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 33013350 of 10752 papers

TitleStatusHype
Extremely low-resource machine translation for closely related languages0
How Does Distilled Data Complexity Impact the Quality and Confidence of Non-Autoregressive Machine Translation?0
Online Learning Meets Machine Translation Evaluation: Finding the Best Systems with the Least Human EffortCode0
TranSmart: A Practical Interactive Machine Translation System0
Adaptive Nearest Neighbor Machine TranslationCode1
Selective Knowledge Distillation for Neural Machine TranslationCode1
Joint Optimization of Tokenization and Downstream ModelCode1
Bilingual Mutual Information Based Adaptive Training for Neural Machine TranslationCode1
Data Expansion using Back Translation and Paraphrasing for Hate Speech Detection0
IntelliCAT: Intelligent Machine Translation Post-Editing with Quality Estimation and Translation Suggestion0
Prevent the Language Model from being Overconfident in Neural Machine TranslationCode1
Neural Machine Translation with Monolingual Translation MemoryCode1
AutoLRS: Automatic Learning-Rate Schedule by Bayesian Optimization on the FlyCode1
Multi-source Learning via Completion of Block-wise Overlapping Noisy Matrices0
Unsupervised Multilingual Sentence Embeddings for Parallel Corpus Mining0
Contrastive Learning for Many-to-many Multilingual Neural Machine TranslationCode1
Learning Language Specific Sub-network for Multilingual Machine TranslationCode1
Investigating Math Word Problems using Pretrained Multilingual Language ModelsCode0
Exploring Text-to-Text Transformers for English to Hinglish Machine Translation with Synthetic Code-Mixing0
Solving the electronic Schrödinger equation for multiple nuclear geometries with weight-sharing deep neural networksCode1
Training Heterogeneous Features in Sequence to Sequence Tasks: Latent Enhanced Multi-filter Seq2Seq ModelCode0
Understanding the Properties of Minimum Bayes Risk Decoding in Neural Machine TranslationCode1
Ensemble-based Transfer Learning for Low-resource Machine Translation Quality Estimation0
Breaking Down Multilingual Machine Translation0
Multilingual Domain Adaptation for NMT: Decoupling Language and Domain Information with Adapters0
LiSTra, Automatic Speech Translation: English to Lingala case study0
Data Augmentation for Sign Language Gloss Translation0
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language UnderstandingCode0
DirectQE: Direct Pretraining for Machine Translation Quality Estimation0
Rethinking Skip Connection with Layer Normalization in Transformers and ResNets0
Dynamic Multi-Branch Layers for On-Device Neural Machine TranslationCode0
Do Context-Aware Translation Models Pay the Right Attention?Code1
Improving Lexically Constrained Neural Machine Translation with Source-Conditioned Masked Span PredictionCode1
Stacked Acoustic-and-Textual Encoding: Integrating the Pre-trained Models into Speech Translation Encoders0
Can You Traducir This? Machine Translation for Code-Switched Input0
Backretrieval: An Image-Pivoted Evaluation Metric for Cross-Lingual Text Representations Without Parallel Corpora0
Automatic Classification of Human Translation and Machine Translation: A Study from the Perspective of Lexical Diversity0
Self-Guided Curriculum Learning for Neural Machine Translation0
FastCorrect: Fast Error Correction with Edit Alignment for Automatic Speech Recognition0
FNet: Mixing Tokens with Fourier TransformsCode1
Continual Mixed-Language Pre-Training for Extremely Low-Resource Neural Machine TranslationCode0
Duplex Sequence-to-Sequence Learning for Reversible Machine TranslationCode1
Measuring and Increasing Context Usage in Context-Aware Machine TranslationCode1
ResMLP: Feedforward networks for image classification with data-efficient trainingCode1
Learning Shared Semantic Space for Speech-to-Text TranslationCode1
Aligning Subtitles in Sign Language Videos0
Translation Quality Assessment: A Brief Survey on Manual and Automatic MethodsCode0
Data Augmentation by Concatenation for Low-Resource Translation: A Mystery and a Solution0
Towards Bengali Word Embedding: Corpus Creation, Intrinsic and Extrinsic Evaluations0
Contrastive Conditioning for Assessing Disambiguation in MT: A Case Study of Distilled BiasCode0
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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