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 37513800 of 10752 papers

TitleStatusHype
Unifying Input and Output Smoothing in Neural Machine Translation0
Improving Low-Resource NMT through Relevance Based Linguistic Features Incorporation0
Towards the First Machine Translation System for Sumerian Transliterations0
A Document-Level Neural Machine Translation Model with Dynamic Caching Guided by Theme-Rheme InformationCode0
Revitalization of Indigenous Languages through Pre-processing and Neural Machine Translation: The case of Inuktitut0
Data Selection for Bilingual Lexicon Induction from Specialized Comparable Corpora0
A Multilingual Reading Comprehension System for more than 100 Languages0
Translation vs. Dialogue: A Comparative Analysis of Sequence-to-Sequence Modeling0
ContraCAT: Contrastive Coreference Analytical Templates for Machine Translation0
Lost in Back-Translation: Emotion Preservation in Neural Machine Translation0
Neural Machine Translation Models with Back-Translation for the Extremely Low-Resource Indigenous Language BribriCode0
Incorporating Noisy Length Constraints into Transformer with Length-aware Positional Encodings0
Intermediate Self-supervised Learning for Machine Translation Quality Estimation0
Multilingual Neural Machine Translation0
Formality Style Transfer with Shared Latent SpaceCode0
Meet Changes with Constancy: Learning Invariance in Multi-Source Translation0
Generating Equation by Utilizing Operators : GEO model0
Heterogeneous Recycle Generation for Chinese Grammatical Error Correction0
Train Once, and Decode As You Like0
Context-Aware Text Normalisation for Historical Dialects0
Self-Supervised Learning for Pairwise Data Refinement0
English-to-Chinese Transliteration with Phonetic Auxiliary Task0
An Exploratory Study on Multilingual Quality Estimation0
Document-Level Neural Machine Translation Using BERT as Context Encoder0
Predicting and Using Target Length in Neural Machine Translation0
Training with Adversaries to Improve Faithfulness of Attention in Neural Machine Translation0
Towards a Better Understanding of Label Smoothing in Neural Machine Translation0
Voice@SRIB at SemEval-2020 Tasks 9 and 12: Stacked Ensemblingmethod for Sentiment and Offensiveness detection in Social Media0
FBK-DH at SemEval-2020 Task 12: Using Multi-channel BERT for Multilingual Offensive Language DetectionCode0
Semantic Structural Decomposition for Neural Machine TranslationCode0
SSN-NLP at SemEval-2020 Task 4: Text Classification and Generation on Common Sense Context Using Neural Networks0
SHIKEBLCU at SemEval-2020 Task 2: An External Knowledge-enhanced Matrix for Multilingual and Cross-Lingual Lexical Entailment0
JUNLP at SemEval-2020 Task 9: Sentiment Analysis of Hindi-English Code Mixed Data Using Grid Search Cross Validation0
Is normalization indispensable for training deep neural network?Code1
Machine Translation of Novels in the Age of TransformerCode0
Dynamic Curriculum Learning for Low-Resource Neural Machine Translation0
A Comprehensive Review on Recent Methods and Challenges of Video Description0
Using Multiple Subwords to Improve English-Esperanto Automated Literary Translation Quality0
Decoding and Diversity in Machine Translation0
Unsupervised Word Translation Pairing using Refinement based Point Set Registration0
A Panoramic Survey of Natural Language Processing in the Arab World0
Two-Way Neural Machine Translation: A Proof of Concept for Bidirectional Translation Modeling using a Two-Dimensional Grid0
Data-Informed Global Sparseness in Attention Mechanisms for Deep Neural NetworksCode0
Findings of the 2020 Conference on Machine Translation (WMT20)0
Master Thesis: Neural Sign Language Translation by Learning Tokenization0
iPerceive: Applying Common-Sense Reasoning to Multi-Modal Dense Video Captioning and Video Question Answering0
A Hybrid Approach for Improved Low Resource Neural Machine Translation using Monolingual Data0
Language Models not just for Pre-training: Fast Online Neural Noisy Channel ModelingCode0
EDITOR: an Edit-Based Transformer with Repositioning for Neural Machine Translation with Soft Lexical ConstraintsCode1
Evaluating Curriculum Learning Strategies in Neural Combinatorial Optimization0
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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
5AdminBLEU score43.8Unverified
6Transformer (ADMIN init)BLEU 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