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 9601–9650 of 10752 papers

TitleStatusHype
A Novel Schema-Oriented Approach for Chinese New Word Identification—0
A Study of the Effectiveness of Suffixes for Chinese Word Segmentation—0
Automatic Clause Boundary Annotation in the Hindi Treebank—0
Basic Principles for Segmenting Thai EDUs—0
Semantic Textual Similarity: past present and future—0
Determining is-a relationships for Textual Entailment—0
Exploiting Parallel Corpus for Handling Out-of-Vocabulary Words—0
Potential and limits of distributional approaches for semantic relatedness—0
Automatic classification of semantic patterns from the Pattern Dictionary of English Verbs—0
Vietnamese Text Accent Restoration with Statistical Machine Translation—0
Vietnamese to Chinese Machine Translation via Chinese Character as Pivot—0
Subjective and Objective Evaluation of English to Urdu Machine Translation—0
Improving the Quality of MT Output using Novel Name Entity Translation Scheme—0
Dependency Parsing for Identifying Hungarian Light Verb Constructions—0
Japanese Zero Reference Resolution Considering Exophora and Author/Reader Mentions—0
Boosting Cross-Language Retrieval by Learning Bilingual Phrase Associations from Relevance Rankings—0
A Web-based Annotation Framework For Large-Scale Text Correction—0
Full-coverage Identification of English Light Verb Constructions—0
A Hybrid Chinese Spelling Correction Using Language Model and Statistical Machine Translation with Reranking—0
Labeled Alignment for Recognizing Textual Entailment—0
Max-Margin Synchronous Grammar Induction for Machine Translation—0
KySS 1.0: a Framework for Automatic Evaluation of Chinese Input Method Engines—0
Improving Alignment of System Combination by Using Multi-objective Optimization—0
A Dynamic Confusion Score for Dependency Arc Labels—0
Joint Language and Translation Modeling with Recurrent Neural Networks—0
Diagnosing Causes of Reading Difficulty using Bayesian Networks—0
Bilingual Word Embeddings for Phrase-Based Machine Translation—0
Multi-Domain Adaptation for SMT Using Multi-Task Learning—0
Selective Combination of Pivot and Direct Statistical Machine Translation Models—0
An Efficient Language Model Using Double-Array Structures—0
Structured Penalties for Log-Linear Language Models—0
Russian Stress Prediction using Maximum Entropy Ranking—0
Decoding with Large-Scale Neural Language Models Improves Translation—0
Automated Grammar Correction Using Hierarchical Phrase-Based Statistical Machine Translation—0
Semi-Supervised Representation Learning for Cross-Lingual Text Classification—0
機器翻譯為本的中文拼字改錯系統 (Chinese Spelling Checker Based on Statistical Machine Translation)—0
Orthographic and Morphological Processing for Persian-to-English Statistical Machine Translation—0
Context Based Statistical Morphological Analyzer and its Effect on Hindi Dependency Parsing—0
Automatic Knowledge Acquisition for Case Alternation between the Passive and Active Voices in Japanese—0
Exploring Verb Frames for Sentence Simplification in Hindi—0
Source and Translation Classification using Most Frequent Words—0
Dashboard: A Tool for Integration, Validation, and Visualization of Distributed NLP Systems on Heterogeneous Platforms—0
Optimal Beam Search for Machine Translation—0
Estimating the Quality of Translated User-Generated Content—0
Shift-Reduce Word Reordering for Machine Translation—0
Flexible and Efficient Hypergraph Interactions for Joint Hierarchical and Forest-to-String Decoding—0
Ensemble Triangulation for Statistical Machine Translation—0
Phrase-based Parallel Fragments Extraction from Comparable Corpora—0
Paraphrasing 4 Microblog Normalization—0
Incremental Segmentation and Decoding Strategies for Simultaneous Translation—0
Show:102550
← PrevPage 193 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