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 59015950 of 10752 papers

TitleStatusHype
UTFPR at WMT 2018: Minimalistic Supervised Corpora Filtering for Machine Translation0
The Speechmatics Parallel Corpus Filtering System for WMT180
Identification of Parallel Sentences in Comparable Monolingual Corpora from Different Registers0
TencentFmRD Neural Machine Translation for WMT180
Tencent Neural Machine Translation Systems for WMT180
Hunter NMT System for WMT18 Biomedical Translation Task: Transfer Learning in Neural Machine Translation0
A Morphological Analyzer for Shipibo-Konibo0
Neural Machine Translation of Logographic Language Using Sub-character Level Information0
Research Challenges in Building a Voice-based Artificial Personal Shopper - Position Paper0
Self-training improves Recurrent Neural Networks performance for Temporal Relation Extraction0
RTM results for Predicting Translation Performance0
Experiments on Morphological Reinflection: CoNLL-2018 Shared Task0
Bidirectional Generative Adversarial Networks for Neural Machine Translation0
Learning to Actively Learn Neural Machine Translation0
IPS-WASEDA system at CoNLL--SIGMORPHON 2018 Shared Task on morphological inflection0
Turku Neural Parser Pipeline: An End-to-End System for the CoNLL 2018 Shared Task0
Morphological Reinflection in Context: CU Boulder's Submission to CoNLL--SIGMORPHON 2018 Shared Task0
Fixing Translation Divergences in Parallel Corpora for Neural MTCode0
Similarity-Based Reconstruction Loss for Meaning Representation0
Capturing Regional Variation with Distributed Place Representations and Geographic Retrofitting0
Towards Less Generic Responses in Neural Conversation Models: A Statistical Re-weighting MethodCode0
CaLcs: Continuously Approximating Longest Common Subsequence for Sequence Level Optimization0
NORMA: Neighborhood Sensitive Maps for Multilingual Word Embeddings0
Estimating Marginal Probabilities of n-grams for Recurrent Neural Language Models0
End-to-End Non-Autoregressive Neural Machine Translation with Connectionist Temporal Classification0
Encoding Gated Translation Memory into Neural Machine Translation0
Annotation of a Large Clinical Entity Corpus0
Dual Fixed-Size Ordinally Forgetting Encoding (FOFE) for Competitive Neural Language Models0
Three Strategies to Improve One-to-Many Multilingual Translation0
Prediction Improves Simultaneous Neural Machine Translation0
Translating a Math Word Problem to a Expression Tree0
Phrase-Based \& Neural Unsupervised Machine Translation0
Diversity-Promoting GAN: A Cross-Entropy Based Generative Adversarial Network for Diversified Text GenerationCode0
Training for Diversity in Image Paragraph CaptioningCode0
LemmaTag: Jointly Tagging and Lemmatizing for Morphologically Rich Languages with BRNNsCode0
Learning Unsupervised Word Translations Without Adversaries0
Adversarial Evaluation of Multimodal Machine Translation0
Learning Neural Representation for CLIR with Adversarial Framework0
Automatic Post-Editing of Machine Translation: A Neural Programmer-Interpreter ApproachCode0
Semantics as a Foreign Language0
Automatic Essay Scoring Incorporating Rating Schema via Reinforcement Learning0
The Lazy Encoder: A Fine-Grained Analysis of the Role of Morphology in Neural Machine Translation0
Sentence Compression for Arbitrary Languages via Multilingual PivotingCode0
Multi-Domain Neural Machine Translation with Word-Level Domain Context DiscriminationCode0
S2SPMN: A Simple and Effective Framework for Response Generation with Relevant Information0
Interpretable Emoji Prediction via Label-Wise Attention LSTMs0
Auto-Encoding Dictionary Definitions into Consistent Word EmbeddingsCode0
A Unified Syntax-aware Framework for Semantic Role LabelingCode0
Cross-lingual Knowledge Graph Alignment via Graph Convolutional NetworksCode0
Addressing Troublesome Words in Neural Machine Translation0
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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