SOTAVerified

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

Showing 57015750 of 10752 papers

TitleStatusHype
Modeling Latent Sentence Structure in Neural Machine Translation0
Predicting the Mumble of Wireless Channel with Sequence-to-Sequence Models0
Unsupervised Neural Machine Translation with SMT as Posterior RegularizationCode0
ParaBank: Monolingual Bitext Generation and Sentential Paraphrasing via Lexically-constrained Neural Machine Translation0
Equalizing Gender Biases in Neural Machine Translation with Word Embeddings TechniquesCode0
Choosing the Right Word: Using Bidirectional LSTM Tagger for Writing Support SystemsCode0
Neural and rule-based Finnish NLP models---expectations, experiments and experiences0
Machine Translation: A Literature Review0
Learning to Refine Source Representations for Neural Machine Translation0
Privacy-Preserving Collaborative Deep Learning with Unreliable Participants0
Moment Matching Training for Neural Machine Translation: A Preliminary Study0
Non-Autoregressive Neural Machine Translation with Enhanced Decoder Input0
A Survey on Deep Learning for Named Entity RecognitionCode0
SQuantizer: Simultaneous Learning for Both Sparse and Low-precision Neural Networks0
How Much Does Tokenization Affect Neural Machine Translation?0
Adam Induces Implicit Weight Sparsity in Rectifier Neural Networks0
Found in Translation: Learning Robust Joint Representations by Cyclic Translations Between ModalitiesCode0
DTMT: A Novel Deep Transition Architecture for Neural Machine TranslationCode0
Don't Classify, Translate: Multi-Level E-Commerce Product Categorization Via Machine Translation0
TextBugger: Generating Adversarial Text Against Real-world ApplicationsCode0
SMT vs NMT: A Comparison over Hindi & Bengali Simple Sentences0
Sentence-wise Smooth Regularization for Sequence to Sequence Learning0
Conditional Variational Autoencoder for Neural Machine Translation0
Machine Translation : From Statistical to modern Deep-learning practices0
Bayesian Layers: A Module for Neural Network Uncertainty0
Von Mises-Fisher Loss for Training Sequence to Sequence Models with Continuous OutputsCode0
Verification of deep probabilistic models0
The USTC-NEL Speech Translation system at IWSLT 20180
Adpositional Supersenses for Mandarin Chinese0
Embedding-reparameterization procedure for manifold-valued latent variables in generative modelsCode0
Accelerating Large Scale Knowledge Distillation via Dynamic Importance Sampling0
The RGNLP Machine Translation Systems for WAT 20180
XMU Neural Machine Translation Systems for WAT2018 Myanmar-English Translation Task0
Towards Efficient Machine Translation Evaluation by Modelling Annotators0
Unsupervised Mining of Analogical Frames by Constraint SatisfactionCode0
UCSYNLP-Lab Machine Translation Systems for WAT 20180
TMU Japanese-English Neural Machine Translation System using Generative Adversarial Network for WAT 20180
IITP-MT at WAT2018: Transformer-based Multilingual Indic-English Neural Machine Translation System0
Automatic Evaluation of English-to-Korean and Korean-to-English Neural Machine Translation Systems by Linguistic Test Points0
Automatic Error Correction on Japanese Functional Expressions Using Character-based Neural Machine Translation0
Layer-Wise Coordination between Encoder and Decoder for Neural Machine Translation0
English-Myanmar NMT and SMT with Pre-ordering: NICT’s Machine Translation Systems at WAT-20180
Chinese Spelling Check based on Neural Machine Translation0
Combination of Statistical and Neural Machine Translation for Myanmar-English0
SRCB Neural Machine Translation Systems in WAT 20180
Development of Natural Language Processing Tools for Cook Islands M\=aori0
Multi-dialect Neural Machine Translation and Dialectometry0
Statistical Machine Translation Using 5-grams Word Segmentation in Decoding0
Improved Neural Machine Translation using Side Information0
Unsupervised Multi-modal Neural Machine Translation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14Unverified
2Noisy back-translationBLEU score35Unverified
3Transformer+Rep(Uni)BLEU score33.89Unverified
4T5-11BBLEU score32.1Unverified
5BiBERTBLEU score31.26Unverified
6Transformer + R-DropBLEU score30.91Unverified
7Bi-SimCutBLEU score30.78Unverified
8BERT-fused NMTBLEU score30.75Unverified
9Data Diversification - TransformerBLEU score30.7Unverified
10SimCutBLEU score30.56Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4Unverified
2Noisy back-translationBLEU score45.6Unverified
3mRASP+Fine-TuneBLEU score44.3Unverified
4Transformer + R-DropBLEU score43.95Unverified
5Transformer (ADMIN init)BLEU score43.8Unverified
6AdminBLEU score43.8Unverified
7BERT-fused NMTBLEU score43.78Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5Unverified
9T5BLEU score43.4Unverified
10Local Joint Self-attentionBLEU score43.3Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43Unverified
2BiBERTBLEU score38.61Unverified
3Bi-SimCutBLEU score38.37Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96Unverified
5DRDABLEU score37.95Unverified
6Transformer + R-Drop + CutoffBLEU score37.9Unverified
7SimCutBLEU score37.81Unverified
8Cutoff+KneeBLEU score37.78Unverified
9CutoffBLEU score37.6Unverified
10CipherDAugBLEU score37.53Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97Unverified
2MS-COMET-22Score19.89Unverified
3MS-COMET-QE-22Score19.76Unverified
4KG-BERTScoreScore17.28Unverified
5metricx_xl_DA_2019Score17.17Unverified
6COMET-QEScore16.8Unverified
7COMET-22Score16.31Unverified
8UniTE-srcScore15.68Unverified
9UniTE-refScore15.38Unverified
10metricx_xxl_DA_2019Score15.24Unverified