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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 2151–2200 of 10752 papers

TitleStatusHype
Exploiting Language Relatedness in Machine Translation Through Domain Adaptation Techniques—0
Letz Translate: Low-Resource Machine Translation for Luxembourgish—0
Targeted Adversarial Attacks against Neural Machine TranslationCode0
Rethinking the Reasonability of the Test Set for Simultaneous Machine TranslationCode0
A Systematic Analysis of Vocabulary and BPE Settings for Optimal Fine-tuning of NMT: A Case Study of In-domain Translation—0
Are Character-level Translations Worth the Wait? Comparing ByT5 and mT5 for Machine TranslationCode0
Make Every Example Count: On the Stability and Utility of Self-Influence for Learning from Noisy NLP Datasets—0
Cross-lingual Knowledge Transfer via Distillation for Multilingual Information Retrieval—0
Federated Nearest Neighbor Machine Translation—0
Scaling Laws for Multilingual Neural Machine Translation—0
Exploring the Potential of Machine Translation for Generating Named Entity Datasets: A Case Study between Persian and EnglishCode0
Evaluating and Improving the Coreference Capabilities of Machine Translation Models—0
Document Flattening: Beyond Concatenating Context for Document-Level Neural Machine Translation—0
Generalization algorithm of multimodal pre-training model based on graph-text self-supervised training—0
Dictionary-based Phrase-level Prompting of Large Language Models for Machine Translation—0
Encoding Sentence Position in Context-Aware Neural Machine Translation with ConcatenationCode0
Language-Aware Multilingual Machine Translation with Self-Supervised LearningCode0
Efficiently Upgrading Multilingual Machine Translation Models to Support More Languages—0
Learning Translation Quality Evaluation on Low Resource Languages from Large Language Models—0
TransFool: An Adversarial Attack against Neural Machine Translation ModelsCode0
The unreasonable effectiveness of few-shot learning for machine translation—0
An Evaluation of Persian-English Machine Translation Datasets with Transformers—0
Attention Link: An Efficient Attention-Based Low Resource Machine Translation Architecture—0
Grading Conversational Responses Of Chatbots—0
Dynamic Scheduled Sampling with Imitation Loss for Neural Text Generation—0
Machine Translation Impact in E-commerce Multilingual Search—0
N-Gram Nearest Neighbor Machine Translation—0
UzbekTagger: The rule-based POS tagger for Uzbek language—0
KG-BERTScore: Incorporating Knowledge Graph into BERTScore for Reference-Free Machine Translation Evaluation—0
Improving Cross-lingual Information Retrieval on Low-Resource Languages via Optimal Transport Distillation—0
Vicarious Offense and Noise Audit of Offensive Speech Classifiers: Unifying Human and Machine Disagreement on What is OffensiveCode0
Alien Coding—0
Exploring External Knowledge for Accurate modeling of Visual and Language Problems—0
Interactive-Chain-Prompting: Ambiguity Resolution for Crosslingual Conditional Generation with Interaction—0
Gender Neutralization for an Inclusive Machine Translation: from Theoretical Foundations to Open Challenges—0
Poor Man's Quality Estimation: Predicting Reference-Based MT Metrics Without the ReferenceCode0
Machine Translation for Accessible Multi-Language Text Analysis—0
Improving Machine Translation with Phrase Pair Injection and Corpus Filtering—0
Understanding and Detecting Hallucinations in Neural Machine Translation via Model IntrospectionCode0
Prompting Large Language Model for Machine Translation: A Case Study—0
The Recent Advances in Automatic Term Extraction: A survey—0
HanoiT: Enhancing Context-aware Translation via Selective Context—0
XNLI 2.0: Improving XNLI dataset and performance on Cross Lingual Understanding (XLU)—0
Prompting Neural Machine Translation with Translation Memories—0
A Dataset of Kurdish (Sorani) Named Entities -- An Amendment to Kurdish-BLARK Named EntitiesCode0
Word-Graph2vec: An efficient word embedding approach on word co-occurrence graph using random walk technique—0
Streaming Punctuation: A Novel Punctuation Technique Leveraging Bidirectional Context for Continuous Speech Recognition—0
Applying Automated Machine Translation to Educational Video Courses—0
Universal Multimodal Representation for Language Understanding—0
Automatic Standardization of Arabic Dialects for 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