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 801850 of 10752 papers

TitleStatusHype
Transfer Learning in Multilingual Neural Machine Translation with Dynamic VocabularyCode1
How2: A Large-scale Dataset for Multimodal Language UnderstandingCode1
Prompsit's submission to WMT 2018 Parallel Corpus Filtering shared taskCode1
Document-Level Neural Machine Translation with Hierarchical Attention NetworksCode1
Unsupervised Statistical Machine TranslationCode1
Word Error Rate Estimation for Speech Recognition: e-WERCode1
Graph-to-Sequence Learning using Gated Graph Neural NetworksCode1
The Natural Language Decathlon: Multitask Learning as Question AnsweringCode1
On the Impact of Various Types of Noise on Neural Machine TranslationCode1
OpenNMT: Neural Machine Translation ToolkitCode1
Deep Reinforcement Learning For Sequence to Sequence ModelsCode1
Parallel Corpora for the Biomedical DomainCode1
On the Evaluation of Semantic Phenomena in Neural Machine Translation Using Natural Language InferenceCode1
QANet: Combining Local Convolution with Global Self-Attention for Reading ComprehensionCode1
Adafactor: Adaptive Learning Rates with Sublinear Memory CostCode1
Attentive Sequence-to-Sequence Learning for Diacritic Restoration of Yorùbá Language TextCode1
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence ModelingCode1
XNMT: The eXtensible Neural Machine Translation ToolkitCode1
Multimodal Generative Models for Scalable Weakly-Supervised LearningCode1
Evaluating Layers of Representation in Neural Machine Translation on Part-of-Speech and Semantic Tagging TasksCode1
Asynchronous Bidirectional Decoding for Neural Machine TranslationCode1
Population Based Training of Neural NetworksCode1
Word, Subword or Character? An Empirical Study of Granularity in Chinese-English NMTCode1
Generalization without systematicity: On the compositional skills of sequence-to-sequence recurrent networksCode1
Neural Machine TranslationCode1
SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused EvaluationCode1
Deep Architectures for Neural Machine TranslationCode1
A parallel corpus of Python functions and documentation strings for automated code documentation and code generationCode1
Plan, Attend, Generate: Character-level Neural Machine Translation with Planning in the DecoderCode1
Convolutional Sequence to Sequence LearningCode1
Data Augmentation for Low-Resource Neural Machine TranslationCode1
Sparse Communication for Distributed Gradient DescentCode1
What do Neural Machine Translation Models Learn about Morphology?Code1
Emergence of Grounded Compositional Language in Multi-Agent PopulationsCode1
ATR4S: Toolkit with State-of-the-art Automatic Terms Recognition Methods in ScalaCode1
Learning principled bilingual mappings of word embeddings while preserving monolingual invarianceCode1
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence ModelsCode1
HyperNetworksCode1
Context-Dependent Word Representation for Neural Machine TranslationCode1
Sequence-Level Knowledge DistillationCode1
3D U-Net: Learning Dense Volumetric Segmentation from Sparse AnnotationCode1
Neural Language Correction with Character-Based AttentionCode1
A Character-Level Decoder without Explicit Segmentation for Neural Machine TranslationCode1
Improving Neural Machine Translation Models with Monolingual DataCode1
Neural Machine Translation of Rare Words with Subword UnitsCode1
Effective Approaches to Attention-based Neural Machine TranslationCode1
Attention-Based Models for Speech RecognitionCode1
On the Properties of Neural Machine Translation: Encoder-Decoder ApproachesCode1
Neural Machine Translation by Jointly Learning to Align and TranslateCode1
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine TranslationCode1
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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