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 7251–7300 of 10752 papers

TitleStatusHype
Six Challenges for Neural Machine Translation—0
Attention-based Vocabulary Selection for NMT Decoding—0
Online Learning for Neural Machine Translation Post-editing—0
Depthwise Separable Convolutions for Neural Machine TranslationCode0
Acquisition of Translation Lexicons for Historically Unwritten Languages via Bridging Loanwords—0
Retrosynthetic reaction prediction using neural sequence-to-sequence modelsCode0
Learning Paraphrastic Sentence Embeddings from Back-Translated Bitext—0
MobiRNN: Efficient Recurrent Neural Network Execution on Mobile GPUCode0
NMTPY: A Flexible Toolkit for Advanced Neural Machine Translation Systems—0
Adaptation incr\'ementale de mod\`eles de traduction neuronaux (Incremental adaptation of neural machine translation models)—0
Machine Translation of Speech-Like Texts: Strategies for the Inclusion of Context—0
A Comprehensive Analysis of Bilingual Lexicon Induction—0
Learning When to Attend for Neural Machine Translation—0
Style Transfer from Non-Parallel Text by Cross-AlignmentCode0
Fast-Slow Recurrent Neural NetworksCode0
Local Monotonic Attention Mechanism for End-to-End Speech and Language Processing—0
A Regularized Framework for Sparse and Structured Neural AttentionCode0
SmartPaste: Learning to Adapt Source Code—0
Spelling Correction as a Foreign Language—0
Search Engine Guided Non-Parametric Neural Machine Translation—0
Softmax Q-Distribution Estimation for Structured Prediction: A Theoretical Interpretation for RAML—0
Learning a bidirectional mapping between human whole-body motion and natural language using deep recurrent neural networks—0
Sharp Models on Dull Hardware: Fast and Accurate Neural Machine Translation Decoding on the CPUCode0
Chunk-Based Bi-Scale Decoder for Neural Machine TranslationCode0
Deep Neural Machine Translation with Linear Associative Unit—0
STAIR Captions: Constructing a Large-Scale Japanese Image Caption DatasetCode0
Modeling Source Syntax for Neural Machine Translation—0
A Teacher-Student Framework for Zero-Resource Neural Machine Translation—0
Cross-lingual Learning of Semantic Textual Similarity with Multilingual Word Representations—0
Labelled network subgraphs reveal stylistic subtleties in written texts—0
Comparing Rule-based and SMT-based Spelling Normalisation for English Historical Texts—0
Mainstreaming August Strindberg with Text Normalization—0
Normalizing Medieval German Texts: from rules to deep learning—0
Machine translation with North Saami as a pivot language—0
The Effect of Translationese on Tuning for Statistical Machine Translation—0
Joint UD Parsing of Norwegian Bokm and NynorskCode0
North-S\'ami to Finnish rule-based machine translation system—0
Improving Optical Character Recognition of Finnish Historical Newspapers with a Combination of Fraktur \& Antiqua Models and Image Preprocessing—0
Tilde MODEL - Multilingual Open Data for EU Languages—0
A GRU-Gated Attention Model for Neural Machine Translation—0
Diversity driven Attention Model for Query-based Abstractive SummarizationCode0
A Challenge Set Approach to Evaluating Machine Translation—0
Lexically Constrained Decoding for Sequence Generation Using Grid Beam SearchCode0
Differentiable Scheduled Sampling for Credit Assignment—0
Neural Machine Translation via Binary Code Prediction—0
Learning to Skim TextCode0
Translating NeuraleseCode0
Sarcasm SIGN: Interpreting Sarcasm with Sentiment Based Monolingual Machine TranslationCode0
Bandit Structured Prediction for Neural Sequence-to-Sequence LearningCode0
A Semantic QA-Based Approach for Text Summarization Evaluation—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