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

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Showing 4801–4850 of 10752 papers

TitleStatusHype
Learning Coupled Policies for Simultaneous Machine Translation using Imitation Learning—0
Explainable Deep RDFS Reasoner—0
FastWave: Accelerating Autoregressive Convolutional Neural Networks on FPGA—0
Importance-Driven Deep Learning System Testing—0
A Multilingual View of Unsupervised Machine Translation—0
Translating Web Search Queries into Natural Language Questions—0
Compositional Neural Machine Translation by Removing the Lexicon from Syntax—0
Massively Multilingual Document Alignment with Cross-lingual Sentence-Mover's DistanceCode0
The Secret is in the Spectra: Predicting Cross-lingual Task Performance with Spectral Similarity Measures—0
Unsupervised Multilingual Alignment using Wasserstein BarycenterCode0
Pre-training via Leveraging Assisting Languages and Data Selection for Neural Machine Translation—0
Semi-Autoregressive Training Improves Mask-Predict Decoding—0
Normalization of Input-output Shared Embeddings in Text Generation Models—0
From Speech-to-Speech Translation to Automatic Dubbing—0
Bi-Decoder Augmented Network for Neural Machine Translation—0
Urdu-English Machine Transliteration using Neural Networks—0
Learning to Multi-Task Learn for Better Neural Machine Translation—0
Machine Learning Approaches for Amharic Parts-of-speech Tagging—0
Exploring Benefits of Transfer Learning in Neural Machine Translation—0
A Comprehensive Survey of Multilingual Neural Machine Translation—0
Learning Accurate Integer Transformer Machine-Translation Models—0
Morphological Word Segmentation on Agglutinative Languages for Neural Machine Translation—0
Text2Sign: Towards Sign Language Production Using Neural Machine Translation and Generative Adversarial Networks—0
Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation—0
Metagross: Meta Gated Recursive Controller Units for Sequence Modeling—0
Reproducible and Efficient Benchmarks for Hyperparameter Optimization of Neural Machine Translation Systems—0
Training Deep Networks with Stochastic Gradient Normalized by Layerwise Adaptive Second Moments—0
Train Big, Then Compress: Rethinking Model Size for Efficient Training and Inference of Transformers—0
OTEANN: Estimating the Transparency of Orthographies with an Artificial Neural NetworkCode0
Explicit Sentence Compression for Neural Machine TranslationCode0
Encoding word order in complex embeddingsCode0
Visual Agreement Regularized Training for Multi-Modal Machine Translation—0
Amharic-Arabic Neural Machine Translation—0
Explicit Sparse Transformer: Concentrated Attention Through Explicit SelectionCode0
A Study of Multilingual Neural Machine Translation—0
Tag-less Back-Translation—0
Meshed-Memory Transformer for Image CaptioningCode0
Iterative Dual Domain Adaptation for Neural Machine Translation—0
Document Sub-structure in Neural Machine TranslationCode0
Two Way Adversarial Unsupervised Word Translation—0
Unsupervised Neural Dialect Translation with Commonality and Diversity ModelingCode0
MetaMT,a MetaLearning Method Leveraging Multiple Domain Data for Low Resource Machine Translation—0
Machine Translation with Cross-lingual Word EmbeddingsCode0
Homograph Disambiguation Through Selective Diacritic Restoration—0
Forecasting future action sequences with attention: a new approach to weakly supervised action forecasting—0
Cost-Sensitive Training for Autoregressive Models—0
PidginUNMT: Unsupervised Neural Machine Translation from West African Pidgin to EnglishCode0
Machine Translation Evaluation Meets Community Question Answering—0
Re-Translation Strategies For Long Form, Simultaneous, Spoken Language TranslationCode0
Document Network Embedding: Coping for Missing Content and Missing Links—0
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All datasetsWMT2014 English-GermanWMT2014 English-FrenchIWSLT2014 German-EnglishACESWMT2016 English-RomanianWMT2016 Romanian-EnglishWMT2014 German-EnglishIWSLT2015 German-EnglishWMT2016 English-GermanIWSLT2015 English-VietnameseIWSLT2015 English-GermanWMT2016 German-English

Benchmark Results

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