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 70017050 of 10752 papers

TitleStatusHype
Unbabel's Participation in the WMT17 Translation Quality Estimation Shared Task0
Copied Monolingual Data Improves Low-Resource Neural Machine Translation0
Predicting Translation Performance with Referential Translation Machines0
Treatment of Markup in Statistical Machine Translation0
Hunter MT: A Course for Young Researchers in WMT170
Contextual Hyperedge Replacement Grammars for Abstract Meaning Representations0
Tilde's Machine Translation Systems for WMT 2017Code0
Shared Task Proposal: Multilingual Surface Realization Using Universal Dependency Trees0
Amharic-English Speech Translation in Tourism Domain0
Connecting the Dots: Towards Human-Level Grammatical Error Correction0
Guiding Neural Machine Translation Decoding with External Knowledge0
Predictor-Estimator using Multilevel Task Learning with Stack Propagation for Neural Quality Estimation0
GradAscent at EmoInt-2017: Character and Word Level Recurrent Neural Network Models for Tweet Emotion Intensity Detection0
Word Transduction for Addressing the OOV Problem in Machine Translation for Similar Resource-Scarce Languages0
The Effect of Error Rate in Artificially Generated Data for Automatic Preposition and Determiner Correction0
Generating titles for millions of browse pages on an e-Commerce site0
Generating Image Descriptions using Multilingual Data0
Recognizing Textual Entailment in Twitter Using Word Embeddings0
GEC into the future: Where are we going and how do we get there?0
Sheffield MultiMT: Using Object Posterior Predictions for Multimodal Machine Translation0
Towards Quantum Language Models0
Adapting Topic Models using Lexical Associations with Tree Priors0
Classification of telicity using cross-linguistic annotation projectionCode0
A Joint Sequential and Relational Model for Frame-Semantic Parsing0
Stack-based Multi-layer Attention for Transition-based Dependency Parsing0
Neural Sequence Learning Models for Word Sense Disambiguation0
Neural Sequence-Labelling Models for Grammatical Error Correction0
Neural Response Generation via GAN with an Approximate Embedding Layer0
Neural Machine Translation with Source Dependency Representation0
Multi-modular domain-tailored OCR post-correction0
Repeat before Forgetting: Spaced Repetition for Efficient and Effective Training of Neural Networks0
Word Re-Embedding via Manifold Dimensionality Retention0
What is it? Disambiguating the different readings of the pronoun `it'0
Machine Translation, it's a question of style, innit? The case of English tag questions0
Distinguishing Japanese Non-standard Usages from Standard Ones0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
Unsupervised Pretraining for Sequence to Sequence Learning0
Towards Decoding as Continuous Optimisation in Neural Machine Translation0
Deep Neural Solver for Math Word Problems0
Deciphering Related Languages0
Towards Compact and Fast Neural Machine Translation Using a Combined Method0
Segmentation-Free Word Embedding for Unsegmented Languages0
Inter-Weighted Alignment Network for Sentence Pair Modeling0
Interactive Visualization and Manipulation of Attention-based Neural Machine Translation0
Instance Weighting for Neural Machine Translation Domain AdaptationCode0
CROWD-IN-THE-LOOP: A Hybrid Approach for Annotating Semantic Roles0
Source-Side Left-to-Right or Target-Side Left-to-Right? An Empirical Comparison of Two Phrase-Based Decoding Algorithms0
Incorporating Global Visual Features into Attention-based Neural Machine Translation.0
Counterfactual Learning from Bandit Feedback under Deterministic Logging : A Case Study in Statistical Machine Translation0
Towards a Universal Sentiment Classifier in Multiple languages0
Show:102550
← PrevPage 141 of 216Next →

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