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 7751–7800 of 10752 papers

TitleStatusHype
Which Words Matter in Defining Phrase Reordering Behavior in Statistical Machine Translation?—0
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine TranslationCode0
Large-Scale Machine Translation between Arabic and Hebrew: Available Corpora and Initial Results—0
Lattice-Based Recurrent Neural Network Encoders for Neural Machine Translation—0
One Sentence One Model for Neural Machine Translation—0
Factored Neural Machine Translation—0
Neural Machine Translation with Supervised Attention—0
Multimodal Attention for Neural Machine Translation—0
Morphological Constraints for Phrase Pivot Statistical Machine Translation—0
Unsupervised Identification of Translationese—0
Learning Lexical Entries for Robotic Commands using Crowdsourcing—0
Bi-Text Alignment of Movie Subtitles for Spoken English-Arabic Statistical Machine Translation—0
Processing Document Collections to Automatically Extract Linked Data: Semantic Storytelling Technologies for Smart Curation Workflows—0
A Wizard-of-Oz Study on A Non-Task-Oriented Dialog Systems That Reacts to User Engagement—0
Language Portability for Dialogue Systems: Translating a Question-Answering System from English into Tamil—0
Reward Augmented Maximum Likelihood for Neural Structured Prediction—0
Do Characters Abuse More Than Words?—0
Strategy and Policy Learning for Non-Task-Oriented Conversational Systems—0
The aNALoGuE Challenge: Non Aligned Language GEneration—0
Abstractive Compression of Captions with Attentive Recurrent Neural Networks—0
Generating sets of related sentences from input seed features—0
Generating English from Abstract Meaning Representations—0
Context Gates for Neural Machine TranslationCode0
Learning to Start for Sequence to Sequence Architecture—0
Neural versus Phrase-Based Machine Translation Quality: a Case Study—0
An Efficient Character-Level Neural Machine TranslationCode0
Faster Training of Very Deep Networks Via p-Norm Gates—0
Temporal Attention Model for Neural Machine Translation—0
Resolving Out-of-Vocabulary Words with Bilingual Embeddings in Machine Translation—0
Winograd Schemas and Machine Translation—0
To Swap or Not to Swap? Exploiting Dependency Word Pairs for Reordering in Statistical Machine Translation—0
Learning Online Alignments with Continuous Rewards Policy Gradient—0
Proceedings of the First Conference on Machine Translation: Volume 1, Research Papers—0
News Citation Recommendation with Implicit and Explicit Semantics—0
Report of NEWS 2016 Machine Transliteration Shared Task—0
Cross-Lingual Pronoun Prediction with Deep Recurrent Neural Networks—0
N-gram language models for massively parallel devices—0
DCU-UvA Multimodal MT System Report—0
Character-based Neural Machine Translation—0
T\"UB\.ITAK SMT System Submission for WMT2016—0
Substring-based unsupervised transliteration with phonetic and contextual knowledge—0
Combining Phonology and Morphology for the Normalization of Historical Texts—0
Cross-Lingual Sentiment Classification with Bilingual Document Representation Learning—0
OPT: Oslo--Potsdam--Teesside. Pipelining Rules, Rankers, and Classifier Ensembles for Shallow Discourse Parsing—0
Models and Inference for Prefix-Constrained Machine Translation—0
Sequence-based Structured Prediction for Semantic Parsing—0
Data Selection for IT Texts using Paragraph Vector—0
Idiom Token Classification using Sentential Distributed Semantics—0
Cross-lingual Pronoun Prediction with Linguistically Informed Features—0
CUNI-LMU Submissions in WMT2016: Chimera Constrained and Beaten—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