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 1301–1350 of 10752 papers

TitleStatusHype
An Incremental Algorithm for Transition-based CCG Parsing—0
An In-Context and Collaborative Software Localisation Model—0
A Corpus of Spontaneous Speech in Lectures: The KIT Lecture Corpus for Spoken Language Processing and Translation—0
An Incomplete Loop: Deductive, Inductive, and Abductive Learning in Large Language Models—0
An inclusive review on deep learning techniques and their scope in handwriting recognition—0
AfriMTE and AfriCOMET: Enhancing COMET to Embrace Under-resourced African Languages—0
A Case Study on Context Encoding in Multi-Encoder based Document-Level Neural Machine Translation—0
An Improvement in Cross-Language Document Retrieval Based on Statistical Models—0
An Improved Hierarchical Word Sequence Language Model Using Directional Information—0
A French Corpus for Semantic Similarity—0
An implementation of a Latvian resource grammar in Grammatical Framework—0
An Imitation Learning Curriculum for Text Editing with Non-Autoregressive Models—0
A Corpus of Preposition Supersenses—0
A3-108 Machine Translation System for LoResMT Shared Task @MT Summit 2021 Conference—0
Beyond Error Propagation in Neural Machine Translation: Characteristics of Language Also Matter—0
Beyond Human-Only: Evaluating Human-Machine Collaboration for Collecting High-Quality Translation Data—0
Beyond Word-based Language Model in Statistical Machine Translation—0
Bilingual Word Embeddings for Phrase-Based Machine Translation—0
A Framework for Translating SMS Messages—0
A Framework for the Needs of Different Types of Users in Multilingual Semantic Enrichment—0
An Extensive Empirical Evaluation of Character-Based Morphological Tagging for 14 Languages—0
A corpus of post-edited translations (Un corpus d'erreurs de traduction) [in French]—0
A Case Study on Context-Aware Neural Machine Translation with Multi-Task Learning—0
An Exploratory Study on Utilising the Web of Linked Data for Product Data Mining—0
An Exploratory Study on Multilingual Quality Estimation—0
A Framework for the Construction of Monolingual and Cross-lingual Word Similarity Datasets—0
An Exploration of Post-Editing Effectiveness in Text Summarization—0
A Framework for the Classification and Annotation of Multiword Expressions in Dialectal Arabic—0
A Corpus of Machine Translation Errors Extracted from Translation Students Exercises—0
Between Reading Time and Information Structure—0
An Exploration of Placeholding in Neural Machine Translation—0
An Exploration of Neural Sequence-to-Sequence Architectures for Automatic Post-Editing—0
A Framework for Learning Morphology using Suffix Association Matrix—0
An Exploration of Discourse-Based Sentence Spaces for Compositional Distributional Semantics—0
An Exploration of Data Augmentation Techniques for Improving English to Tigrinya Translation—0
A Framework for Hierarchical Multilingual Machine Translation—0
A corpus of German political speeches from the 21st century—0
A Framework for Discriminative Rule Selection in Hierarchical Moses—0
An Explainable Adversarial Robustness Metric for Deep Learning Neural Networks—0
A Corpus Level MIRA Tuning Strategy for Machine Translation—0
An Experiment on Speech-to-Text Translation Systems for Manipuri to English on Low Resource Setting—0
An experimental analysis of Noise-Contrastive Estimation: the noise distribution matters—0
A Framework for Compiling High Quality Knowledge Resources From Raw Corpora—0
A Case Study of Machine Translation in Financial Sentiment Analysis—0
A3-108 Machine Translation System for LoResMT 2019—0
Beyond BLEU:Training Neural Machine Translation with Semantic Similarity—0
A Formalized Reference Grammar for UNL-Based Machine Translation between English and Arabic—0
A New Syntactic Metric for Evaluation of Machine Translation—0
A case study of German into English by machine translation: to evaluate Moses using Moses for Mere Mortals—0
A New Semantic Lexicon and Similarity Measure in Bangla—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