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

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Showing 9901–9950 of 10752 papers

TitleStatusHype
Supervised Morphological Segmentation in a Low-Resource Learning Setting using Conditional Random Fields—0
Philosophers are Mortal: Inferring the Truth of Unseen Facts—0
Joint Inference for Heterogeneous Dependency Parsing—0
English-to-Russian MT evaluation campaign—0
Semantic Roles for String to Tree Machine Translation—0
Graph-based Semi-Supervised Model for Joint Chinese Word Segmentation and Part-of-Speech Tagging—0
Graph Propagation for Paraphrasing Out-of-Vocabulary Words in Statistical Machine Translation—0
SenseSpotting: Never let your parallel data tie you to an old domain—0
Shallow Local Multi-Bottom-up Tree Transducers in Statistical Machine Translation—0
Generalized Reordering Rules for Improved SMT—0
Enlisting the Ghost: Modeling Empty Categories for Machine Translation—0
A Tale about PRO and Monsters—0
A Lightweight and High Performance Monolingual Word Aligner—0
Learning Non-linear Features for Machine Translation Using Gradient Boosting Machines—0
Improving machine translation by training against an automatic semantic frame based evaluation metric—0
A System for Summarizing Scientific Topics Starting from Keywords—0
Exploiting Qualitative Information from Automatic Word Alignment for Cross-lingual NLP Tasks—0
Co-Regression for Cross-Language Review Rating Prediction—0
Learning a Phrase-based Translation Model from Monolingual Data with Application to Domain Adaptation—0
Mapping Source to Target Strings without Alignment by Analogical Learning: A Case Study with Transliteration—0
Co-regularizing character-based and word-based models for semi-supervised Chinese word segmentation—0
Machine Translation Detection from Monolingual Web-Text—0
A Comparison of Techniques to Automatically Identify Complex Words.—0
Models of Translation Competitions—0
Bilingual Data Cleaning for SMT using Graph-based Random Walk—0
Semantic Parsing as Machine Translation—0
Reranking with Linguistic and Semantic Features for Arabic Optical Character Recognition—0
Integrating Phrase-based Reordering Features into a Chart-based Decoder for Machine Translation—0
Dirt Cheap Web-Scale Parallel Text from the Common Crawl—0
An Infinite Hierarchical Bayesian Model of Phrasal Translation—0
Deepfix: Statistical Post-editing of Statistical Machine Translation Using Deep Syntactic Analysis—0
SORT: An Interactive Source-Rewriting Tool for Improved Translation—0
Reducing Annotation Effort for Quality Estimation via Active Learning—0
Exact Maximum Inference for the Fertility Hidden Markov Model—0
Joint Word Alignment and Bilingual Named Entity Recognition Using Dual Decomposition—0
Beam Search for Solving Substitution Ciphers—0
A Visual Analytics System for Cluster Exploration—0
Docent: A Document-Level Decoder for Phrase-Based Statistical Machine Translation—0
Online Relative Margin Maximization for Statistical Machine Translation—0
Language Independent Connectivity Strength Features for Phrase Pivot Statistical Machine Translation—0
Social Text Normalization using Contextual Graph Random Walks—0
Incremental Topic-Based Translation Model Adaptation for Conversational Spoken Language Translation—0
Scalable Modified Kneser-Ney Language Model Estimation—0
A Novel Translation Framework Based on Rhetorical Structure Theory—0
Discriminative Learning with Natural Annotations: Word Segmentation as a Case Study—0
Adaptive Parser-Centric Text Normalization—0
Punctuation Prediction with Transition-based Parsing—0
A New Syntactic Metric for Evaluation of Machine Translation—0
Minimum Bayes Risk based Answer Re-ranking for Question Answering—0
Sentence Level Dialect Identification in Arabic—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