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 2851–2900 of 10752 papers

TitleStatusHype
Building Sentiment Lexicons for Mainland Scandinavian Languages Using Machine Translation and Sentence Embeddings—0
A Post-Editing Dataset in the Legal Domain: Do we Underestimate Neural Machine Translation Quality?—0
Building Multiword Expressions Bilingual Lexicons for Domain Adaptation of an Example-Based Machine Translation System—0
A Position Encoding Convolutional Neural Network Based on Dependency Tree for Relation Classification—0
A Hybrid Learning Scheme for Chinese Word Embedding—0
Adam Mickiewicz University at WMT 2022: NER-Assisted and Quality-Aware Neural Machine Translation—0
Building Multilingual Machine Translation Systems That Serve Arbitrary XY Translations—0
Building Multilingual Machine Translation Systems That Serve Arbitrary X-Y Translations—0
A Portable Method for Parallel and Comparable Document Alignment—0
Building Multilingual Lexical Resources using Wordnets: Structure, Design and Implementation—0
Building Monolingual Word Alignment Corpus for the Greater China Region—0
A Polynomial-Time Dynamic Programming Algorithm for Phrase-Based Decoding with a Fixed Distortion Limit—0
A Hybrid Dependency Parser for Bangla—0
Building Metadata Inference Using a Transducer Based Language Model—0
Building Machine Translation Systems for the Next Thousand Languages—0
A Pipeline Approach to Supervised Error Correction for the QALB-2014 Shared Task—0
Building Machine Translation System for Software Product Descriptions Using Domain-specific Sub-corpora Extraction—0
Building Lexical Vector Representations from Concept Definitions—0
A Pilot Study on the Semantic Classification of Two German Prepositions: Combining Monolingual and Multilingual Evidence—0
A Hybrid Chinese Spelling Correction Using Language Model and Statistical Machine Translation with Reranking—0
Building Intelligent Autonomous Navigation Agents—0
Building hybrid machine translation systems by using an EBMT preprocessor to create partial translations—0
A Pilot Study on Arabic Multi-Genre Corpus Diacritization—0
Building English-Vietnamese Named Entity Corpus with Aligned Bilingual News Articles—0
A Pilot Study of Readability Prediction with Reading Time—0
Building Domain-specific Corpora from the Web: the Case of European Digital Service Infrastructures—0
A Pilot PropBank Annotation for Quranic Arabic—0
Building Dialectal Arabic Corpora—0
Building Comparable Corpora for Assessing Multi-Word Term Alignment—0
A Pilot Experiment on Exploiting Translations for Literary Studies on Kafka's ``Verwandlung''—0
A Hybrid Approach to Skeleton-based Translation—0
Adam Induces Implicit Weight Sparsity in Rectifier Neural Networks—0
Accelerating Transformer Decoding via a Hybrid of Self-attention and Recurrent Neural Network—0
A Baseline Neural Machine Translation System for Indian Languages—0
Building Comparable Corpora Based on Bilingual LDA Model—0
A picture is worth a thousand words: Using OpenClipArt library for enriching IndoWordNet—0
Building a Translation Memory to Improve Machine Translation Coverage and Quality—0
Building a Task-oriented Dialog System for Languages with no Training Data: the Case for Basque—0
API2Com: On the Improvement of Automatically Generated Code Comments Using API Documentations—0
A Hybrid Approach for Deep Machine Translation—0
Building a State-of-the-Art Grammatical Error Correction System—0
A Phrase Orientation Model for Hierarchical Machine Translation—0
Building a Spanish-German Dictionary for Hybrid MT—0
Building a SentiWordNet for Odia—0
APE through Neural and Statistical MT with Augmented Data. ADAPT/DCU Submission to the WMT 2019 APE Shared Task—0
A Hybrid Approach for Automatic Extraction of Bilingual Multiword Expressions from Parallel Corpora—0
AdaCoT: Rethinking Cross-Lingual Factual Reasoning through Adaptive Chain-of-Thought—0
Building a robust sentiment lexicon with (almost) no resource—0
Building a reordering system using tree-to-string hierarchical model—0
APE-then-QE: Correcting then Filtering Pseudo Parallel Corpora for MT Training Data Creation—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