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 7501–7550 of 10752 papers

TitleStatusHype
Efficient Data Selection for Bilingual Terminology Extraction from Comparable Corpora—0
Global Pre-ordering for Improving Sublanguage Translation—0
Lightly Supervised Quality Estimation—0
Multi-Engine and Multi-Alignment Based Automatic Post-Editing and its Impact on Translation Productivity—0
Interactive-Predictive Machine Translation based on Syntactic Constraints of Prefix—0
Multilingual Aliasing for Auto-Generating Proposition Banks—0
Syntactic Well-Formedness Diagnosis and Error-Based Coaching in Computer Assisted Language Learning using Machine Translation—0
Multilingual Disfluency Removal using NMT—0
Quality Estimation for Language Output Applications—0
Domain Adaptation and Attention-Based Unknown Word Replacement in Chinese-to-Japanese Neural Machine Translation—0
Leveraging Multilingual Training for Limited Resource Event Extraction—0
QCRI’s Machine Translation Systems for IWSLT’16—0
Japanese Text Normalization with Encoder-Decoder Model—0
QCRI @ DSL 2016: Spoken Arabic Dialect Identification Using Textual Features—0
A Distribution-based Model to Learn Bilingual Word Embeddings—0
Hashtag Recommendation Using End-To-End Memory Networks with Hierarchical Attention—0
Discrimination between Similar Languages, Varieties and Dialects using CNN- and LSTM-based Deep Neural Networks—0
A Comparison Between Morphological Complexity Measures: Typological Data vs. Language Corpora—0
Discovering Potential Terminological Relationships from Twitter's Timed Content—0
Bilingual Autoencoders with Global Descriptors for Modeling Parallel Sentences—0
A Simple but Effective Approach to Improve Arabizi-to-English Statistical Machine Translation—0
MuTUAL: A Controlled Authoring Support System Enabling Contextual Machine Translation—0
Natural Language Generation through Character-based RNNs with Finite-state Prior Knowledge—0
Dialogue Act Classification in Domain-Independent Conversations Using a Deep Recurrent Neural Network—0
Hierarchical Permutation Complexity for Word Order Evaluation—0
Dialog-based Language Learning—0
Japanese Lexical Simplification for Non-Native Speakers—0
Negation and Modality in Machine Translation—0
Japanese-English Machine Translation of Recipe Texts—0
Determining the Multiword Expression Inventory of a Surprise Language—0
Integrating Optical Character Recognition and Machine Translation of Historical Documents—0
Neural Clinical Paraphrase Generation with Attention—0
How Many Languages Can a Language Model Model?—0
SAMER: A Semi-Automatically Created Lexical Resource for Arabic Verbal Multiword Expressions Tokens Paradigm and their Morphosyntactic Features—0
A Character-Aware Encoder for Neural Machine Translation—0
An Aligned French-Chinese corpus of 10K segments from university educational material—0
Neural Network Language Models for Candidate Scoring in Hybrid Multi-System Machine Translation—0
Align Me: A framework to generate Parallel Corpus Using OCRs and Bilingual Dictionaries—0
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering for WAT 2016—0
Neural Reordering Model Considering Phrase Translation and Word Alignment for Phrase-based Translation—0
Processing Dialectal Arabic: Exploiting Variability and Similarity to Overcome Challenges and Discover Opportunities—0
Dealing with Linguistic Divergences in English-Bhojpuri Machine Translation—0
NICT-2 Translation System for WAT2016: Applying Domain Adaptation to Phrase-based Statistical Machine Translation—0
Language Related Issues for Machine Translation between Closely Related South Slavic Languages—0
Data-driven learning of symbolic constraints for a log-linear model in a phonological setting—0
IIT Bombay's English-Indonesian submission at WAT: Integrating Neural Language Models with SMT—0
IITP English-Hindi Machine Translation System at WAT 2016—0
Chinese Hypernym-Hyponym Extraction from User Generated Categories—0
Arabic Dialect Identification in Speech Transcripts—0
SCTB: A Chinese Treebank in Scientific Domain—0
Show:102550
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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