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 2051–2100 of 10752 papers

TitleStatusHype
An Automatic Quality Metric for Evaluating Simultaneous Interpretation—0
Advancing Translation Preference Modeling with RLHF: A Step Towards Cost-Effective Solution—0
A Word Labeling Approach to Thai Sentence Boundary Detection and POS Tagging—0
A Word-Embedding-based Sense Index for Regular Polysemy Representation—0
Revisiting Simple Domain Adaptation Methods in Unsupervised Neural Machine Translation—0
Advancing Text-to-GLOSS Neural Translation Using a Novel Hyper-parameter Optimization Technique—0
A Word Embedding Approach to Identifying Verb-Noun Idiomatic Combinations—0
A Wizard-of-Oz Study on A Non-Task-Oriented Dialog Systems That Reacts to User Engagement—0
An Empirical Study of Document-to-document Neural Machine Translation—0
A Wikipedia-based Corpus for Contextualized Machine Translation—0
A Web-based Annotation Framework For Large-Scale Text Correction—0
An Empirical Study of Diversity of Word Alignment and its Symmetrization Techniques for System Combination—0
A Constrained Viterbi Relaxation for Bidirectional Word Alignment—0
Context-Aware Text Normalisation for Historical Dialects—0
Context-Dependent Translation Selection Using Convolutional Neural Network—0
A Web Application for the Diagnostic Evaluation of Machine Translation over Specific Linguistic Phenomena—0
A Weakly-Supervised Streaming Multilingual Speech Model with Truly Zero-Shot Capability—0
An Empirical Study of Contextual Data Augmentation for Japanese Zero Anaphora Resolution—0
A Visually-Grounded Parallel Corpus with Phrase-to-Region Linking—0
A Comprehensive Survey of Multilingual Neural Machine Translation—0
Context-Aware Monolingual Human Evaluation of Machine Translation—0
A Visual Analytics System for Cluster Exploration—0
Nonlinear Advantage: Trained Networks Might Not Be As Complex as You Think—0
Advancing Explainability in Neural Machine Translation: Analytical Metrics for Attention and Alignment Consistency—0
A Variational Hierarchical Model for Neural Cross-Lingual Summarization—0
An Empirical Study of Automatic Post-Editing—0
Abu-MaTran at WMT 2016 Translation Task: Deep Learning, Morphological Segmentation and Tuning on Character Sequences—0
Context-Aware Neural Machine Translation Learns Anaphora Resolution—0
An Empirical Study of Automatic Chinese Word Segmentation for Spoken Language Understanding and Named Entity Recognition—0
Auto-Sizing Neural Networks: With Applications to n-gram Language Models—0
Context-aware Cascade Attention-based RNN for Video Emotion Recognition—0
An Empirical Study of Adequate Vision Span for Attention-Based Neural Machine Translation—0
AutoParSe: An Automatic Paradigm Selector For Nouns in Konkani—0
Advancing AI with Integrity: Ethical Challenges and Solutions in Neural Machine Translation—0
Context-aware Decoder for Neural Machine Translation using a Target-side Document-Level Language Model—0
Automode: Choosing the Best Machine Translation Supplier Based on Source Text—0
An Empirical Investigation of Word Alignment Supervision for Zero-Shot Multilingual Neural Machine Translation—0
An Empirical Investigation of Statistical Significance in NLP—0
Automatic word alignment tools to scale production of manually aligned parallel texts—0
Advances and Challenges in Unsupervised Neural Machine Translation—0
A Comprehensive Survey of Grammar Error Correction—0
Context-Aware Learning for Neural Machine Translation—0
Context-Aware Neural Machine Translation Decoding—0
Automatic Tripartite Classification of Intransitive Verbs—0
Automatic Translation of Scientific Documents in the HAL Archive—0
An Empirical Investigation of Global and Local Normalization for Recurrent Neural Sequence Models Using a Continuous Relaxation to Beam Search—0
Automatic Translation of Scholarly Terms into Patent Terms Using Synonym Extraction Techniques—0
Automatic Translation for Multiple NLP tasks: a Multi-task Approach to Machine-oriented NMT Adaptation—0
An Empirical Investigation into the Use of Image Captioning for Automated Software Documentation—0
Advancements in Reordering Models for Statistical Machine Translation—0
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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