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 7351–7400 of 10752 papers

TitleStatusHype
A Hierarchical Neural Model for Learning Sequences of Dialogue Acts—0
Literal or idiomatic? Identifying the reading of single occurrences of German multiword expressions using word embeddings—0
Neural Networks for Multi-Word Expression Detection—0
Slavic Forest, Norwegian Wood—0
Practical Neural Machine Translation—0
Building Lexical Vector Representations from Concept Definitions—0
Parsing and MWE Detection: Fips at the PARSEME Shared Task—0
A Rich Morphological Tagger for English: Exploring the Cross-Linguistic Tradeoff Between Morphology and Syntax—0
A Neural Architecture for Dialectal Arabic Segmentation—0
SHAKKIL: An Automatic Diacritization System for Modern Standard Arabic Texts—0
Human Evaluation of Multi-modal Neural Machine Translation: A Case-Study on E-Commerce Listing Titles—0
Building Web-Interfaces for Vector Semantic Models with the WebVectors Toolkit—0
Common Round: Application of Language Technologies to Large-Scale Web Debates—0
An experimental analysis of Noise-Contrastive Estimation: the noise distribution matters—0
An Extensive Empirical Evaluation of Character-Based Morphological Tagging for 14 Languages—0
A Layered Language Model based Hybrid Approach to Automatic Full Diacritization of Arabic—0
ParaDi: Dictionary of Paraphrases of Czech Complex Predicates with Light Verbs—0
A Parallel Corpus for Evaluating Machine Translation between Arabic and European Languages—0
Metaheuristic Approaches to Lexical Substitution and Simplification—0
Simple Compound Splitting for German—0
Adapting a State-of-the-Art Tagger for South Slavic Languages to Non-Standard Text—0
Factoring Ambiguity out of the Prediction of Compositionality for German Multi-Word Expressions—0
Bilingual Lexicon Induction by Learning to Combine Word-Level and Character-Level Representations—0
Autobank: a semi-automatic annotation tool for developing deep Minimalist Grammar treebanks—0
MT/IE: Cross-lingual Open Information Extraction with Neural Sequence-to-Sequence Models—0
Alto: Rapid Prototyping for Parsing and Translation—0
Neural Automatic Post-Editing Using Prior Alignment and Reranking—0
Lexicalized Reordering for Left-to-Right Hierarchical Phrase-based Translation—0
Paraphrasing Revisited with Neural Machine Translation—0
Rule-Based Translation of Spanish Verb-Noun Combinations into Basque—0
On the Need of Cross Validation for Discourse Relation Classification—0
German Dialect Identification in Interview Transcriptions—0
Discovering Light Verb Constructions and their Translations from Parallel Corpora without Word Alignment—0
Multilingual Training of Crosslingual Word Embeddings—0
Discriminating between Similar Languages Using a Combination of Typed and Untyped Character N-grams and Words—0
Machine Translation of Spanish Personal and Possessive Pronouns Using Anaphora ProbabilitiesCode0
QCRI Live Speech Translation System—0
LEPOR: An Augmented Machine Translation Evaluation MetricCode0
Simplifying the Bible and Wikipedia Using Statistical Machine Translation—0
Sequence-to-Sequence Models Can Directly Translate Foreign SpeechCode0
Multimodal Compact Bilinear Pooling for Multimodal Neural Machine Translation—0
Classification-based RNN machine translation using GRUs—0
Improving Neural Machine Translation with Conditional Sequence Generative Adversarial NetsCode0
Nematus: a Toolkit for Neural Machine TranslationCode0
Tree Memory Networks for Modelling Long-term Temporal Dependencies—0
Massive Exploration of Neural Machine Translation ArchitecturesCode0
Comparison of SMT and RBMT; The Requirement of Hybridization for Marathi-Hindi MT—0
Learning to Remember Rare EventsCode0
Data Noising as Smoothing in Neural Network Language ModelsCode0
Neural Machine Translation and Sequence-to-sequence Models: A TutorialCode0
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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