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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 5551–5600 of 10752 papers

TitleStatusHype
Natural Language Generation through Character-based RNNs with Finite-state Prior Knowledge—0
Natural Language Interface for Databases Using a Dual-Encoder Model—0
Natural Language Processing for Dialectical Arabic: A Survey—0
Natural Language Processing for Dialects of a Language: A Survey—0
Natural Language Response Generation from SQL with Generalization and Back-translation—0
Naver Labs Europe's Systems for the Document-Level Generation and Translation Task at WNGT 2019—0
Naver Labs Europe's Systems for the WMT19 Machine Translation Robustness Task—0
NAVER Machine Translation System for WAT 2015—0
Navigating with Graph Representations for Fast and Scalable Decoding of Neural Language Models—0
Navigational Instruction Generation as Inverse Reinforcement Learning with Neural Machine Translation—0
NCU IISR English-Korean and English-Chinese Named Entity Transliteration Using Different Grapheme Segmentation Approaches—0
Nearest Neighbor Knowledge Distillation for Neural Machine Translation—0
Nearest Neighbor Non-autoregressive Text Generation—0
Near Human-Level Performance in Grammatical Error Correction with Hybrid Machine Translation—0
Nebula-I: A General Framework for Collaboratively Training Deep Learning Models on Low-Bandwidth Cloud Clusters—0
Necessary and Sufficient Watermark for Large Language Models—0
NECTEC’s Participation in WAT-2021—0
Negation and Modality in Machine Translation—0
Negation typology and general representation models for cross-lingual zero-shot negation scope resolution in Russian, French, and Spanish.—0
Negative Lexical Constraints in Neural Machine Translation—0
Negative Lexically Constrained Decoding for Paraphrase Generation—0
NegPar: A parallel corpus annotated for negation—0
Neighbors Are Not Strangers: Improving Non-Autoregressive Translation under Low-Frequency Lexical Constraints—0
NEJM-enzh: A Parallel Corpus for English-Chinese Translation in the Biomedical Domain—0
ner and pos when nothing is capitalized—0
Netmarble AI Center's WMT21 Automatic Post-Editing Shared Task Submission—0
Netmarble AI Center’s WMT21 Automatic Post-Editing Shared Task Submission—0
Neural and FST-based approaches to grammatical error correction—0
Neural and rule-based Finnish NLP models---expectations, experiments and experiences—0
Neural and Statistical Methods for Leveraging Meta-information in Machine Translation—0
Neural Architecture Search on Efficient Transformers and Beyond—0
Neural Architecture Search with an Efficient Multiobjective Evolutionary Framework—0
Neural Architectures for Multilingual Semantic Parsing—0
Neural Attention Models for Sequence Classification: Analysis and Application to Key Term Extraction and Dialogue Act Detection—0
Neural Automatic Post-Editing Using Prior Alignment and Reranking—0
Neural-based Chinese Idiom Recommendation for Enhancing Elegance in Essay Writing—0
Neural-based machine translation for medical text domain. Based on European Medicines Agency leaflet texts—0
Neural Baselines for Word Alignment—0
Neural Caption Generation for News Images—0
Neural Clinical Paraphrase Generation with Attention—0
Neural Event Extraction from Movies Description—0
Neural Fuzzy Repair: Integrating Fuzzy Matches into Neural Machine Translation—0
Neural Grammatical Error Correction with Finite State Transducers—0
Neural Headline Generation on Abstract Meaning Representation—0
Neural Hidden Markov Model for Machine Translation—0
Neural Image Captioning—0
Neural Interactive Translation Prediction—0
Neural Knowledge Bank for Pretrained Transformers—0
Neural Lattice Search for Domain Adaptation in Machine Translation—0
Neural Machine Translation Advised by 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