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 5901–5950 of 10752 papers

TitleStatusHype
Alibaba's Neural Machine Translation Systems for WMT18—0
Improving Neural Abstractive Document Summarization with Explicit Information Selection Modeling—0
Alibaba Submission for WMT18 Quality Estimation Task—0
Machine Translation Human Evaluation: an investigation of evaluation based on Post-Editing and its relation with Direct Assessment—0
CUNI Transformer Neural MT System for WMT18—0
The Benefit of Pseudo-Reference Translations in Quality Estimation of MT Output—0
Encoding Gated Translation Memory into Neural Machine Translation—0
CUNI System for the WMT18 Multimodal Translation Task—0
CUNI Submissions in WMT18—0
End-to-End Non-Autoregressive Neural Machine Translation with Connectionist Temporal Classification—0
Addressing Troublesome Words in Neural Machine Translation—0
A Machine Translation Approach for Modernizing Historical Documents Using Backtranslation—0
Proceedings of the Third Conference on Machine Translation: Research Papers—0
Learning to Actively Learn Neural Machine Translation—0
Generating Syntactic Paraphrases—0
Morphological Reinflection in Context: CU Boulder's Submission to CoNLL--SIGMORPHON 2018 Shared Task—0
DFKI-MLT System Description for the WMT18 Automatic Post-editing Task—0
Tencent Neural Machine Translation Systems for WMT18—0
Identification of Parallel Sentences in Comparable Monolingual Corpora from Different Registers—0
Proceedings of the Third Conference on Machine Translation: Shared Task Papers—0
Auto-Encoding Dictionary Definitions into Consistent Word EmbeddingsCode0
Measuring sentence parallelism using Mahalanobis distances: The NRC unsupervised submissions to the WMT18 Parallel Corpus Filtering shared task—0
Learning Unsupervised Word Translations Without Adversaries—0
Extracting In-domain Training Corpora for Neural Machine Translation Using Data Selection Methods—0
Accurate semantic textual similarity for cleaning noisy parallel corpora using semantic machine translation evaluation metric: The NRC supervised submissions to the Parallel Corpus Filtering task—0
Adapting Multilingual NMT to Extremely Low Resource Languages FBK’s Participation in the Basque-English Low-Resource MT Task, IWSLT 2018—0
A Morphological Analyzer for Shipibo-Konibo—0
RTM results for Predicting Translation Performance—0
MAJE Submission to the WMT2018 Shared Task on Parallel Corpus Filtering—0
RUSE: Regressor Using Sentence Embeddings for Automatic Machine Translation EvaluationCode0
A Unified Syntax-aware Framework for Semantic Role LabelingCode0
Sentence Compression for Arbitrary Languages via Multilingual PivotingCode0
LemmaTag: Jointly Tagging and Lemmatizing for Morphologically Rich Languages with BRNNsCode0
Multi-paraphrase Augmentation to Leverage Neural Caption Translation—0
Automatically Tailoring Unsupervised Morphological Segmentation to the Language—0
STACC, OOV Density and N-gram Saturation: Vicomtech's Participation in the WMT 2018 Shared Task on Parallel Corpus Filtering—0
Learning Neural Representation for CLIR with Adversarial Framework—0
EvalD Reference-Less Discourse Evaluation for WMT18—0
Sheffield Submissions for the WMT18 Quality Estimation Shared Task—0
Sheffield Submissions for WMT18 Multimodal Translation Shared Task—0
Analyzing Knowledge Distillation in Neural Machine Translation—0
Meteor++: Incorporating Copy Knowledge into Machine Translation Evaluation—0
Neural Quality Estimation of Grammatical Error CorrectionCode0
Findings of the WMT 2018 Shared Task on Parallel Corpus Filtering—0
Automatic Post-Editing of Machine Translation: A Neural Programmer-Interpreter ApproachCode0
Speed Reading: Learning to Read ForBackward via ShuttleCode0
Findings of the WMT 2018 Shared Task on Quality Estimation—0
Findings of the WMT 2018 Shared Task on Automatic Post-Editing—0
An Empirical Study of Machine Translation for the Shared Task of WMT18—0
A Transformer-Based Multi-Source Automatic Post-Editing System—0
Show:102550
← PrevPage 119 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