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 7651–7700 of 10752 papers

TitleStatusHype
Latent Tree Language ModelCode0
Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network—0
A case study of German into English by machine translation: to evaluate Moses using Moses for Mere Mortals—0
NLP and Online Health Reports: What do we say and what do we mean?—0
Rule Extraction for Tree-to-Tree Transducers by Cost Minimization—0
Exploiting Source-side Monolingual Data in Neural Machine Translation—0
Stylistic Transfer in Natural Language Generation Systems Using Recurrent Neural Networks—0
AMR Parsing with an Incremental Joint Model—0
Adapting Grammatical Error Correction Based on the Native Language of Writers with Neural Network Joint Models—0
Calculating the percentage reduction in translator effort when using machine translation—0
Attention-based LSTM Network for Cross-Lingual Sentiment Classification—0
Dual Learning for Machine TranslationCode0
Deep Multi-Task Learning with Shared Memory for Text Classification—0
A Position Encoding Convolutional Neural Network Based on Dependency Tree for Relation Classification—0
Convolutional Neural Network Language ModelsCode0
Event participant modelling with neural networks—0
Learning to Capitalize with Character-Level Recurrent Neural Networks: An Empirical Study—0
Bilingually-constrained Synthetic Data for Implicit Discourse Relation Recognition—0
Richer Interpolative Smoothing Based on Modified Kneser-Ney Language Modeling—0
Neural Morphological Analysis: Encoding-Decoding Canonical Segments—0
Does `well-being' translate on Twitter?—0
Neural Headline Generation on Abstract Meaning Representation—0
Automatic Cross-Lingual Similarization of Dependency Grammars for Tree-based Machine Translation—0
PaCCSS-IT: A Parallel Corpus of Complex-Simple Sentences for Automatic Text Simplification—0
Intra-Sentential Subject Zero Anaphora Resolution using Multi-Column Convolutional Neural Network—0
Automatic Extraction of Implicit Interpretations from Modal Constructions—0
An Evaluation of Parser Robustness for Ungrammatical Sentences—0
A Neural Approach to Automated Essay ScoringCode0
A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification—0
Does String-Based Neural MT Learn Source Syntax?—0
IRT-based Aggregation Model of Crowdsourced Pairwise Comparison for Evaluating Machine Translations—0
Measuring the behavioral impact of machine translation quality improvements with A/B testing—0
A Neural Model for Language Identification in Code-Switched Tweets—0
How to configure statistical machine translation with linked open data resources—0
Insertion Position Selection Model for Flexible Non-Terminals in Dependency Tree-to-Tree Machine Translation—0
Towards a Convex HMM Surrogate for Word Alignment—0
Unsupervised Word Alignment by Agreement Under ITG Constraint—0
Why Neural Translations are the Right Length—0
Unsupervised Resolution of Acronyms and Abbreviations in Nursing Notes Using Document-Level Context Models—0
LightRNN: Memory and Computation-Efficient Recurrent Neural Networks—0
Neural Machine Translation in Linear TimeCode0
Sequence-to-sequence neural network models for transliterationCode0
Can Active Memory Replace Attention?Code0
Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes—0
Statistical Machine Translation for Indian Languages: Mission Hindi 2—0
Reordering rules for English-Hindi SMT—0
Bridging Neural Machine Translation and Bilingual Dictionaries—0
Statistical Machine Translation for Indian Languages: Mission Hindi—0
Lexicons and Minimum Risk Training for Neural Machine Translation: NAIST-CMU at WAT2016—0
Learning variable length units for SMT between related languages via Byte Pair Encoding—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