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 46014650 of 10752 papers

TitleStatusHype
Reference Language based Unsupervised Neural Machine TranslationCode0
Incorporating Bilingual Dictionaries for Low Resource Semi-Supervised Neural Machine Translation0
Unsupervised Domain Clusters in Pretrained Language ModelsCode1
Finding the Optimal Vocabulary Size for Neural Machine TranslationCode0
Recognizing Long Grammatical Sequences Using Recurrent Networks Augmented With An External Differentiable Stack0
A Set of Recommendations for Assessing Human-Machine Parity in Language TranslationCode0
Aligned Cross Entropy for Non-Autoregressive Machine TranslationCode1
Learning synchronous context-free grammars with multiple specialised non-terminals for hierarchical phrase-based translation0
Igbo-English Machine Translation: An Evaluation Benchmark0
Editable Neural NetworksCode1
On the Integration of LinguisticFeatures into Statistical and Neural Machine Translation0
Low Resource Neural Machine Translation: A Benchmark for Five African LanguagesCode1
Evaluating Amharic Machine Translation0
Assessing Human Translations from French to Bambara for Machine Learning: a Pilot Study0
Learning Contextualized Sentence Representations for Document-Level Neural Machine Translation0
Repository for Reusing Artifacts of Artificial Neural Networks0
Variational Transformers for Diverse Response GenerationCode1
Using LSTM to Translate French to Senegalese Local Languages: Wolof as a Case Study0
Towards Supervised and Unsupervised Neural Machine Translation Baselines for Nigerian PidginCode0
FFR V1.0: Fon-French Neural Machine TranslationCode1
Felix: Flexible Text Editing Through Tagging and InsertionCode1
Towards Neural Machine Translation for Edoid Languages0
SAC: Accelerating and Structuring Self-Attention via Sparse Adaptive Connection0
A Joint Approach to Compound Splitting and Idiomatic Compound Detection0
Language Technology Programme for Icelandic 2019-2023Code0
Normalized and Geometry-Aware Self-Attention Network for Image Captioning0
Utilizing Language Relatedness to improve Machine Translation: A Case Study on Languages of the Indian Subcontinent0
Unsupervised Pidgin Text Generation By Pivoting English Data and Self-Training0
PowerNorm: Rethinking Batch Normalization in TransformersCode1
A Machine Learning Application for Raising WASH Awareness in the Times of COVID-19 Pandemic0
TRANS-BLSTM: Transformer with Bidirectional LSTM for Language Understanding0
Revisit Systematic Generalization via Meaningful LearningCode0
Masakhane -- Machine Translation For AfricaCode1
Learning to Encode Position for Transformer with Continuous Dynamical ModelCode1
ASR Error Correction and Domain Adaptation Using Machine Translation0
Capturing document context inside sentence-level neural machine translation models with self-training0
Investigating Entity Knowledge in BERT with Simple Neural End-To-End Entity LinkingCode1
Tigrinya Neural Machine Translation with Transfer Learning for Humanitarian ResponseCode0
Wide-minima Density Hypothesis and the Explore-Exploit Learning Rate ScheduleCode1
Investigating the Decoders of Maximum Likelihood Sequence Models: A Look-ahead Approach0
Quality of Word Embeddings on Sentiment Analysis Tasks0
Morfessor EM+Prune: Improved Subword Segmentation with Expectation Maximization and PruningCode1
Distill, Adapt, Distill: Training Small, In-Domain Models for Neural Machine Translation0
An Empirical Accuracy Law for Sequential Machine Translation: the Case of Google Translate0
Evaluating Low-Resource Machine Translation between Chinese and Vietnamese with Back-Translation0
Meta-Embeddings Based On Self-Attention0
Controllable Time-Delay Transformer for Real-Time Punctuation Prediction and Disfluency Detection0
Transformer++0
Towards Automatic Face-to-Face TranslationCode1
Soft-Root-Sign Activation Function0
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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