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 54015450 of 10752 papers

TitleStatusHype
NTT's Machine Translation Systems for WMT19 Robustness Task0
Correct-and-Memorize: Learning to Translate from Interactive Revisions0
An Intrinsic Nearest Neighbor Analysis of Neural Machine Translation Architectures0
Learning Neural Sequence-to-Sequence Models from Weak Feedback with Bipolar Ramp LossCode0
Evolutionary Algorithm for Sinhala to English TranslationCode0
Exploiting Out-of-Domain Parallel Data through Multilingual Transfer Learning for Low-Resource Neural Machine TranslationCode0
Interactive-Predictive Neural Machine Translation through Reinforcement and Imitation0
Depth Growing for Neural Machine TranslationCode0
On the Weaknesses of Reinforcement Learning for Neural Machine Translation0
Neural Image Captioning0
Predicting Retrosynthetic Reaction using Self-Corrected Transformer Neural NetworksCode0
Improving Robustness in Real-World Neural Machine Translation Engines0
Generating Diverse Translations with Sentence Codes0
Automatic Grammatical Error Correction for Sequence-to-sequence Text Generation: An Empirical Study0
\'Etude de l'apprentissage par transfert de syst\`emes de traduction automatique neuronaux (Study on transfer learning in neural machine translation )0
Post-editese: an Exacerbated TranslationeseCode0
Deep Learning in Event Detection in Polish0
Neural Machine Translation with Reordering Embeddings0
Dynamically Composing Domain-Data Selection with Clean-Data Selection by ``Co-Curricular Learning'' for Neural Machine Translation0
Multilingual, Multi-scale and Multi-layer Visualization of Intermediate Representations0
English-Indonesian Neural Machine Translation for Spoken Language Domains0
On the Word Alignment from Neural Machine Translation0
SARAL: A Low-Resource Cross-Lingual Domain-Focused Information Retrieval System for Effective Rapid Document Triage0
Deep Bayesian Natural Language Processing0
On the Robustness of Self-Attentive Models0
Look Harder: A Neural Machine Translation Model with Hard Attention0
Leveraging Local and Global Patterns for Self-Attention NetworksCode0
Improving Mongolian-Chinese Neural Machine Translation with Morphological Noise0
Attention over Heads: A Multi-Hop Attention for Neural Machine Translation0
Putting Evaluation in Context: Contextual Embeddings Improve Machine Translation EvaluationCode0
Beyond BLEU:Training Neural Machine Translation with Semantic Similarity0
Better OOV Translation with Bilingual Terminology Mining0
Normalizing Non-canonical Turkish Texts Using Machine Translation Approaches0
Discourse Analysis and Its Applications0
Modernizing Historical Documents: a User Study0
Neural Fuzzy Repair: Integrating Fuzzy Matches into Neural Machine Translation0
Neural-based Chinese Idiom Recommendation for Enhancing Elegance in Essay Writing0
A Compact and Language-Sensitive Multilingual Translation Method0
Sentence-Level Agreement for Neural Machine Translation0
Negative Lexically Constrained Decoding for Paraphrase Generation0
Reducing Word Omission Errors in Neural Machine Translation: A Contrastive Learning Approach0
Keeping Notes: Conditional Natural Language Generation with a Scratchpad Encoder0
Latent Structure Models for Natural Language Processing0
Self-Supervised Neural Machine TranslationCode0
Unsupervised Pretraining for Neural Machine Translation Using Elastic Weight Consolidation0
Unsupervised Parallel Sentence Extraction with Parallel Segment Detection Helps Machine TranslationCode0
Unsupervised Joint Training of Bilingual Word Embeddings0
Unsupervised Bilingual Word Embedding Agreement for Unsupervised Neural Machine Translation0
The University of Sydney's Machine Translation System for WMT190
Empirical Evaluation of Sequence-to-Sequence Models for Word Discovery in Low-resource SettingsCode0
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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