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 7901–7950 of 10752 papers

TitleStatusHype
Automatic Identification of Aspectual Classes across Verbal Readings—0
Incremental Prediction of Sentence-final Verbs: Humans versus Machines—0
Computational Natural Language Learning: +-20years +-Data +-Features +-Multimodal +-Bioplausible—0
From Extractive to Abstractive Summarization: A Journey—0
Predicting the Compositionality of Nominal Compounds: Giving Word Embeddings a Hard Time—0
Transductive Adaptation of Black Box Predictions—0
Unsupervised morph segmentation and statistical language models for vocabulary expansion—0
Phrase Table Pruning via Submodular Function Maximization—0
Phrase-Level Combination of SMT and TM Using Constrained Word Lattice—0
Character-based Neural Machine Translation—0
Exponentially Decaying Bag-of-Words Input Features for Feed-Forward Neural Network in Statistical Machine Translation—0
Normalising Medical Concepts in Social Media Texts by Learning Semantic RepresentationCode0
N-gram language models for massively parallel devices—0
News Citation Recommendation with Implicit and Explicit Semantics—0
Neural Networks For Negation Scope Detection—0
Neural Network-Based Model for Japanese Predicate Argument Structure Analysis—0
An Unsupervised Method for Automatic Translation Memory Cleaning—0
MUTT: Metric Unit TesTing for Language Generation Tasks—0
Multi-Modal Representations for Improved Bilingual Lexicon Learning—0
Embeddings for Word Sense Disambiguation: An Evaluation StudyCode0
Efficient techniques for parsing with tree automata—0
An Open Web Platform for Rule-Based Speech-to-Sign Translation—0
Models and Inference for Prefix-Constrained Machine Translation—0
TranscRater: a Tool for Automatic Speech Recognition Quality Estimation—0
Metrics for Evaluation of Word-level Machine Translation Quality Estimation—0
Domain Specific Named Entity Recognition Referring to the Real World by Deep Neural Networks—0
DocChat: An Information Retrieval Approach for Chatbot Engines Using Unstructured Documents—0
A Neural Network based Approach to Automatic Post-Editing—0
A Continuous Space Rule Selection Model for Syntax-based Statistical Machine Translation—0
Learning Word Meta-Embeddings—0
Learning Structured Predictors from Bandit Feedback for Interactive NLP—0
Learning Monolingual Compositional Representations via Bilingual Supervision—0
Dependency Forest based Word Alignment—0
Automatic Semantic Classification of German Preposition Types: Comparing Hard and Soft Clustering Approaches across Features—0
Deep Fusion LSTMs for Text Semantic Matching—0
A Domain Adaptation Regularization for Denoising Autoencoders—0
Knowledge-Based Semantic Embedding for Machine Translation—0
An Efficient Cross-lingual Model for Sentence Classification Using Convolutional Neural Network—0
Jointly Learning to Embed and Predict with Multiple Languages—0
TMop: a Tool for Unsupervised Translation Memory CleaningCode0
Sequence-based Structured Prediction for Semantic Parsing—0
Synthesizing Compound Words for Machine Translation—0
Inner Attention based Recurrent Neural Networks for Answer Selection—0
Cross-Lingual Sentiment Classification with Bilingual Document Representation Learning—0
Incorporating Relational Knowledge into Word Representations using Subspace Regularization—0
Improving Statistical Machine Translation Performance by Oracle-BLEU Model Re-estimation—0
Creating Interactive Macaronic Interfaces for Language Learning—0
Improved Semantic Parsers For If-Then Statements—0
A Multi-media Approach to Cross-lingual Entity Knowledge Transfer—0
Idiom Token Classification using Sentential Distributed Semantics—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
5AdminBLEU score43.8—Unverified
6Transformer (ADMIN init)BLEU 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