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 42014250 of 10752 papers

TitleStatusHype
SBAT: Video Captioning with Sparse Boundary-Aware Transformer0
Neural Machine Translation with Error CorrectionCode0
Neural Machine Translation model for University Email Application0
Voice@SRIB at SemEval-2020 Task 9 and 12: Stacked Ensembling method for Sentiment and Offensiveness detection in Social MediaCode0
Morphological Skip-Gram: Using morphological knowledge to improve word representation0
Translation Between Waves, wave2wave0
CoVoST 2 and Massively Multilingual Speech-to-Text TranslationCode1
CoCoNuT: Combining Context-Aware Neural Translation Models using Ensemble for Program RepairCode1
A Novel Graph-based Multi-modal Fusion Encoder for Neural Machine TranslationCode1
Task-Level Curriculum Learning for Non-Autoregressive Neural Machine Translation0
Dual Past and Future for Neural Machine Translation0
A Multilingual Parallel Corpora Collection Effort for Indian LanguagesCode0
Modeling Voting for System Combination in Machine TranslationCode0
Sequence Generation with Mixed RepresentationsCode1
Pragmatic information in translation: a corpus-based study of tense and mood in English and German0
Temporally Correlated Task Scheduling for Sequence LearningCode0
Learning to Reweight with Deep Interactions0
AdaScale SGD: A User-Friendly Algorithm for Distributed TrainingCode1
scb-mt-en-th-2020: A Large English-Thai Parallel Corpus0
Bilingual Dictionary Based Neural Machine Translation without Using Parallel SentencesCode1
Relevance Transformer: Generating Concise Code Snippets with Relevance Feedback0
Text Data Augmentation: Towards better detection of spear-phishing emails0
El Departamento de Nosotros: How Machine Translated Corpora Affects Language Models in MRC TasksCode0
Reading Comprehension in Czech via Machine Translation and Cross-lingual Transfer0
Metaphor Detection Using Contextual Word Embeddings From Transformers0
Flexible Non-Autoregressive Neural Machine Translation via Repositioning Edit Operations0
Training and Inference Methods for High-Coverage Neural Machine Translation0
Findings of the Fourth Workshop on Neural Generation and Translation0
SIGMORPHON 2020 Task 0 System Description: ETH Z\"urich Team0
FFR v1.1: Fon-French Neural Machine Translation0
Checkpoint Reranking: An Approach to Select Better Hypothesis for Neural Machine Translation Systems0
Robust Neural Machine Translation with ASR Errors0
The ADAPT System Description for the STAPLE 2020 English-to-Portuguese Translation Task0
Character Mapping and Ad-hoc Adaptation: Edinburgh's IWSLT 2020 Open Domain Translation System0
Exploring Model Consensus to Generate Translation ParaphrasesCode0
HausaMT v1.0: Towards English--Hausa Neural Machine TranslationCode1
Improving Document-Level Neural Machine Translation with Domain Adaptation0
CASIA's System for IWSLT 2020 Open Domain Translation0
English-to-Japanese Diverse Translation by Combining Forward and Backward Outputs0
Pre-training via Leveraging Assisting Languages for Neural Machine Translation0
End-to-End Offline Speech Translation System for IWSLT 2020 using Modality Agnostic Meta-Learning0
Towards Mitigating Gender Bias in a decoder-based Neural Machine Translation model by Adding Contextual Information0
Efficient Neural Machine Translation for Low-Resource Languages via Exploiting Related Languages0
Efficient and High-Quality Neural Machine Translation with OpenNMT0
Effectively Aligning and Filtering Parallel Corpora under Sparse Data Conditions0
BIT's system for the AutoSimTrans 20200
Edinburgh's Submissions to the 2020 Machine Translation Efficiency Task0
University of Tsukuba's Machine Translation System for IWSLT20 Open Domain Translation Task0
Start-Before-End and End-to-End: Neural Speech Translation by AppTek and RWTH Aachen University0
An Evaluation of Subword Segmentation Strategies for Neural Machine Translation of Morphologically Rich Languages0
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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