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 3201–3225 of 10752 papers

Title	Date	Tasks	Status	Hype
A Discussion on Building Practical NLP Leaderboards: The Case of Machine Translation	Jun 11, 2021	Machine TranslationTranslation	—Unverified	0
Semi-Supervised and Unsupervised Sense Annotation via Translations	Jun 11, 2021	Machine TranslationTranslation	—Unverified	0
Assessing the Effectiveness of Syntactic Structure to Learn Code Edit Representations	Jun 11, 2021	Machine TranslationProgram Repair	CodeCode Available	0
TASK AWARE MULTI-TASK LEARNING FOR SPEECH TO TEXT TASKS	Jun 10, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Input Augmentation Improves Constrained Beam Search for Neural Machine Translation: NTT at WAT 2021	Jun 10, 2021	AllMachine Translation	—Unverified	0
Exploring Unsupervised Pretraining Objectives for Machine Translation	Jun 10, 2021	DecoderLanguage Modeling	CodeCode Available	0
Order-Agnostic Cross Entropy for Non-Autoregressive Machine Translation	Jun 9, 2021	Machine TranslationTranslation	CodeCode Available	1
Bayesian Attention Belief Networks	Jun 9, 2021	DecoderMachine Translation	—Unverified	0
AUGVIC: Exploiting BiText Vicinity for Low-Resource NMT	Jun 9, 2021	Data AugmentationLow Resource NMT	—Unverified	0
Crosslingual Embeddings are Essential in UNMT for Distant Languages: An English to IndoAryan Case Study	Jun 9, 2021	DenoisingMachine Translation	—Unverified	0
Self-supervised and Supervised Joint Training for Resource-rich Machine Translation	Jun 8, 2021	DecoderLow Resource Neural Machine Translation	—Unverified	0
Lexicon Learning for Few-Shot Neural Sequence Modeling	Jun 7, 2021	Instruction FollowingMachine Translation	CodeCode Available	1
On the Language Coverage Bias for Neural Machine Translation	Jun 7, 2021	Data AugmentationMachine Translation	—Unverified	0
BERTGEN: Multi-task Generation through BERT	Jun 7, 2021	DecoderImage Captioning	CodeCode Available	1
Multilingual Neural Semantic Parsing for Low-Resourced Languages	Jun 7, 2021	Machine TranslationSemantic Parsing	CodeCode Available	0
Encouraging Neural Machine Translation to Satisfy Terminology Constraints	Jun 7, 2021	Machine TranslationTranslation	—Unverified	0
CAPE: Encoding Relative Positions with Continuous Augmented Positional Embeddings	Jun 6, 2021	Machine Translationspeech-recognition	CodeCode Available	1
Structured Reordering for Modeling Latent Alignments in Sequence Transduction	Jun 6, 2021	Machine TranslationSemantic Parsing	CodeCode Available	1
Itihasa: A large-scale corpus for Sanskrit to English translation	Jun 6, 2021	Machine TranslationTranslation	—Unverified	0
The FLORES-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation	Jun 6, 2021	Machine TranslationTranslation	CodeCode Available	1
Meaning Representation of Numeric Fused-Heads in UCCA	Jun 4, 2021	Machine TranslationNatural Language Inference	—Unverified	0
Exposing the Implicit Energy Networks behind Masked Language Models via Metropolis--Hastings	Jun 4, 2021	Language ModelingLanguage Modelling	—Unverified	0
BERTTune: Fine-Tuning Neural Machine Translation with BERTScore	Jun 4, 2021	Machine TranslationTranslation	—Unverified	0
AdvPicker: Effectively Leveraging Unlabeled Data via Adversarial Discriminator for Cross-Lingual NER	Jun 4, 2021	Cross-Lingual NERMachine Translation	CodeCode Available	0
Scalable Transformers for Neural Machine Translation	Jun 4, 2021	Machine TranslationNMT	—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