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 10501–10550 of 10752 papers

TitleStatusHype
DEPFIX: A System for Automatic Correction of Czech MT Outputs—0
Combining Quality Prediction and System Selection for Improved Automatic Translation Output—0
Proceedings of the Seventh Workshop on Statistical Machine Translation—0
Joshua 4.0: Packing, PRO, and Paraphrases—0
The CMU-Avenue French-English Translation System—0
Fast Inference in Phrase Extraction Models with Belief Propagation—0
Extraction de lexiques bilingues \`a partir de Wikip\'edia (Bilingual lexicon extraction from Wikipedia) [in French]—0
Measuring the Influence of Long Range Dependencies with Neural Network Language Models—0
PROMT DeepHybrid system for WMT12 shared translation task—0
PRHLT Submission to the WMT12 Quality Estimation Task—0
SPEDE: Probabilistic Edit Distance Metrics for MT Evaluation—0
Black Box Features for the WMT 2012 Quality Estimation Shared Task—0
Low-Dimensional Discriminative Reranking—0
Putting Human Assessments of Machine Translation Systems in Order—0
Identifying Comparable Corpora Using LDA—0
Batch Tuning Strategies for Statistical Machine Translation—0
Machine Translation for Multilingual Summary Content Evaluation—0
Findings of the 2012 Workshop on Statistical Machine Translation—0
Non-Linear Models for Confidence Estimation—0
Automatic Parallel Fragment Extraction from Noisy Data—0
DFKI's SMT System for WMT 2012—0
Structured Perceptron with Inexact Search—0
Real-time Incremental Speech-to-Speech Translation of Dialogs—0
Joint WMT 2012 Submission of the QUAERO Project—0
Structured Ramp Loss Minimization for Machine Translation—0
Digitizing 18th-Century French Literature: Comparing transcription methods for a critical edition text—0
Cross-lingual Word Clusters for Direct Transfer of Linguistic Structure—0
Direct Error Rate Minimization for Statistical Machine Translation—0
HyTER: Meaning-Equivalent Semantics for Translation Evaluation—0
QCRI at WMT12: Experiments in Spanish-English and German-English Machine Translation of News Text—0
LORIA System for the WMT12 Quality Estimation Shared Task—0
DCU-Symantec Submission for the WMT 2012 Quality Estimation Task—0
Constructing Parallel Corpora for Six Indian Languages via Crowdsourcing—0
Aligning Bilingual Literary Works: a Pilot Study—0
Formemes in English-Czech Deep Syntactic MT—0
Processing Informal, Romanized Pakistani Text Messages—0
Nudging the Envelope of Direct Transfer Methods for Multilingual Named Entity Recognition—0
Re-examining Machine Translation Metrics for Paraphrase Identification—0
Regression with Phrase Indicators for Estimating MT Quality—0
Exploring Grammatical Error Correction with Not-So-Crummy Machine Translation—0
Automatic Animacy Classification—0
Integrating lexical, syntactic and system-based features to improve Word Confidence Estimation in SMT—0
Continuous Space Translation Models with Neural Networks—0
Post-\'edition statistique pour l'adaptation aux domaines de sp\'ecialit\'e en traduction automatique (Statistical Post-Editing of Machine Translation for Domain Adaptation) [in French]—0
Quality Estimation: an experimental study using unsupervised similarity measures—0
Quality Translation for a Multilingual Continent - Priorities and Chances for European MT Research—0
Data Issues of the Multilingual Translation Matrix—0
On Hierarchical Re-ordering and Permutation Parsing for Phrase-based Decoding—0
Evaluating the Learning Curve of Domain Adaptive Statistical Machine Translation Systems—0
Match without a Referee: Evaluating MT Adequacy without Reference Translations—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