	Status	Hype
Non-Autoregressive Document-Level Machine Translation	May 22, 2023	Document Level Machine TranslationMachine Translation	CodeCode Available	0
Decomposed Prompting for Machine Translation Between Related Languages using Large Language Models	May 22, 2023	Machine TranslationTranslation	CodeCode Available	0
Is Translation Helpful? An Empirical Analysis of Cross-Lingual Transfer in Low-Resource Dialog Generation	May 21, 2023	Cross-Lingual TransferMachine Translation	—Unverified	0
Machine Translation by Projecting Text into the Same Phonetic-Orthographic Space Using a Common Encoding	May 21, 2023	Machine TranslationNMT	—Unverified	0
VAKTA-SETU: A Speech-to-Speech Machine Translation Service in Select Indic Languages	May 21, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Communication Efficient Federated Learning for Multilingual Neural Machine Translation with Adapter	May 21, 2023	ClusteringFederated Learning	CodeCode Available	1
Explaining How Transformers Use Context to Build Predictions	May 21, 2023	Machine TranslationText Generation	CodeCode Available	1
Scene Graph as Pivoting: Inference-time Image-free Unsupervised Multimodal Machine Translation with Visual Scene Hallucination	May 20, 2023	HallucinationMachine Translation	CodeCode Available	1
DUB: Discrete Unit Back-translation for Speech Translation	May 19, 2023	Machine TranslationSpeech-to-Text	CodeCode Available	1
AlignAtt: Using Attention-based Audio-Translation Alignments as a Guide for Simultaneous Speech Translation	May 19, 2023	Machine TranslationTranslation	CodeCode Available	0
Pseudo-Label Training and Model Inertia in Neural Machine Translation	May 19, 2023	Knowledge DistillationMachine Translation	—Unverified	0
Cross-Lingual Supervision improves Large Language Models Pre-training	May 19, 2023	In-Context LearningLanguage Modeling	—Unverified	0
The Inside Story: Towards Better Understanding of Machine Translation Neural Evaluation Metrics	May 19, 2023	Decision MakingMachine Translation	—Unverified	0
Viewing Knowledge Transfer in Multilingual Machine Translation Through a Representational Lens	May 19, 2023	Machine TranslationTransfer Learning	—Unverified	0
ReSeTOX: Re-learning attention weights for toxicity mitigation in machine translation	May 19, 2023	Machine TranslationNMT	CodeCode Available	0
HalOmi: A Manually Annotated Benchmark for Multilingual Hallucination and Omission Detection in Machine Translation	May 19, 2023	HallucinationMachine Translation	CodeCode Available	2
Multilingual Event Extraction from Historical Newspaper Adverts	May 18, 2023	Event ExtractionMachine Translation	CodeCode Available	0
Deep Learning Methods for Extracting Metaphorical Names of Flowers and Plants	May 18, 2023	Machine TranslationTranslation	—Unverified	0
Exploiting Biased Models to De-bias Text: A Gender-Fair Rewriting Model	May 18, 2023	FairnessMachine Translation	CodeCode Available	0
NollySenti: Leveraging Transfer Learning and Machine Translation for Nigerian Movie Sentiment Classification	May 18, 2023	Domain AdaptationMachine Translation	CodeCode Available	0
On the Off-Target Problem of Zero-Shot Multilingual Neural Machine Translation	May 18, 2023	DecoderMachine Translation	CodeCode Available	0
Discourse Centric Evaluation of Machine Translation with a Densely Annotated Parallel Corpus	May 18, 2023	Machine TranslationSentence	CodeCode Available	1
Bring More Attention to Syntactic Symmetry for Automatic Postediting of High-Quality Machine Translations	May 17, 2023	Machine Translation	—Unverified	0
Searching for Needles in a Haystack: On the Role of Incidental Bilingualism in PaLM's Translation Capability	May 17, 2023	Language ModelingLanguage Modelling	—Unverified	0
ACRoBat: Optimizing Auto-batching of Dynamic Deep Learning at Compile Time	May 17, 2023	Code GenerationDeep Learning	—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	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