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 7951–8000 of 10752 papers

TitleStatusHype
Alto: Rapid Prototyping for Parsing and Translation—0
A Machine Learning Application for Raising WASH Awareness in the Times of COVID-19 Pandemic—0
A Machine Learning-based Segmentation Approach for Measuring Similarity between Sign Languages—0
A Machine Learning Method to Distinguish Machine Translation from Human Translation—0
A Machine Translation Approach for Modernizing Historical Documents Using Backtranslation—0
A Machine Translation-Powered Chatbot for Public Administration—0
A machine translation system combining rule-based machine translation and statistical post-editing—0
A Margin-based Loss with Synthetic Negative Samples for Continuous-output Machine Translation—0
A Markov Model of Machine Translation using Non-parametric Bayesian Inference—0
A Maturity Model for Public Administration as Open Translation Data Providers—0
A Maximum Entropy Classifier for Cross-Lingual Pronoun Prediction—0
A Measure of the System Dependence of Automated Metrics—0
American Sign Language to Text Translation using Transformer and Seq2Seq with LSTM—0
A Method for Human-Interpretable Paraphrasticality Prediction—0
A Method of Accounting Bigrams in Topic Models—0
A Methodology for Bilingual Lexicon Extraction from Comparable Corpora—0
A Methodology for Word Sense Disambiguation at 90\% based on large-scale CrowdSourcing—0
Amharic-Arabic Neural Machine Translation—0
Amharic-English Speech Translation in Tourism Domain—0
A Mixed Learning Objective for Neural Machine Translation—0
A Mixture of h-1 Heads is Better than h Heads—0
A Mixture of h - 1 Heads is Better than h Heads—0
A Modality Lexicon and its use in Automatic Tagging—0
A Modular Architecture for Unsupervised Sarcasm Generation—0
A modular open-source focused crawler for mining monolingual and bilingual corpora from the web—0
A Morphological Analyzer for Shipibo-Konibo—0
A Morphologically Annotated Corpus of Emirati Arabic—0
A Morphologically-Aware Dictionary-based Data Augmentation Technique for Machine Translation of Under-Represented Languages—0
Amortized Noisy Channel Neural Machine Translation—0
Amplexor MTExpert – machine translation adapted to the translation workflow—0
AMRICA: an AMR Inspector for Cross-language Alignments—0
Amrita\_CEN at SemEval-2016 Task 1: Semantic Relation from Word Embeddings in Higher Dimension—0
AMRITA\_CEN@SemEval-2015: Paraphrase Detection for Twitter using Unsupervised Feature Learning with Recursive Autoencoders—0
AMR Parsing with an Incremental Joint Model—0
A Multidialectal Parallel Corpus of Arabic—0
A Multi-Domain Translation Model Framework for Statistical Machine Translation—0
A Multiform Balanced Dependency Treebank for Romanian—0
A Multi-Hop Attention for RNN based Neural Machine Translation—0
A Multilingual Dataset for Evaluating Parallel Sentence Extraction from Comparable Corpora—0
A Multilingual Evaluation of Three Spelling Normalisation Methods for Historical Text—0
A Multilingual Reading Comprehension System for more than 100 Languages—0
A Multilingual View of Unsupervised Machine Translation—0
A Multilingual Wikified Data Set of Educational Material—0
A Multi-media Approach to Cross-lingual Entity Knowledge Transfer—0
A Multimodal Recaptioning Framework to Account for Perceptual Diversity in Multilingual Vision-Language Modeling—0
A multi-source approach for Breton–French hybrid machine translation—0
A Multi-Task Architecture on Relevance-based Neural Query Translation—0
A Multi-task Learning Framework for Evaluating Machine Translation of Emotion-loaded User-generated Content—0
An Aligned French-Chinese corpus of 10K segments from university educational material—0
Analysing Coreference in Transformer Outputs—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