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 34513500 of 10752 papers

TitleStatusHype
OPUS-CAT: Desktop NMT with CAT integration and local fine-tuning0
Measuring and Improving Faithfulness of Attention in Neural Machine Translation0
Why Find the Right One?0
Towards Personalised and Document-level Machine Translation of Dialogue0
Advances and Challenges in Unsupervised Neural Machine Translation0
Multi-split Reversible Transformers Can Enhance Neural Machine Translation0
Context-aware Neural Machine Translation with Mini-batch EmbeddingCode0
Tutorial Proposal: End-to-End Speech Translation0
Complex Question Answering on knowledge graphs using machine translation and multi-task learning0
Low-Resource Neural Machine Translation for Southern African Languages0
Sampling and Filtering of Neural Machine Translation Distillation DataCode0
Detecting over/under-translation errors for determining adequacy in human translations0
Is Label Smoothing Truly Incompatible with Knowledge Distillation: An Empirical Study0
UC2: Universal Cross-lingual Cross-modal Vision-and-Language Pre-training0
Many-to-English Machine Translation Tools, Data, and Pretrained ModelsCode1
Domain-specific MT for Low-resource Languages: The case of Bambara-French0
Few-shot learning through contextual data augmentationCode0
Zero-Shot Language Transfer vs Iterative Back Translation for Unsupervised Machine TranslationCode0
Leveraging Neural Machine Translation for Word AlignmentCode0
An Exploration of Data Augmentation Techniques for Improving English to Tigrinya Translation0
Divide and Rule: Effective Pre-Training for Context-Aware Multi-Encoder Translation ModelsCode1
Evaluating the Morphosyntactic Well-formedness of Generated TextsCode0
Autocorrect in the Process of Translation -- Multi-task Learning Improves Dialogue Machine TranslationCode0
Unsupervised Machine Translation On Dravidian Languages0
Contextual Text Embeddings for Twi0
English-Twi Parallel Corpus for Machine Translation0
PENELOPIE: Enabling Open Information Extraction for the Greek Language through Machine TranslationCode0
Mutually-Constrained Monotonic Multihead Attention for Online ASR0
Pruning-then-Expanding Model for Domain Adaptation of Neural Machine TranslationCode1
Mask Attention Networks: Rethinking and Strengthen TransformerCode1
Low-Resource Machine Translation Training Curriculum Fit for Low-Resource Languages0
Finetuning Pretrained Transformers into RNNsCode1
The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures0
Repairing Pronouns in Translation with BERT-Based Post-Editing0
Monolingual and Parallel Corpora for Kangri Low Resource LanguageCode0
BlonDe: An Automatic Evaluation Metric for Document-level Machine TranslationCode1
Non-Autoregressive Translation by Learning Target Categorical CodesCode1
Local Interpretations for Explainable Natural Language Processing: A Survey0
Dependency Graph-to-String Statistical Machine Translation0
Token-wise Curriculum Learning for Neural Machine Translation0
The Effectiveness of Morphology-aware Segmentation in Low-Resource Neural Machine Translation0
API2Com: On the Improvement of Automatically Generated Code Comments Using API Documentations0
Congolese Swahili Machine Translation for Humanitarian ResponseCode0
Improving the Lexical Ability of Pretrained Language Models for Unsupervised Neural Machine TranslationCode1
Smoothing and Shrinking the Sparse Seq2Seq Search SpaceCode0
Towards Few-Shot Fact-Checking via Perplexity0
Gumbel-Attention for Multi-modal Machine Translation0
The Effect of Domain and Diacritics in Yorùbá-English Neural Machine TranslationCode1
Towards the evaluation of automatic simultaneous speech translation from a communicative perspective0
Crowdsourced Phrase-Based Tokenization for Low-Resourced Neural Machine Translation: The Case of Fon Language0
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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