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 65516600 of 10752 papers

TitleStatusHype
Faster Shift-Reduce Constituent Parsing with a Non-Binary, Bottom-Up Strategy0
A Stable and Effective Learning Strategy for Trainable Greedy DecodingCode0
Sentence Simplification with Memory-Augmented Neural Networks0
Phrase-Based & Neural Unsupervised Machine TranslationCode0
Fast Lexically Constrained Decoding with Dynamic Beam Allocation for Neural Machine Translation0
When and Why are Pre-trained Word Embeddings Useful for Neural Machine Translation?Code0
Investigating Backtranslation in Neural Machine Translation0
Improving Character-based Decoding Using Target-Side Morphological Information for Neural Machine Translation0
Approaching Neural Grammatical Error Correction as a Low-Resource Machine Translation TaskCode0
Can Neural Machine Translation be Improved with User Feedback?0
Near Human-Level Performance in Grammatical Error Correction with Hybrid Machine Translation0
Demo of Sanskrit-Hindi SMT System0
Pieces of Eight: 8-bit Neural Machine Translation0
Adafactor: Adaptive Learning Rates with Sublinear Memory CostCode1
Generating Multilingual Parallel Corpus Using Subtitles0
Cortex Neural Network: learning with Neural Network groups0
Guiding Neural Machine Translation with Retrieved Translation Pieces0
Chinese-Portuguese Machine Translation: A Study on Building Parallel Corpora from Comparable Texts0
Domain Adaptation for Statistical Machine Translation0
Attentive Sequence-to-Sequence Learning for Diacritic Restoration of Yorùbá Language TextCode1
Marian: Fast Neural Machine Translation in C++Code0
Training Tips for the Transformer ModelCode0
Fine-Grained Attention Mechanism for Neural Machine Translation0
Identifying Semantic Divergences in Parallel Text without AnnotationsCode0
Demystifying Differentiable Programming: Shift/Reset the Penultimate BackpropagatorCode0
Low-Resource Speech-to-Text Translation0
Quality expectations of machine translation0
Why not be Versatile? Applications of the SGNMT Decoder for Machine Translation0
English-Catalan Neural Machine Translation in the Biomedical Domain through the cascade approach0
Dear Sir or Madam, May I introduce the GYAFC Dataset: Corpus, Benchmarks and Metrics for Formality Style TransferCode0
Tensor2Tensor for Neural Machine TranslationCode0
TBD: Benchmarking and Analyzing Deep Neural Network Training0
Achieving Human Parity on Automatic Chinese to English News TranslationCode0
Deep k-Nearest Neighbors: Towards Confident, Interpretable and Robust Deep LearningCode0
From Nodes to Networks: Evolving Recurrent Neural Networks0
The Importance of Being Recurrent for Modeling Hierarchical StructureCode0
Fast Decoding in Sequence Models using Discrete Latent Variables0
Self-Attention with Relative Position RepresentationsCode0
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence ModelingCode1
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches0
Seq2Sick: Evaluating the Robustness of Sequence-to-Sequence Models with Adversarial ExamplesCode0
Combining Quality Estimation and Automatic Post-editing to Enhance Machine Translation output0
Fine-grained evaluation of Quality Estimation for Machine translation based on a linguistically motivated Test Suite0
Exploring Word Sense Disambiguation Abilities of Neural Machine Translation Systems (Non-archival Extended Abstract)0
Challenges in Speech Recognition and Translation of High-Value Low-Density Polysynthetic Languages0
Challenges in Adaptive Neural Machine Translation0
Semi-Supervised Neural Machine Translation with Language Models0
Using Morphemes from Agglutinative Languages like Quechua and Finnish to Aid in Low-Resource Translation0
SMT versus NMT: Preliminary comparisons for Irish0
Same-language machine translation for local flavours/flavors0
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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