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 1040110450 of 10752 papers

TitleStatusHype
Head-Driven Hierarchical Phrase-based Translation0
Cross-Lingual Mixture Model for Sentiment Classification0
Deciphering Foreign Language by Combining Language Models and Context Vectors0
A Comparative Study of Target Dependency Structures for Statistical Machine Translation0
Bayesian Symbol-Refined Tree Substitution Grammars for Syntactic Parsing0
Machine Translation without Words through Substring Alignment0
A Topic Similarity Model for Hierarchical Phrase-based Translation0
Prediction of Learning Curves in Machine Translation0
Joint Learning of a Dual SMT System for Paraphrase Generation0
Joint Feature Selection in Distributed Stochastic Learning for Large-Scale Discriminative Training in SMT0
A Ranking-based Approach to Word Reordering for Statistical Machine Translation0
Modified Distortion Matrices for Phrase-Based Statistical Machine Translation0
Post-ordering by Parsing for Japanese-English Statistical Machine Translation0
PORT: a Precision-Order-Recall MT Evaluation Metric for Tuning0
Movie-DiC: a Movie Dialogue Corpus for Research and Development0
Detecting Semantic Equivalence and Information Disparity in Cross-lingual Documents0
Improving the IBM Alignment Models Using Variational Bayes0
Semantic Parsing with Bayesian Tree Transducers0
Mixing Multiple Translation Models in Statistical Machine Translation0
Fast Syntactic Analysis for Statistical Language Modeling via Substructure Sharing and Uptraining0
Fast and Scalable Decoding with Language Model Look-Ahead for Phrase-based Statistical Machine Translation0
Attacking Parsing Bottlenecks with Unlabeled Data and Relevant Factorizations0
Modeling Sentences in the Latent Space0
Modeling the Translation of Predicate-Argument Structure for SMT0
Learning Translation Consensus with Structured Label Propagation0
Hierarchical Chunk-to-String Translation0
Learning to Translate with Multiple Objectives0
Enhancing Statistical Machine Translation with Character Alignment0
Application d'un algorithme de traduction statistique \`a la normalisation de textos (Applying a Statistical Machine Translation Algorithm to SMS Text Message Normalization) [in French]0
Alignement sous-phrastique hi\'erarchique avec Anymalign (Hierarchical Sub-Sentential Alignment with Anymalign) [in French]0
Integrating lexical, syntactic and system-based features to improve Word Confidence Estimation in SMT0
Quality Translation for a Multilingual Continent - Priorities and Chances for European MT Research0
Post-\'edition statistique pour l'adaptation aux domaines de sp\'ecialit\'e en traduction automatique (Statistical Post-Editing of Machine Translation for Domain Adaptation) [in French]0
Rep\'erage des entit\'es nomm\'ees pour l'arabe : adaptation non-supervis\'ee et combinaison de syst\`emes (Named Entity Recognition for Arabic : Unsupervised adaptation and Systems combination) [in French]0
Utilisation de la translitt\'eration arabe pour l'am\'elioration de l'alignement de mots \`a partir de corpus parall\`eles fran -arabe (Using Arabic Transliteration to Improve Word Alignment from French-Arabic Parallel Corpora) [in French]0
Utilisation des fonctions de croyance pour l'estimation de param\`etres en traduction automatique (Feature calculation for Statistical Machine Translation by using belief functions) [in French]0
Une plate-forme g\'en\'erique et ouverte pour le traitement des expressions polylexicales (An Open and Generic Framework for the Acquisition of Multiword Expressions) [in French]0
Traduction automatique \`a partir de corpus comparables: extraction de phrases parall\`eles \`a partir de donn\'ees comparables multimodales (Automatic Translation from Comparable corpora : extracting parallel sentences from multimodal comparable corpora) [in French]0
TerrorCat: a Translation Error Categorization-based MT Quality Metric0
Syntax-aware Phrase-based Statistical Machine Translation: System Description0
The RWTH Aachen Machine Translation System for WMT 20120
The Trouble with SMT Consistency0
Tree Kernels for Machine Translation Quality Estimation0
Towards Effective Use of Training Data in Statistical Machine Translation0
The TALP-UPC phrase-based translation systems for WMT12: Morphology simplification and domain adaptation0
The Karlsruhe Institute of Technology Translation Systems for the WMT 20120
Twitter Translation using Translation-Based Cross-Lingual Retrieval0
Using Syntactic Head Information in Hierarchical Phrase-Based Translation0
The SDL Language Weaver Systems in the WMT12 Quality Estimation Shared Task0
The UPC Submission to the WMT 2012 Shared Task on Quality Estimation0
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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