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 6101–6150 of 10752 papers

TitleStatusHype
Exploring Recombination for Efficient Decoding of Neural Machine TranslationCode0
Meta-Learning for Low-Resource Neural Machine Translation—0
Approximate Distribution Matching for Sequence-to-Sequence Learning—0
A Visual Attention Grounding Neural Model for Multimodal Machine TranslationCode0
Style Transfer as Unsupervised Machine Translation—0
The Importance of Generation Order in Language Modeling—0
Training Deeper Neural Machine Translation Models with Transparent AttentionCode0
Learning When to Concentrate or Divert Attention: Self-Adaptive Attention Temperature for Neural Machine TranslationCode0
SwitchOut: an Efficient Data Augmentation Algorithm for Neural Machine Translation—0
Has Machine Translation Achieved Human Parity? A Case for Document-level EvaluationCode0
Neural Machine Translation of Text from Non-Native SpeakersCode0
SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text Processing—0
Linked Recurrent Neural Networks—0
A Recipe for Arabic-English Neural Machine Translation—0
Augmenting Statistical Machine Translation with Subword Translation of Out-of-Vocabulary Words—0
Neural Architecture Search: A SurveyCode0
Paraphrase Thought: Sentence Embedding Module Imitating Human Language RecognitionCode0
Discrete Structural Planning for Neural Machine Translation—0
R-grams: Unsupervised Learning of Semantic Units in Natural LanguageCode0
D-PAGE: Diverse Paraphrase Generation—0
Rapid Adaptation of Neural Machine Translation to New LanguagesCode0
Regularizing Neural Machine Translation by Target-bidirectional Agreement—0
Ancient-Modern Chinese Translation with a Large Training Dataset—0
Pervasive Attention: 2D Convolutional Neural Networks for Sequence-to-Sequence PredictionCode0
Hierarchical Attention: What Really Counts in Various NLP TasksCode0
Debugging Neural Machine TranslationsCode0
Neural Machine Translation Inspired Binary Code Similarity Comparison beyond Function Pairs—0
A Prospective-Performance Network to Alleviate Myopia in Beam Search for Response Generation—0
A Reassessment of Reference-Based Grammatical Error Correction MetricsCode0
Fast and Accurate Reordering with ITG Transition RNN—0
Incorporating Syntactic Uncertainty in Neural Machine Translation with a Forest-to-Sequence Model—0
Indigenous language technologies in Canada: Assessment, challenges, and successes—0
A Cross-lingual Messenger with Keyword Searchable Phrases for the Travel Domain—0
Cool English: a Grammatical Error Correction System Based on Large Learner Corpora—0
Contractions: To Align or Not to Align, That Is the Question—0
Deep Models for Arabic Dialect Identification on Benchmarked Data—0
Deep Neural Networks at the Service of Multilingual Parallel Sentence Extraction—0
Context-Sensitive Generation of Open-Domain Conversational Responses—0
Leveraging Meta-Embeddings for Bilingual Lexicon Extraction from Specialized Comparable Corpora—0
Joint Modeling of Structure Identification and Nuclearity Recognition in Macro Chinese Discourse Treebank—0
LCQMC:A Large-scale Chinese Question Matching Corpus—0
KIT Lecture Translator: Multilingual Speech Translation with One-Shot Learning—0
Do Character-Level Neural Network Language Models Capture Knowledge of Multiword Expression Compositionality?—0
Neural Machine Translation with Decoding History Enhanced Attention—0
Appraise Evaluation Framework for Machine Translation—0
deepQuest: A Framework for Neural-based Quality EstimationCode0
Construction of a Multilingual Corpus Annotated with Translation Relations—0
Assessing Quality Estimation Models for Sentence-Level Prediction—0
A Knowledge-Augmented Neural Network Model for Implicit Discourse Relation Classification—0
On-Device Neural Language Model Based Word PredictionCode0
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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