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 9651–9700 of 10752 papers

TitleStatusHype
Hypothesis Refinement Using Agreement Constraints in Machine Translation—0
Latent Anaphora Resolution for Cross-Lingual Pronoun Prediction—0
A Topic-Triggered Language Model for Statistical Machine Translation—0
Detecting and Correcting Learner Korean Particle Omission Errors—0
Semi-Markov Phrase-Based Monolingual Alignment—0
Monolingual Marginal Matching for Translation Model Adaptation—0
English to Urdu Hierarchical Phrase-based Statistical Machine Translation—0
Max-Violation Perceptron and Forced Decoding for Scalable MT Training—0
An Empirical Assessment of Contemporary Online Media in Ad-Hoc Corpus Creation for Social Events—0
Interactive Machine Translation using Hierarchical Translation Models—0
Dependency-Based Decipherment for Resource-Limited Machine Translation—0
Factored Soft Source Syntactic Constraints for Hierarchical Machine Translation—0
Multiword Expressions in the Context of Statistical Machine Translation—0
Source-Side Classifier Preordering for Machine Translation—0
A Study on Bootstrapping Bilingual Vector Spaces from Non-Parallel Data (and Nothing Else)—0
Dependency Language Models for Sentence Completion—0
Detecting English Grammatical Errors based on Machine Translation—0
Identifying Phrasal Verbs Using Many Bilingual Corpora—0
Accurate Parallel Fragment Extraction from Quasi--Comparable Corpora using Alignment Model and Translation Lexicon—0
An Unsupervised Parameter Estimation Algorithm for a Generative Dependency N-gram Language Model—0
Parser Accuracy in Quality Estimation of Machine Translation: A Tree Kernel Approach—0
A Three-Layer Architecture for Automatic Post Editing System Using Rule-Based Paradigm—0
Orthonormal Explicit Topic Analysis for Cross-Lingual Document MatchingCode0
Converting Continuous-Space Language Models into N-Gram Language Models for Statistical Machine Translation—0
A Systematic Exploration of Diversity in Machine Translation—0
SuMT: A Framework of Summarization and MT—0
Repairing Incorrect Translation with Examples—0
Influence of Part-of-Speech and Phrasal Category Universal Tag-set in Tree-to-Tree Translation Models—0
Multilingual Word Sense Disambiguation Using Wikipedia—0
Exploiting Language Models for Visual Recognition—0
Lexical Chain Based Cohesion Models for Document-Level Statistical Machine Translation—0
Merging Word Senses—0
Multimodal Comparable Corpora as Resources for Extracting Parallel Data: Parallel Phrases Extraction—0
Adaptor Grammars for Learning Non-Concatenative Morphology—0
Graph-Based Unsupervised Learning of Word Similarities Using Heterogeneous Feature Types—0
Meta-level Statistical Machine Translation—0
A Corpus Level MIRA Tuning Strategy for Machine Translation—0
Making Headlines in Hindi: Automatic English to Hindi News Headline Translation—0
Statistical Morphological Analyzer for Hindi—0
Event and Event Actor Alignment in Phrase Based Statistical Machine Translation—0
EVBCorpus - A Multi-Layer English-Vietnamese Bilingual Corpus for Studying Tasks in Comparative Linguistics—0
Constructing a Practical Constituent Parser from a Japanese Treebank with Function Labels—0
Robust Transliteration Mining from Comparable Corpora with Bilingual Topic Models—0
Building Specialized Bilingual Lexicons Using Large Scale Background Knowledge—0
Harvesting Parallel News Streams to Generate Paraphrases of Event Relations—0
Malayalam Clause Boundary Identifier: Annotation and Evaluation—0
Recursive Autoencoders for ITG-Based Translation—0
Chinese Spelling Checker Based on Statistical Machine Translation—0
Mining Japanese Compound Words and Their Pronunciations from Web Pages and Tweets—0
Cognate Production using Character-based Machine Translation—0
Show:102550
← PrevPage 194 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