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 2951–3000 of 10752 papers

TitleStatusHype
BSC Participation in the WMT Translation of Biomedical Abstracts—0
Broad-coverage CCG Semantic Parsing with AMR—0
A Panoramic Survey of Natural Language Processing in the Arab World—0
Bring More Attention to Syntactic Symmetry for Automatic Postediting of High-Quality Machine Translations—0
Bringing the Associative Ability to Social Tag Recommendation—0
A PAC-Bayesian Approach to Minimum Perplexity Language Modeling—0
Bringing back simplicity and lightliness into neural image captioning—0
Bridging the Linguistic Divide: A Survey on Leveraging Large Language Models for Machine Translation—0
ANVITA Machine Translation System for WAT 2021 MultiIndicMT Shared Task—0
An Unsupervised System for Parallel Corpus Filtering—0
A Hierarchical Model for Device Placement—0
Accelerating Large Scale Knowledge Distillation via Dynamic Importance Sampling—0
Bridging the Gap between Training and Inference for Neural Machine Translation—0
An Unsupervised Ranking Model for Noun-Noun Compositionality—0
Bridging the gap between sign language machine translation and sign language animation using sequence classification—0
An Unsupervised Parameter Estimation Algorithm for a Generative Dependency N-gram Language Model—0
A Hardware-Aware Framework for Accelerating Neural Architecture Search Across Modalities—0
Bridging the Domain Gap for Stance Detection for the Zulu language—0
An Unsupervised Model for Instance Level Subcategorization Acquisition—0
Bridging the Data Gap between Training and Inference for Unsupervised Neural Machine Translation—0
A Hand-Held Multimedia Translation and Interpretation System with Application to Diet Management—0
Active Learning for Massively Parallel Translation of Constrained Text into Low Resource Languages—0
Bridging Philippine Languages With Multilingual Neural Machine Translation—0
Bridging Neural Machine Translation and Bilingual Dictionaries—0
An Unsupervised Method for Discovering Lexical Variations in Roman Urdu Informal Text—0
Bridging Graph Position Encodings for Transformers with Weighted Graph-Walking Automata—0
A GUI to Detect and Correct Errors in Hindi Dependency Treebank—0
Bridging Dialects: Translating Standard Bangla to Regional Variants Using Neural Models—0
Breeding Machine Translations: Evolutionary approach to survive and thrive in the world of automated evaluation—0
Breeding Gender-aware Direct Speech Translation Systems—0
An Unsupervised Method for Automatic Translation Memory Cleaning—0
A Guider Network for Multi-Dual Learning—0
Active Learning for Interactive Neural Machine Translation of Data Streams—0
A^4NT: Author Attribute Anonymity by Adversarial Training of Neural Machine Translation—0
Transformer-based Cascaded Multimodal Speech Translation—0
Fluent Translations from Disfluent Speech in End-to-End Speech Translation—0
Breaking the Data Barrier: Towards Robust Speech Translation via Adversarial Stability Training—0
Breaking the Corpus Bottleneck for Context-Aware Neural Machine Translation with Cross-Task Pre-training—0
Breaking the Beam Search Curse: A Study of (Re-)Scoring Methods and Stopping Criteria for Neural Machine Translation—0
Breaking (Global) Barriers in Parallel Stochastic Optimization with Wait-Avoiding Group Averaging—0
Anticipating Future with Large Language Model for Simultaneous Machine Translation—0
A GRU-Gated Attention Model for Neural Machine Translation—0
Breaking Down Multilingual Machine Translation—0
Breaking Down Multilingual Machine Translation—0
Ant Colony Algorithm for the Unsupervised Word Sense Disambiguation of Texts: Comparison and Evaluation—0
Breaking Bad: Extraction of Verb-Particle Constructions from a Parallel Subtitles Corpus—0
BrainSlug: Transparent Acceleration of Deep Learning Through Depth-First Parallelism—0
Answer Fast: Accelerating BERT on the Tensor Streaming Processor—0
Agree to Disagree: Analysis of Inter-Annotator Disagreements in Human Evaluation of Machine Translation Output—0
Active learning for interactive machine translation—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
5AdminBLEU score43.8—Unverified
6Transformer (ADMIN init)BLEU 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