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 9701–9750 of 10752 papers

TitleStatusHype
An Efficient Language Model Using Double-Array Structures—0
Flexible and Efficient Hypergraph Interactions for Joint Hierarchical and Forest-to-String Decoding—0
Semi-Markov Phrase-Based Monolingual Alignment—0
Interactive Machine Translation using Hierarchical Translation Models—0
A Systematic Exploration of Diversity in Machine Translation—0
Identifying Phrasal Verbs Using Many Bilingual Corpora—0
Adaptor Grammars for Learning Non-Concatenative Morphology—0
Max-Margin Synchronous Grammar Induction for Machine Translation—0
A Convex Alternative to IBM Model 2—0
Exploiting Language Models for Visual Recognition—0
Paraphrasing 4 Microblog Normalization—0
Multi-Domain Adaptation for SMT Using Multi-Task Learning—0
Russian Stress Prediction using Maximum Entropy Ranking—0
Regularized Minimum Error Rate Training—0
Semi-Supervised Representation Learning for Cross-Lingual Text Classification—0
Dependency-Based Decipherment for Resource-Limited Machine Translation—0
Factored Soft Source Syntactic Constraints for Hierarchical Machine Translation—0
Lexical Chain Based Cohesion Models for Document-Level Statistical Machine Translation—0
Latent Anaphora Resolution for Cross-Lingual Pronoun Prediction—0
Harvesting Parallel News Streams to Generate Paraphrases of Event Relations—0
Structured Penalties for Log-Linear Language Models—0
Automatic Knowledge Acquisition for Case Alternation between the Passive and Active Voices in Japanese—0
Shift-Reduce Word Reordering for Machine Translation—0
Source-Side Classifier Preordering for Machine Translation—0
Joint Language and Translation Modeling with Recurrent Neural Networks—0
Improving Alignment of System Combination by Using Multi-objective Optimization—0
Japanese Zero Reference Resolution Considering Exophora and Author/Reader Mentions—0
Dependency Language Models for Sentence Completion—0
JRC-Names: A freely available, highly multilingual named entity resource—0
DGT-TM: A freely Available Translation Memory in 22 Languages—0
Exploiting Similarities among Languages for Machine TranslationCode0
Implementation of nlization framework for verbs, pronouns and determiners with eugene—0
Analysing Quality of English-Hindi Machine Translation Engine Outputs Using Bayesian Classification—0
Improving Language Model Adaptation using Automatic Data Selection and Neural Network—0
High-Accuracy Phrase Translation Acquisition Through Battle-Royale Selection—0
Statistical-based System for Morphological Annotation of Arabic Texts—0
Automatic Enhancement of LTAG Treebank—0
Parameter Optimization for Statistical Machine Translation: It Pays to Learn from Hard Examples—0
Edit Distance: A New Data Selection Criterion for Domain Adaptation in SMT—0
Korean Word-Sense Disambiguation Using Parallel Corpus as Additional Resource—0
Context Independent Term Mapper for European LanguagesCode0
Cross-Language Plagiarism Detection Methods—0
Towards a Hybrid Rule-based and Statistical Arabic-French Machine Translation System—0
Wikipedia as an SMT Training Corpus—0
Supervised Morphology Generation Using Parallel Corpus—0
A Tagging Approach to Identify Complex Constituents for Text Simplification—0
History Based Unsupervised Data Oriented Parsing—0
Improving Sentiment Analysis in Twitter Using Multilingual Machine Translated Data—0
Discourse-aware Statistical Machine Translation as a Context-sensitive Spell Checker—0
A Pilot Study on the Semantic Classification of Two German Prepositions: Combining Monolingual and Multilingual Evidence—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