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

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Showing 4301–4350 of 10752 papers

TitleStatusHype
Diffusion Glancing Transformer for Parallel Sequence to Sequence Learning—0
Differentiable Window for Dynamic Local Attention—0
Bayesian Optimisation for Machine Translation—0
A Neural Approach to Language Variety Translation—0
Differentiable Scheduled Sampling for Credit Assignment—0
Bayesian Model-Agnostic Meta-Learning with Matrix-Valued Kernels for Quality Estimation—0
Differentiable Sampling with Flexible Reference Word Order for Neural Machine Translation—0
Plug-in, Trainable Gate for Streamlining Arbitrary Neural Networks—0
Bayesian Layers: A Module for Neural Network Uncertainty—0
A Neural Approach to KGQA via SPARQL Silhouette Generation—0
A Dynamic Confusion Score for Dependency Arc Labels—0
A contrastive review of paraphrase acquisition techniques—0
Differentiable Expected BLEU for Text Generation—0
Differentiable Dynamic Programming for Structured Prediction and Attention—0
Bayesian Language Modelling of German Compounds—0
Different Flavors of GUM: Evaluating Genre and Sentence Type Effects on Multilayer Corpus Annotation Quality—0
Did Translation Models Get More Robust Without Anyone Even Noticing?—0
Bayesian Kernel Methods for Natural Language Processing—0
Did they direct the violence or admonish it? A cautionary tale on contronomy, androcentrism and back-translation foibles—0
DiDi’s Machine Translation System for WMT2020—0
DiDi's Machine Translation System for WMT2020—0
Dict-NMT: Bilingual Dictionary based NMT for Extremely Low Resource Languages—0
Bayesian Attention Belief Networks—0
An Etymological Approach to Cross-Language Orthographic Similarity. Application on Romanian—0
Dict-NMT: Bilingual Dictionary based NMT for Extremely Low Resource Languages—0
Dictionary-based Phrase-level Prompting of Large Language Models for Machine Translation—0
BayesFormer: Transformer with Uncertainty Estimation—0
Dictionary-based Domain Adaptation of MT Systems without Retraining—0
Dictionary-based Data Augmentation for Cross-Domain Neural Machine Translation—0
Batch Tuning Strategies for Statistical Machine Translation—0
A Nested Attention Neural Hybrid Model for Grammatical Error Correction—0
DictFormer: Tiny Transformer with Shared Dictionary—0
DICTDIS: Dictionary Constrained Disambiguation for Improved NMT—0
DiBiMT: A Novel Benchmark for Measuring Word Sense Disambiguation Biases in Machine Translation—0
Basque and Spanish Counter Narrative Generation: Data Creation and Evaluation—0
An Error-based Investigation of Statistical and Neural Machine Translation Performance on Hindi-to-Tamil and English-to-Tamil—0
Adversarial Training with Contrastive Learning in NLP—0
A Continuum of Generation Tasks for Investigating Length Bias and Degenerate Repetition—0
A Call for Prudent Choice of Subword Merge Operations in Neural Machine Translation—0
DialUp! Modeling the Language Continuum by Adapting Models to Dialects and Dialects to Models—0
Dialogue Act Segmentation for Vietnamese Human-Human Conversational Texts—0
Basic Principles for Segmenting Thai EDUs—0
Dialogue Act Classification in Domain-Independent Conversations Using a Deep Recurrent Neural Network—0
Dialog Generation Using Multi-Turn Reasoning Neural Networks—0
An entity-driven recursive neural network model for chinese discourse coherence modeling—0
Dialog-based Language Learning—0
Dialog-based Language Learning—0
Baseline Models for Pronoun Prediction and Pronoun-Aware Translation—0
Dialectal Arabic to English Machine Translation: Pivoting through Modern Standard Arabic—0
Dialectal and Low-Resource Machine Translation for Aromanian—0
Show:102550
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All datasetsWMT2014 English-GermanWMT2014 English-FrenchIWSLT2014 German-EnglishACESWMT2016 English-RomanianWMT2016 Romanian-EnglishWMT2014 German-EnglishIWSLT2015 German-EnglishWMT2016 English-GermanIWSLT2015 English-VietnameseIWSLT2015 English-GermanWMT2016 German-English

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14—Unverified
2Noisy back-translationBLEU score35—Unverified
3Transformer+Rep(Uni)BLEU score33.89—Unverified
4T5-11BBLEU score32.1—Unverified
5BiBERTBLEU score31.26—Unverified
6Transformer + R-DropBLEU score30.91—Unverified
7Bi-SimCutBLEU score30.78—Unverified
8BERT-fused NMTBLEU score30.75—Unverified
9Data Diversification - TransformerBLEU score30.7—Unverified
10SimCutBLEU score30.56—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4—Unverified
2Noisy back-translationBLEU score45.6—Unverified
3mRASP+Fine-TuneBLEU score44.3—Unverified
4Transformer + R-DropBLEU score43.95—Unverified
5Transformer (ADMIN init)BLEU score43.8—Unverified
6AdminBLEU score43.8—Unverified
7BERT-fused NMTBLEU score43.78—Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5—Unverified
9T5BLEU score43.4—Unverified
10Local Joint Self-attentionBLEU score43.3—Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43—Unverified
2BiBERTBLEU score38.61—Unverified
3Bi-SimCutBLEU score38.37—Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96—Unverified
5DRDABLEU score37.95—Unverified
6Transformer + R-Drop + CutoffBLEU score37.9—Unverified
7SimCutBLEU score37.81—Unverified
8Cutoff+KneeBLEU score37.78—Unverified
9CutoffBLEU score37.6—Unverified
10CipherDAugBLEU score37.53—Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97—Unverified
2MS-COMET-22Score19.89—Unverified
3MS-COMET-QE-22Score19.76—Unverified
4KG-BERTScoreScore17.28—Unverified
5metricx_xl_DA_2019Score17.17—Unverified
6COMET-QEScore16.8—Unverified
7COMET-22Score16.31—Unverified
8UniTE-srcScore15.68—Unverified
9UniTE-refScore15.38—Unverified
10metricx_xxl_DA_2019Score15.24—Unverified