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 4651–4700 of 10752 papers

TitleStatusHype
Word Sense Disambiguation: A comprehensive knowledge exploitation framework—0
A Finite State Transducer Based Morphological Analyzer of Maithili Language—0
Robust Unsupervised Neural Machine Translation with Adversarial Denoising Training—0
Do all Roads Lead to Rome? Understanding the Role of Initialization in Iterative Back-Translation—0
Modeling Future Cost for Neural Machine Translation—0
Echo State Neural Machine Translation—0
Train Large, Then Compress: Rethinking Model Size for Efficient Training and Inference of TransformersCode1
Marathi To English Neural Machine Translation With Near Perfect Corpus And TransformersCode0
MuST-Cinema: a Speech-to-Subtitles corpus—0
Fixed Encoder Self-Attention Patterns in Transformer-Based Machine Translation—0
GRET: Global Representation Enhanced Transformer—0
A^3: Accelerating Attention Mechanisms in Neural Networks with Approximation—0
Machine Translation System Selection from Bandit Feedback—0
Addressing Some Limitations of Transformers with Feedback MemoryCode1
Guider l'attention dans les modeles de sequence a sequence pour la prediction des actes de dialogue—0
Scalable Second Order Optimization for Deep LearningCode0
Balancing Cost and Benefit with Tied-Multi Transformers—0
Guiding attention in Sequence-to-sequence models for Dialogue Act predictionCode0
Towards Making the Most of Context in Neural Machine TranslationCode1
Uncertainty Estimation in Autoregressive Structured Prediction—0
A Survey of Deep Learning Techniques for Neural Machine TranslationCode1
On the Discrepancy between Density Estimation and Sequence Generation—0
Incorporating BERT into Neural Machine TranslationCode1
Neural Machine Translation with Joint RepresentationCode1
Multi-layer Representation Fusion for Neural Machine TranslationCode0
Deep Learning for Source Code Modeling and Generation: Models, Applications and ChallengesCode0
Mask & Focus: Conversation Modelling by Learning Concepts—0
Learning Coupled Policies for Simultaneous Machine Translation using Imitation Learning—0
A Probabilistic Formulation of Unsupervised Text Style TransferCode1
Explainable Deep RDFS Reasoner—0
FastWave: Accelerating Autoregressive Convolutional Neural Networks on FPGA—0
Importance-Driven Deep Learning System Testing—0
Time-aware Large Kernel ConvolutionsCode1
Translating Web Search Queries into Natural Language Questions—0
A Multilingual View of Unsupervised Machine Translation—0
Compositional Neural Machine Translation by Removing the Lexicon from Syntax—0
Neural Machine Translation System of Indic Languages -- An Attention based ApproachCode1
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
AMR Similarity Metrics from PrinciplesCode1
Unsupervised Multilingual Alignment using Wasserstein BarycenterCode0
PMIndia -- A Collection of Parallel Corpora of Languages of IndiaCode1
Semi-Autoregressive Training Improves Mask-Predict Decoding—0
Pre-training via Leveraging Assisting Languages and Data Selection for Neural Machine Translation—0
Normalization of Input-output Shared Embeddings in Text Generation Models—0
A Simple Baseline to Semi-Supervised Domain Adaptation for Machine TranslationCode1
Multilingual Denoising Pre-training for Neural Machine TranslationCode1
From Speech-to-Speech Translation to Automatic Dubbing—0
Non-Autoregressive Machine Translation with Disentangled Context TransformerCode1
Bi-Decoder Augmented Network for Neural Machine Translation—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