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

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Showing 9201–9250 of 10752 papers

TitleStatusHype
Automatic Conversion of Dialectal Tamil Text to Standard Written Tamil Text using FSTs—0
EU-BRIDGE MT: Combined Machine Translation—0
Anchors Regularized: Adding Robustness and Extensibility to Scalable Topic-Modeling Algorithms—0
Bilingually-constrained Phrase Embeddings for Machine Translation—0
Learning Continuous Phrase Representations for Translation Modeling—0
Disambiguating prepositional phrase attachment sites with sense information captured in contextualized distributional data—0
DCU Terminology Translation System for Medical Query Subtask at WMT14—0
Assessing the Discourse Factors that Influence the Quality of Machine Translation—0
Manawi: Using Multi-Word Expressions and Named Entities to Improve Machine Translation—0
Parallel FDA5 for Fast Deployment of Accurate Statistical Machine Translation Systems—0
BEER: BEtter Evaluation as Ranking—0
SHEF-Lite 2.0: Sparse Multi-task Gaussian Processes for Translation Quality Estimation—0
Target-Centric Features for Translation Quality Estimation—0
LIMSI @ WMT'14 Medical Translation Task—0
Optimizing Segmentation Strategies for Simultaneous Speech Translation—0
A Systematic Comparison of Smoothing Techniques for Sentence-Level BLEU—0
Improving Text Normalization via Unsupervised Model and Discriminative Reranking—0
Factored Markov Translation with Robust Modeling—0
Learning Ensembles of Structured Prediction Rules—0
Syntactic Processing Using Global Discriminative Learning and Beam-Search Decoding—0
A Unified Model for Soft Linguistic Reordering Constraints in Statistical Machine Translation—0
A Sense-Based Translation Model for Statistical Machine Translation—0
Factored Statistical Machine Translation for Grammatical Error Correction—0
InterlinguaPlus Machine Translation Approach for Local Languages: Ekegusii \& Swahili—0
Exponential Reservoir Sampling for Streaming Language Models—0
Fast and Robust Neural Network Joint Models for Statistical Machine Translation—0
Domain Adaptation for Medical Text Translation using Web Resources—0
A Unified Framework for Grammar Error Correction—0
Crowdsourcing High-Quality Parallel Data Extraction from Twitter—0
Hippocratic Abbreviation Expansion—0
Learning New Semi-Supervised Deep Auto-encoder Features for Statistical Machine Translation—0
Adaptive Quality Estimation for Machine Translation—0
Augmenting String-to-Tree and Tree-to-String Translation with Non-Syntactic Phrases—0
New Directions in Vector Space Models of Meaning—0
Faster Phrase-Based Decoding by Refining Feature State—0
Machine Translation of Medical Texts in the Khresmoi Project—0
Learning Polylingual Topic Models from Code-Switched Social Media Documents—0
DCU-Lingo24 Participation in WMT 2014 Hindi-English Translation task—0
Linear Mixture Models for Robust Machine Translation—0
A Hybrid Approach to Skeleton-based Translation—0
POSTECH Grammatical Error Correction System in the CoNLL-2014 Shared Task—0
Proceedings of the Ninth Workshop on Statistical Machine Translation—0
Postech's System Description for Medical Text Translation Task—0
Low-Resource Semantic Role Labeling—0
Constructing a Turkish-English Parallel TreeBank—0
Experiments in Medical Translation Shared Task at WMT 2014—0
FBK-UPV-UEdin participation in the WMT14 Quality Estimation shared-task—0
Hierarchical MT Training using Max-Violation Perceptron—0
Results of the WMT14 Metrics Shared Task—0
A Constrained Viterbi Relaxation for Bidirectional Word Alignment—0
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All datasetsWMT2014 English-GermanWMT2014 English-FrenchIWSLT2014 German-EnglishACESWMT2016 English-RomanianWMT2016 Romanian-EnglishWMT2014 German-EnglishIWSLT2015 German-EnglishWMT2016 English-GermanIWSLT2015 English-VietnameseIWSLT2015 English-GermanWMT2016 German-English

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14—Unverified
2Noisy back-translationBLEU score35—Unverified
3Transformer+Rep(Uni)BLEU score33.89—Unverified
4T5-11BBLEU score32.1—Unverified
5BiBERTBLEU score31.26—Unverified
6Transformer + R-DropBLEU score30.91—Unverified
7Bi-SimCutBLEU score30.78—Unverified
8BERT-fused NMTBLEU score30.75—Unverified
9Data Diversification - TransformerBLEU score30.7—Unverified
10SimCutBLEU score30.56—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4—Unverified
2Noisy back-translationBLEU score45.6—Unverified
3mRASP+Fine-TuneBLEU score44.3—Unverified
4Transformer + R-DropBLEU score43.95—Unverified
5Transformer (ADMIN init)BLEU score43.8—Unverified
6AdminBLEU score43.8—Unverified
7BERT-fused NMTBLEU score43.78—Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5—Unverified
9T5BLEU score43.4—Unverified
10Local Joint Self-attentionBLEU score43.3—Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43—Unverified
2BiBERTBLEU score38.61—Unverified
3Bi-SimCutBLEU score38.37—Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96—Unverified
5DRDABLEU score37.95—Unverified
6Transformer + R-Drop + CutoffBLEU score37.9—Unverified
7SimCutBLEU score37.81—Unverified
8Cutoff+KneeBLEU score37.78—Unverified
9CutoffBLEU score37.6—Unverified
10CipherDAugBLEU score37.53—Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97—Unverified
2MS-COMET-22Score19.89—Unverified
3MS-COMET-QE-22Score19.76—Unverified
4KG-BERTScoreScore17.28—Unverified
5metricx_xl_DA_2019Score17.17—Unverified
6COMET-QEScore16.8—Unverified
7COMET-22Score16.31—Unverified
8UniTE-srcScore15.68—Unverified
9UniTE-refScore15.38—Unverified
10metricx_xxl_DA_2019Score15.24—Unverified