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 62516300 of 10752 papers

TitleStatusHype
Recognizing Emotions in Video Using Multimodal DNN Feature Fusion0
Regularized Training Objective for Continued Training for Domain Adaptation in Neural Machine TranslationCode0
Incorporating Latent Meanings of Morphological Compositions to Enhance Word EmbeddingsCode0
Are BLEU and Meaning Representation in Opposition?0
Joint Part-of-Speech and Language ID Tagging for Code-Switched Data0
Neural Hidden Markov Model for Machine Translation0
Isomorphic Transfer of Syntactic Structures in Cross-Lingual NLP0
LSTMs Can Learn Syntax-Sensitive Dependencies Well, But Modeling Structure Makes Them Better0
Multi-glance Reading Model for Text Understanding0
Moon IME: Neural-based Chinese Pinyin Aided Input Method with Customizable Association0
A Context-aware Convolutional Natural Language Generation model for Dialogue Systems0
Statistical Machine Transliteration Baselines for NEWS 20180
Mining Cross-Cultural Differences and Similarities in Social Media0
Multimodal Neural Machine Translation for Low-resource Language Pairs using Synthetic Data0
Learning Translations via Images with a Massively Multilingual Image Dataset0
Out-of-the-box Universal Romanization Tool uroman0
Improving Beam Search by Removing Monotonic Constraint for Neural Machine Translation0
Neural Semantic Parsing0
Model-Level Dual Learning0
Exploiting Common Characters in Chinese and Japanese to Learn Cross-Lingual Word Embeddings via Matrix Factorization0
Orthographic Features for Bilingual Lexicon Induction0
Baseline: A Library for Rapid Modeling, Experimentation and Development of Deep Learning Algorithms targeting NLPCode0
A Multi-lingual Multi-task Architecture for Low-resource Sequence LabelingCode0
Surface Realization Shared Task 2018 (SR18): The Tilburg University ApproachCode0
Leveraging distributed representations and lexico-syntactic fixedness for token-level prediction of the idiomaticity of English verb-noun combinations0
Automatic Spelling Correction for Resource-Scarce Languages using Deep Learning0
Adaptive Knowledge Sharing in Multi-Task Learning: Improving Low-Resource Neural Machine Translation0
How Much Attention Do You Need? A Granular Analysis of Neural Machine Translation Architectures0
Learning Distributional Token Representations from Visual Features0
Exploring Semantic Properties of Sentence Embeddings0
A Hybrid Learning Scheme for Chinese Word Embedding0
Iterative Back-Translation for Neural Machine Translation0
Multi-lingual Entity Discovery and Linking0
Prefix Lexicalization of Synchronous CFGs using Synchronous TAG0
OpenSeq2Seq: Extensible Toolkit for Distributed and Mixed Precision Training of Sequence-to-Sequence Models0
Judicious Selection of Training Data in Assisting Language for Multilingual Neural NERCode0
OpenNMT System Description for WNMT 2018: 800 words/sec on a single-core CPU0
Document-Level Adaptation for Neural Machine Translation0
A Neural Approach to Pun Generation0
A Distributional and Orthographic Aggregation Model for English Derivational MorphologyCode0
Multilingual Seq2seq Training with Similarity Loss for Cross-Lingual Document Classification0
Lost in Translation: Analysis of Information Loss During Machine Translation Between Polysynthetic and Fusional Languages0
Enhancement of Encoder and Attention Using Target Monolingual Corpora in Neural Machine Translation0
Split and Rephrase: Better Evaluation and Stronger BaselinesCode0
Constructing a Lexicon of English Discourse Connectives0
An Empirical Study of Building a Strong Baseline for Constituency ParsingCode0
Neural Machine Translation Techniques for Named Entity TransliterationCode0
Forest-Based Neural Machine Translation0
Language Production Dynamics with Recurrent Neural Networks0
A Deep Learning Based Approach to Transliteration0
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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