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 45014550 of 10752 papers

TitleStatusHype
Accurate Word Alignment Induction from Neural Machine TranslationCode0
Simulated Multiple Reference Training Improves Low-Resource Machine TranslationCode1
Character-Level Translation with Self-attention0
Capsule-Transformer for Neural Machine Translation0
Can Your Context-Aware MT System Pass the DiP Benchmark Tests? : Evaluation Benchmarks for Discourse Phenomena in Machine Translation0
Semi-Supervised Text Simplification with Back-Translation and Asymmetric Denoising Autoencoders0
NUBIA: NeUral Based Interchangeability Assessor for Text GenerationCode1
Bridging Linguistic Typology and Multilingual Machine Translation with Multi-View Language RepresentationsCode0
End-to-End Neural Word Alignment Outperforms GIZA++0
Breaking (Global) Barriers in Parallel Stochastic Optimization with Wait-Avoiding Group Averaging0
Automatic Machine Translation Evaluation in Many Languages via Zero-Shot ParaphrasingCode1
Vocabulary Adaptation for Distant Domain Adaptation in Neural Machine Translation0
Language Model Prior for Low-Resource Neural Machine TranslationCode1
Addressing Zero-Resource Domains Using Document-Level Context in Neural Machine Translation0
Recipes for Adapting Pre-trained Monolingual and Multilingual Models to Machine Translation0
Imitation Attacks and Defenses for Black-box Machine Translation SystemsCode1
A Study in Improving BLEU Reference Coverage with Diverse Automatic ParaphrasingCode0
Data and Representation for Turkish Natural Language InferenceCode1
A Call for More Rigor in Unsupervised Cross-lingual Learning0
TextAttack: A Framework for Adversarial Attacks, Data Augmentation, and Adversarial Training in NLPCode2
Learning Non-Monotonic Automatic Post-Editing of Translations from Human OrderingsCode0
Multiscale Collaborative Deep Models for Neural Machine TranslationCode0
End-to-End Slot Alignment and Recognition for Cross-Lingual NLUCode1
Adversarial Subword Regularization for Robust Neural Machine TranslationCode1
Towards Reasonably-Sized Character-Level Transformer NMT by Finetuning Subword SystemsCode1
Automatically Identifying Gender Issues in Machine Translation using Perturbations0
Syntax-aware Data Augmentation for Neural Machine Translation0
Scheduled DropHead: A Regularization Method for Transformer ModelsCode0
The Explanation Game: Towards Prediction Explainability through Sparse CommunicationCode0
Conversational Word Embedding for Retrieval-Based Dialog SystemCode1
Self-Attention with Cross-Lingual Position Representation0
Assessing the Bilingual Knowledge Learned by Neural Machine Translation Models0
BLEU Neighbors: A Reference-less Approach to Automatic Evaluation0
Neural Machine Translation with Monte-Carlo Tree SearchCode0
Lexically Constrained Neural Machine Translation with Levenshtein TransformerCode1
All Word Embeddings from One EmbeddingCode1
Jointly Trained Transformers models for Spoken Language Translation0
Practical Comparable Data Collection for Low-Resource Languages via ImagesCode0
On Sparsifying Encoder Outputs in Sequence-to-Sequence Models0
Improving Massively Multilingual Neural Machine Translation and Zero-Shot TranslationCode1
Lite Transformer with Long-Short Range AttentionCode1
Multiple Segmentations of Thai Sentences for Neural Machine Translation0
Correct Me If You Can: Learning from Error Corrections and MarkingsCode0
Residual Energy-Based Models for Text GenerationCode1
Syntactic Structure from Deep Learning0
Testing Machine Translation via Referential Transparency0
When and Why is Unsupervised Neural Machine Translation Useless?0
Improve Variational Autoencoder for Text Generationwith Discrete Latent Bottleneck0
A Study of Non-autoregressive Model for Sequence Generation0
Learnings from Technological Interventions in a Low Resource Language: A Case-Study on Gondi0
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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