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 57515800 of 10752 papers

TitleStatusHype
Streaming Punctuation: A Novel Punctuation Technique Leveraging Bidirectional Context for Continuous Speech Recognition0
Streaming Punctuation for Long-form Dictation with Transformers0
Streamlining Translation Workflows with StyleScorer0
String-to-Tree Multi Bottom-up Tree Transducers0
Stripping Adjectives: Integration Techniques for Selective Stemming in SMT Systems0
Structural and Topical Dimensions in Multi-Task Patent Translation0
Structural Biases for Improving Transformers on Translation into Morphologically Rich Languages0
Structural Supervision for Word Alignment and Machine Translation0
Structural Transfer Learning in NL-to-Bash Semantic Parsers0
Structured and Unstructured Cache Models for SMT Domain Adaptation0
Structured Attention Networks0
Structured-based Curriculum Learning for End-to-end English-Japanese Speech Translation0
Structured Generation of Technical Reading Lists0
Structured in Space, Randomized in Time: Leveraging Dropout in RNNs for Efficient Training0
Structured Penalties for Log-Linear Language Models0
Structured Perceptron with Inexact Search0
Structured Ramp Loss Minimization for Machine Translation0
Studying Post-Editese in a Professional Context: A Pilot Study0
Studying The Impact Of Document-level Context On Simultaneous Neural Machine Translation0
Study of the impact of proper name transliteration on the performance of word alignment in French-Arabic parallel corpora (Etude de l'impact de la translitt\'eration de noms propres sur la qualit\'e de l'alignement de mots \`a partir de corpus parall\`eles fran -arabe) [in French]0
Study on Unsupervised Statistical Machine Translation for Backtranslation0
Style-transfer and Paraphrase: Looking for a Sensible Semantic Similarity Metric0
Style Transfer as Unsupervised Machine Translation0
Stylistically User-Specific Generation0
Stylistic Chinese Poetry Generation via Unsupervised Style Disentanglement0
Stylistic Transfer in Natural Language Generation Systems Using Recurrent Neural Networks0
Subcategorisation Acquisition from Raw Text for a Free Word-Order Language0
SubCharacter Chinese-English Neural Machine Translation with Wubi encoding0
SubCo: A Learner Translation Corpus of Human and Machine Subtitles0
Subdialectal Differences in Sorani Kurdish0
Subformer: A Parameter Reduced Transformer0
Subjective and Objective Evaluation of English to Urdu Machine Translation0
Subjectivity and Sentiment Analysis of Modern Standard Arabic and Arabic Microblogs0
Sublexical Translations for Low-Resource Language0
Submodularity for Data Selection in Machine Translation0
Subsegmental language detection in Celtic language text0
Subspace Approximation for Approximate Nearest Neighbor Search in NLP0
Substring-based unsupervised transliteration with phonetic and contextual knowledge0
Substring Frequency Features for Segmentation of Japanese Katakana Words with Unlabeled Corpora0
Subword Embedding from Bytes Gains Privacy without Sacrificing Accuracy and Complexity0
Subword Regularization: An Analysis of Scalability and Generalization for End-to-End Automatic Speech Recognition0
Subword Segmentation and a Single Bridge Language Affect Zero-Shot Neural Machine Translation0
Suffix Trees as Language Models0
SUMAT: Data Collection and Parallel Corpus Compilation for Machine Translation of Subtitles0
SumeCzech: Large Czech News-Based Summarization Dataset0
Summarize and Generate to Back-translate: Unsupervised Translation of Programming Languages0
Summer: WeChat Neural Machine Translation Systems for the WMT22 Biomedical Translation Task0
SuMT: A Framework of Summarization and MT0
SuperNMT: Neural Machine Translation with Semantic Supersenses and Syntactic Supertags0
Supersense Embeddings: A Unified Model for Supersense Interpretation, Prediction, and Utilization0
Show:102550
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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