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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 9001–9050 of 10752 papers

TitleStatusHype
Large-scale Reordering Model for Statistical Machine Translation using Dual Multinomial Logistic Regression—0
Large-scale Expected BLEU Training of Phrase-based Reordering Models—0
Language Identification in Code-Switching Scenario—0
Search-Aware Tuning for Machine Translation—0
Improved Decipherment of Homophonic Ciphers—0
Improve Statistical Machine Translation with Context-Sensitive Bilingual Semantic Embedding Model—0
KyotoEBMT System Description for the 1st Workshop on Asian Translation—0
Improving Pivot-Based Statistical Machine Translation by Pivoting the Co-occurrence Count of Phrase Pairs—0
An Etymological Approach to Cross-Language Orthographic Similarity. Application on Romanian—0
A Pipeline Approach to Supervised Error Correction for the QALB-2014 Shared Task—0
An Iterative Link-based Method for Parallel Web Page Mining—0
Semantic-Based Multilingual Document Clustering via Tensor Modeling—0
An Unsupervised Model for Instance Level Subcategorization Acquisition—0
Translation Modeling with Bidirectional Recurrent Neural Networks—0
Word Translation Prediction for Morphologically Rich Languages with Bilingual Neural Networks—0
Unsupervised Word Segmentation Improves Dialectal Arabic to English Machine Translation—0
Transformation from Discontinuous to Continuous Word Alignment Improves Translation Quality—0
Two Improvements to Left-to-Right Decoding for Hierarchical Phrase-based Machine Translation—0
Translation Rules with Right-Hand Side Lattices—0
Type-based MCMC for Sampling Tree Fragments from Forests—0
The SAS Statistical Machine Translation System for WAT 2014—0
Word's Vector Representations meet Machine Translation—0
Weblio Pre-reordering Statistical Machine Translation System—0
Word Order Does NOT Differ Significantly Between Chinese and Japanese—0
Vector Space Models for Phrase-based Machine Translation—0
Toshiba MT System Description for the WAT2014 Workshop—0
Unsupervised Word Alignment Using Frequency Constraint in Posterior Regularized EM—0
Improving the Performance of English-Tamil Statistical Machine Translation System using Source-Side Pre-Processing—0
Semantically-Informed Syntactic Machine Translation: A Tree-Grafting Approach—0
Using crowdsourcing system for creating site-specific statistical machine translation engine—0
10,000+ Times Accelerated Robust Subset Selection (ARSS)—0
Sequence to Sequence Learning with Neural NetworksCode0
Recurrent Neural Network RegularizationCode0
Overcoming the Curse of Sentence Length for Neural Machine Translation using Automatic Segmentation—0
Pushdown Automata in Statistical Machine Translation—0
Obituary: Charles J. Fillmore—0
A Comparative Study of Different Classification Methods for the Identification of Brazilian Portuguese Multiword Expressions—0
Relative clause extraction for syntactic simplification—0
gdbank: The beginnings of a corpus of dependency structures and type-logical grammar in Scottish Gaelic—0
Compilation of a Swiss German Dialect Corpus and its Application to PoS Tagging—0
BEL: Bagging for Entity Linking—0
Investigating the Usefulness of Generalized Word Representations in SMT—0
Inferring Knowledge with Word Refinements in a Crowdsourced Lexical-Semantic Network—0
Ontology-based Technical Text Annotation—0
Pos-tagging different varieties of Occitan with single-dialect resources—0
Soft Dependency Matching for Hierarchical Phrase-based Machine Translation—0
Machine Translation Quality Estimation Across Domains—0
A Neural Reordering Model for Phrase-based Translation—0
Fourteen Light Tasks for comparing Analogical and Phrase-based Machine Translation—0
Fast Domain Adaptation of SMT models without in-Domain Parallel Data—0
Show:102550
← PrevPage 181 of 216Next →
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