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

Showing 85518600 of 10752 papers

TitleStatusHype
Cross-Lingual Dependency Parsing with Universal Dependencies and Predicted PoS Labels0
Targeted Paraphrasing on Deep Syntactic Layer for MT Evaluation0
Zero Alignment of Verb Arguments in a Parallel Treebank0
Using Parallel Texts and Lexicons for Verbal Word Sense Disambiguation0
Classifying informative and imaginative prose using complex networks0
Classifier-Based Text Simplification for Improved Machine Translation0
Hindi to English Transfer Based Machine Translation System0
Describing Multimedia Content using Attention-based Encoder--Decoder Networks0
Learning Bilingual Sentiment Word Embeddings for Cross-language Sentiment Classification0
Syntax-based Simultaneous Translation through Prediction of Unseen Syntactic Constituents0
Linguistic Linked Data in Chinese: The Case of Chinese Wordnet0
Neural Network Transduction Models in Transliteration Generation0
AUT Document Alignment Framework for BUCC Workshop Shared Task0
AIDA2: A Hybrid Approach for Token and Sentence Level Dialect Identification in Arabic0
Passive and Pervasive Use of Bilingual Dictionary in Statistical Machine Translation0
Scalable Large-Margin Structured Learning: Theory and Algorithms0
Learning Cross-lingual Word Embeddings via Matrix Co-factorization0
Report of NEWS 2015 Machine Transliteration Shared Task0
A Framework for the Construction of Monolingual and Cross-lingual Word Similarity Datasets0
Chinese Semantic Role Labeling using High-quality Syntactic Knowledge0
Semantic Role Labeling Improves Incremental Parsing0
Data representation methods and use of mined corpora for Indian language transliteration0
Generative Incremental Dependency Parsing with Neural Networks0
Grammatical Error Correction Considering Multi-word Expressions0
genCNN: A Convolutional Architecture for Word Sequence Prediction0
SAHSOH@QALB-2015 Shared Task: A Rule-Based Correction Method of Common Arabic Native and Non-Native Speakers' Errors0
A fuzzier approach to machine translation evaluation: A pilot study on post-editing productivity and automated metrics in commercial settings0
Learning Hybrid Representations to Retrieve Semantically Equivalent Questions0
Joint Information Extraction and Reasoning: A Scalable Statistical Relational Learning Approach0
A Coactive Learning View of Online Structured Prediction in Statistical Machine Translation0
IHS\_RD: Lexical Normalization for English Tweets0
A Synchronous Hyperedge Replacement Grammar based approach for AMR parsing0
Learning Word Reorderings for Hierarchical Phrase-based Statistical Machine Translation0
Lexical Comparison Between Wikipedia and Twitter Corpora by Using Word Embeddings0
LINA: Identifying Comparable Documents from Wikipedia0
IITP: Multiobjective Differential Evolution based Twitter Named Entity Recognition0
Chinese in the Grammatical Framework: Grammar, Translation, and Other Applications Anonymous0
IMI --- A Multilingual Semantic Annotation Environment0
Orthogonality of Syntax and Semantics within Distributional Spaces0
Accurate Cross-lingual Projection between Count-based Word Vectors by Exploiting Translatable Context Pairs0
MT Quality Estimation for Computer-assisted Translation: Does it Really Help?0
Chinese Grammatical Error Diagnosis System Based on Hybrid Model0
Emotion Detection in Code-switching Texts via Bilingual and Sentimental Information0
A Long Short-Term Memory Model for Answer Sentence Selection in Question Answering0
Domain-Specific Paraphrase Extraction0
Automatic Discrimination between Cognates and Borrowings0
Integrating Case Frame into Japanese to Chinese Hierarchical Phrase-based Translation Model0
Multi-level Translation Quality Prediction with QuEst++0
A Hybrid Transliteration Model for Chinese/English Named Entities ---BJTU-NLP Report for the 5th Named Entities Workshop0
Lexicon Stratification for Translating Out-of-Vocabulary Words0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14Unverified
2Noisy back-translationBLEU score35Unverified
3Transformer+Rep(Uni)BLEU score33.89Unverified
4T5-11BBLEU score32.1Unverified
5BiBERTBLEU score31.26Unverified
6Transformer + R-DropBLEU score30.91Unverified
7Bi-SimCutBLEU score30.78Unverified
8BERT-fused NMTBLEU score30.75Unverified
9Data Diversification - TransformerBLEU score30.7Unverified
10SimCutBLEU score30.56Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4Unverified
2Noisy back-translationBLEU score45.6Unverified
3mRASP+Fine-TuneBLEU score44.3Unverified
4Transformer + R-DropBLEU score43.95Unverified
5Transformer (ADMIN init)BLEU score43.8Unverified
6AdminBLEU score43.8Unverified
7BERT-fused NMTBLEU score43.78Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5Unverified
9T5BLEU score43.4Unverified
10Local Joint Self-attentionBLEU score43.3Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43Unverified
2BiBERTBLEU score38.61Unverified
3Bi-SimCutBLEU score38.37Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96Unverified
5DRDABLEU score37.95Unverified
6Transformer + R-Drop + CutoffBLEU score37.9Unverified
7SimCutBLEU score37.81Unverified
8Cutoff+KneeBLEU score37.78Unverified
9CutoffBLEU score37.6Unverified
10CipherDAugBLEU score37.53Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97Unverified
2MS-COMET-22Score19.89Unverified
3MS-COMET-QE-22Score19.76Unverified
4KG-BERTScoreScore17.28Unverified
5metricx_xl_DA_2019Score17.17Unverified
6COMET-QEScore16.8Unverified
7COMET-22Score16.31Unverified
8UniTE-srcScore15.68Unverified
9UniTE-refScore15.38Unverified
10metricx_xxl_DA_2019Score15.24Unverified