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 1045110500 of 10752 papers

TitleStatusHype
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches0
The Intelius Nickname Collection: Quantitative Analyses from Billions of Public Records0
Visual Agreement Regularized Training for Multi-Modal Machine Translation0
Visual Bilingual Lexicon Induction with Transferred ConvNet Features0
The Hindi to Dogri Machine Translation System0
Visualizing and Understanding Neural Machine Translation0
Visualizing Deep-Syntactic Parser Output0
Visualizing the Relationship Between Encoded Linguistic Information and Task Performance0
XTE: Explainable Text Entailment0
The Inside Story: Towards Better Understanding of Machine Translation Neural Evaluation Metrics0
Visually Grounded Word Embeddings and Richer Visual Features for Improving Multimodal Neural Machine Translation0
Visual Transformer for Object Detection0
xTower: A Multilingual LLM for Explaining and Correcting Translation Errors0
The Indigenous Languages Technology project at NRC Canada: An empowerment-oriented approach to developing language software0
Zero-Shot Translation using Diffusion Models0
Vocabulary Adaptation for Distant Domain Adaptation in Neural Machine Translation0
Y'all should read this! Identifying Plurality in Second-Person Personal Pronouns in English Texts0
Vocabulary-informed Language Encoding0
Vocabulary Manipulation for Neural Machine Translation0
Vocabulary Selection Strategies for Neural Machine Translation0
Yandex School of Data Analysis approach to English-Turkish translation at WMT16 News Translation Task0
Voice@SRIB at SemEval-2020 Tasks 9 and 12: Stacked Ensemblingmethod for Sentiment and Offensiveness detection in Social Media0
Yandex School of Data Analysis Machine Translation Systems for WMT130
The Improvement of Negative Sentences Translation in English-to-Korean Machine Translation0
Yandex School of Data Analysis Russian-English Machine Translation System for WMT140
VPCTagger: Detecting Verb-Particle Constructions With Syntax-Based Methods0
VUS at IWSLT 2021: A Finetuned Pipeline for Offline Speech Translation0
WA-Continuum: Visualising Word Alignments across Multiple Parallel Sentences Simultaneously0
YANMTT: Yet Another Neural Machine Translation Toolkit0
Zipporah: a Fast and Scalable Data Cleaning System for Noisy Web-Crawled Parallel Corpora0
YerevaNN’s Systems for WMT20 Biomedical Translation Task: The Effect of Fixing Misaligned Sentence Pairs0
Wat zei je? Detecting Out-of-Distribution Translations with Variational Transformers0
The Importance of Generation Order in Language Modeling0
Ways of Asking and Replying in Duplicate Question Detection0
Weakly Supervised Attentional Model for Low Resource Ad-hoc Cross-lingual Information Retrieval0
Yet Another Symmetrical and Real-time Word Alignment Method: Hierarchical Sub-sentential Alignment using F-measure0
The Implicit Length Bias of Label Smoothing on Beam Search Decoding0
kNN For Whisper And Its Effect On Bias And Speaker Adaptation0
Webinterpret Submission to the WMT2019 Shared Task on Parallel Corpus Filtering0
Weblio Pre-reordering Statistical Machine Translation System0
WebWOZ: A Platform for Designing and Conducting Web-based Wizard of Oz Experiments0
WeChat Neural Machine Translation Systems for WMT200
WeChat Neural Machine Translation Systems for WMT210
yiGou: A Semantic Text Similarity Computing System Based on SVM0
Weight Distillation: Transferring the Knowledge in Neural Network Parameters0
Weighted Set-Theoretic Alignment of Comparable Sentences0
引入源端信息的机器译文自动评价方法研究(Research on Incorporating the Source Information to Automatic Evaluation of Machine Translation)0
Weiwei: A Simple Unsupervised Latent Semantics based Approach for Sentence Similarity0
The Impact of Syntactic and Semantic Proximity on Machine Translation with Back-Translation0
Well-Formed Dependency to String translation with BTG Grammar0
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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