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 7851–7900 of 10752 papers

TitleStatusHype
A Shared Task on Multimodal Machine Translation and Crosslingual Image Description—0
Improving Sequence to Sequence Learning for Morphological Inflection Generation: The BIU-MIT Systems for the SIGMORPHON 2016 Shared Task for Morphological Reinflection—0
Automatic Identification of Aspectual Classes across Verbal Readings—0
A Word Embedding Approach to Identifying Verb-Noun Idiomatic Combinations—0
BAD LUC@WMT 2016: a Bilingual Document Alignment Platform Based on Lucene—0
Pronoun Language Model and Grammatical Heuristics for Aiding Pronoun Prediction—0
Learning Monolingual Compositional Representations via Bilingual Supervision—0
Particle Swarm Optimization Submission for WMT16 Tuning Task—0
Driving inversion transduction grammar induction with semantic evaluation—0
Knowledge-Based Semantic Embedding for Machine Translation—0
EmpiriST: AIPHES - Robust Tokenization and POS-Tagging for Different Genres—0
ParFDA for Instance Selection for Statistical Machine Translation—0
PROMT Translation Systems for WMT 2016 Translation Tasks—0
DTED: Evaluation of Machine Translation Structure Using Dependency Parsing and Tree Edit Distance—0
Phrase-Based SMT for Finnish with More Data, Better Models and Alternative Alignment and Translation Tools—0
Quick and Reliable Document Alignment via TF/IDF-weighted Cosine Distance—0
EM-Training for Weighted Aligned Hypergraph Bimorphisms—0
Phrase Table Pruning via Submodular Function Maximization—0
chrF deconstructed: beta parameters and n-gram weights—0
Alignment-Based Neural Machine Translation—0
Find the word that does not belong: A Framework for an Intrinsic Evaluation of Word Vector Representations—0
From Extractive to Abstractive Summarization: A Journey—0
Distributed representation and estimation of WFST-based n-gram models—0
Beyond Prefix-Based Interactive Translation Prediction—0
Grammatical Error Correction: Machine Translation and Classifiers—0
Modeling Complement Types in Phrase-Based SMT—0
Exponentially Decaying Bag-of-Words Input Features for Feed-Forward Neural Network in Statistical Machine Translation—0
The ADAPT Bilingual Document Alignment system at WMT16—0
An End-to-End Chinese Discourse Parser with Adaptation to Explicit and Non-explicit Relation Recognition—0
SMT and Hybrid systems of the QTLeap project in the WMT16 IT-task—0
Regulating Orthography-Phonology Relationship for English to Thai Transliteration—0
A Multi-media Approach to Cross-lingual Entity Knowledge Transfer—0
ParFDA for Instance Selection for Statistical Machine Translation—0
Recurrent Neural Network based Translation Quality Estimation—0
A Discourse-Annotated Corpus of Conjoined VPs—0
Dependency Forest based Word Alignment—0
Reference Bias in Monolingual Machine Translation Evaluation—0
Abu-MaTran at WMT 2016 Translation Task: Deep Learning, Morphological Segmentation and Tuning on Character Sequences—0
Text Simplification as Tree Labeling—0
Findings of the WMT 2016 Bilingual Document Alignment Shared Task—0
PJAIT Systems for the WMT 2016—0
English-French Document Alignment Based on Keywords and Statistical Translation—0
Creating Interactive Macaronic Interfaces for Language Learning—0
Applying Neural Networks to English-Chinese Named Entity Transliteration—0
Moses-based official baseline for NEWS 2016—0
English-Portuguese Biomedical Translation Task Using a Genuine Phrase-Based Statistical Machine Translation Approach—0
An Open Web Platform for Rule-Based Speech-to-Sign Translation—0
Extract Domain-specific Paraphrase from Monolingual Corpus for Automatic Evaluation of Machine Translation—0
Improving Pronoun Translation by Modeling Coreference Uncertainty—0
IXA Biomedical Translation System at WMT16 Biomedical Translation Task—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