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

Showing 85018550 of 10752 papers

TitleStatusHype
Augmenting String-to-Tree and Tree-to-String Translation with Non-Syntactic Phrases0
Augmenting Translation Models with Simulated Acoustic Confusions for Improved Spoken Language Translation0
AUGVIC: Exploiting BiText Vicinity for Low-Resource NMT0
A Unified Annotation Scheme for the Semantic/Pragmatic Components of Definiteness0
A Unified Approach to Transliteration-based Text Input with Online Spelling Correction0
A Unified Framework for Grammar Error Correction0
A Unified Kernel Approach for Learning Typed Sentence Rewritings0
A Unified Model for Soft Linguistic Reordering Constraints in Statistical Machine Translation0
A Unified Neural Coherence Model0
A Universal Parent Model for Low-Resource Neural Machine Translation Transfer0
A Use Case: Reformulating Query Rewriting as a Statistical Machine Translation Problem0
A User Study of the Incremental Learning in NMT0
A User-Study on Online Adaptation of Neural Machine Translation to Human Post-Edits0
AUT Document Alignment Framework for BUCC Workshop Shared Task0
Autobank: a semi-automatic annotation tool for developing deep Minimalist Grammar treebanks0
Autocorrect in the Process of Translation --- Multi-task Learning Improves Dialogue Machine Translation0
AutoDropout: Learning Dropout Patterns to Regularize Deep Networks0
AutoLoss: Learning Discrete Schedule for Alternate Optimization0
Automated Audio Captioning with Recurrent Neural Networks0
Automated Grammar Correction Using Hierarchical Phrase-Based Statistical Machine Translation0
Automated Multi-Language to English Machine Translation Using Generative Pre-Trained Transformers0
Automated Paraphrase Lattice Creation for HyTER Machine Translation Evaluation0
Automated Prediction of Medieval Arabic Diacritics0
Automated Program Repair: Emerging trends pose and expose problems for benchmarks0
Automated Python Translation0
Automated Scoring of Clinical Expressive Language Evaluation Tasks0
Automated Simultaneous Interpretation: Hints of a Cognitive Framework for Machine Translation0
Automated Text Simplification as a Preprocessing Step for Machine Translation into an Under-resourced Language0
Automated Translation of a Literary Work: A Pilot Study0
Automatically Extracting Challenge Sets for Non-Local Phenomena in Neural Machine Translation0
Automatically extracting the semantic network out of public services to support cities becoming Smart Cities0
Automatically Extracting Variant-Normalization Pairs for Japanese Text Normalization0
Automatically generated NE tagged corpora for English and Hungarian0
Automatically Generating Commit Messages from Diffs using Neural Machine Translation0
Automatically Identifying Gender Issues in Machine Translation using Perturbations0
Automatically Predicting Sentence Translation Difficulty0
Automatically Tailoring Unsupervised Morphological Segmentation to the Language0
Automatic Animacy Classification0
Automatic Annotation of Genitives in Hindi Treebank0
Automatic Annotation of Machine Translation Datasets with Binary Quality Judgements0
Automatic Arabic Dialect Identification Systems for Written Texts: A Survey0
Automatic Bilingual Phrase Dictionary Construction from GIZA++ Output0
Automatic Bilingual Phrase Extraction from Comparable Corpora0
Automatic Building and Using Parallel Resources for SMT from Comparable Corpora0
Automatic Classification of Human Translation and Machine Translation: A Study from the Perspective of Lexical Diversity0
Automatic classification of semantic patterns from the Pattern Dictionary of English Verbs0
Automatic Clause Boundary Annotation in the Hindi Treebank0
Automatic Compound Processing: Compound Splitting and Semantic Analysis for Afrikaans and Dutch0
Automatic Conditional Generation of Personalized Social Media Short Texts0
Automatic Construction of a MultiWord Expressions Bilingual Lexicon: A Statistical Machine Translation Evaluation Perspective0
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14Unverified
2Noisy back-translationBLEU score35Unverified
3Transformer+Rep(Uni)BLEU score33.89Unverified
4T5-11BBLEU score32.1Unverified
5BiBERTBLEU score31.26Unverified
6Transformer + R-DropBLEU score30.91Unverified
7Bi-SimCutBLEU score30.78Unverified
8BERT-fused NMTBLEU score30.75Unverified
9Data Diversification - TransformerBLEU score30.7Unverified
10SimCutBLEU score30.56Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4Unverified
2Noisy back-translationBLEU score45.6Unverified
3mRASP+Fine-TuneBLEU score44.3Unverified
4Transformer + R-DropBLEU score43.95Unverified
5Transformer (ADMIN init)BLEU score43.8Unverified
6AdminBLEU score43.8Unverified
7BERT-fused NMTBLEU score43.78Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5Unverified
9T5BLEU score43.4Unverified
10Local Joint Self-attentionBLEU score43.3Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43Unverified
2BiBERTBLEU score38.61Unverified
3Bi-SimCutBLEU score38.37Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96Unverified
5DRDABLEU score37.95Unverified
6Transformer + R-Drop + CutoffBLEU score37.9Unverified
7SimCutBLEU score37.81Unverified
8Cutoff+KneeBLEU score37.78Unverified
9CutoffBLEU score37.6Unverified
10CipherDAugBLEU score37.53Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97Unverified
2MS-COMET-22Score19.89Unverified
3MS-COMET-QE-22Score19.76Unverified
4KG-BERTScoreScore17.28Unverified
5metricx_xl_DA_2019Score17.17Unverified
6COMET-QEScore16.8Unverified
7COMET-22Score16.31Unverified
8UniTE-srcScore15.68Unverified
9UniTE-refScore15.38Unverified
10metricx_xxl_DA_2019Score15.24Unverified