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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1951–2000 of 10752 papers

TitleStatusHype
Compositional Generalization via Neural-Symbolic Stack Machines—0
Clinical Document Corpora and Assorted Domain Proxies: A Survey of Diversity in Corpus Design, with Focus on German Text Data—0
Back-Translation as Strategy to Tackle the Lack of Corpus in Natural Language Generation from Semantic Representations—0
Are we Estimating or Guesstimating Translation Quality?—0
CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents—0
CLUF: a Neural Model for Second Language Acquisition Modeling—0
Clustered Word Classes for Preordering in Statistical Machine Translation—0
ClusterFormer: Neural Clustering Attention for Efficient and Effective Transformer—0
An Empirical Study of the Impact of Idioms on Phrase Based Statistical Machine Translation of English to Brazilian-Portuguese—0
CMUQ@QALB-2014: An SMT-based System for Automatic Arabic Error Correction—0
CMU’s IWSLT 2022 Dialect Speech Translation System—0
CMU’s Machine Translation System for IWSLT 2019—0
CNGL-CORE: Referential Translation Machines for Measuring Semantic Similarity—0
CNGL: Grading Student Answers by Acts of Translation—0
C-NMT: A Collaborative Inference Framework for Neural Machine Translation—0
CNRC at SemEval-2016 Task 1: Experiments in Crosslingual Semantic Textual Similarity—0
Adventures in Multilingual Parsing—0
CoAM: Corpus of All-Type Multiword Expressions—0
Coarse-grained Candidate Generation and Fine-grained Re-ranking for Chinese Abbreviation Prediction—0
Coarse-to-Fine Attention Models for Document Summarization—0
Backretrieval: An Image-Pivoted Evaluation Metric for Cross-Lingual Text Representations Without Parallel Corpora—0
Uncertainty Quantification for LLMs through Minimum Bayes Risk: Bridging Confidence and Consistency—0
Backdoor Learning on Sequence to Sequence Models—0
An Empirical Study of Mini-Batch Creation Strategies for Neural Machine Translation—0
A Context-aware Convolutional Natural Language Generation model for Dialogue Systems—0
Code-mixed LLM: Improve Large Language Models' Capability to Handle Code-Mixing through Reinforcement Learning from AI Feedback—0
Code-Mixer Ya Nahi: Novel Approaches to Measuring Multilingual LLMs' Code-Mixing Capabilities—0
Code-Switched Text Synthesis in Unseen Language Pairs—0
Code-switching pre-training for neural machine translation—0
Code-Switching with Word Senses for Pretraining in Neural Machine Translation—0
CODET: A Benchmark for Contrastive Dialectal Evaluation of Machine Translation—0
A Rule-based Shallow-transfer Machine Translation System for Scots and English—0
Backdoor Attack on Multilingual Machine Translation—0
An Empirical Study of Machine Translation for the Shared Task of WMT18—0
Aligning context-based statistical models of language with brain activity during reading—0
Adapting Topic Models using Lexical Associations with Tree Priors—0
Aya Vision: Advancing the Frontier of Multilingual Multimodality—0
Cognate Identification using Machine Translation—0
Cognate Production using Character-based Machine Translation—0
ArzEn-ST: A Three-way Speech Translation Corpus for Code-Switched Egyptian Arabic - English—0
Rethinking Coherence Modeling: Synthetic vs. Downstream Tasks—0
Cold Fusion: Training Seq2Seq Models Together with Language Models—0
Collaboration in the Production of a Massively Multilingual Lexicon—0
Collaborative Computer-Assisted Translation Applied to Pedagogical Documents and Literary Works—0
Collaborative Development of a Rule-Based Machine Translator between Croatian and Serbian—0
Collaboratively Building Language Resources while Localising the Web—0
Collaboratively Constructed Linguistic Resources for Language Variants and their Exploitation in NLP Application -- the case of Tunisian Arabic and the Social Media—0
Collaborative Machine Translation Service for Scientific texts—0
AX Semantics' Submission to the Surface Realization Shared Task 2018—0
An Empirical Study of Leveraging Knowledge Distillation for Compressing Multilingual Neural Machine Translation Models—0
Show:102550
← PrevPage 40 of 216Next →
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
5AdminBLEU score43.8—Unverified
6Transformer (ADMIN init)BLEU 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