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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 6101–6150 of 10752 papers

TitleStatusHype
On-Device Neural Language Model Based Word PredictionCode0
Context-Sensitive Generation of Open-Domain Conversational Responses—0
Parallel Corpora for bi-lingual English-Ethiopian Languages Statistical Machine Translation—0
Neural Machine Translation Incorporating Named Entity—0
Adaptive Weighting for Neural Machine TranslationCode0
A Chinese Writing Correction System for Learning Chinese as a Foreign Language—0
A LSTM Approach with Sub-Word Embeddings for Mongolian Phrase Break Prediction—0
Fine-Grained Arabic Dialect Identification—0
Fast and Accurate Reordering with ITG Transition RNN—0
A Knowledge-Augmented Neural Network Model for Implicit Discourse Relation Classification—0
Neural Transition-based String Transduction for Limited-Resource Setting in MorphologyCode0
Enhanced Aspect Level Sentiment Classification with Auxiliary Memory—0
Dynamic Feature Selection with Attention in Incremental Parsing—0
Treat us like the sequences we are: Prepositional Paraphrasing of Noun Compounds using LSTM—0
They Exist! Introducing Plural Mentions to Coreference Resolution and Entity LinkingCode0
Local String Transduction as Sequence Labeling—0
Neural Machine Translation with Decoding History Enhanced Attention—0
Leveraging Meta-Embeddings for Bilingual Lexicon Extraction from Specialized Comparable Corpora—0
Learning Word Meta-Embeddings by AutoencodingCode0
Deep Neural Networks at the Service of Multilingual Parallel Sentence Extraction—0
Adopting the Word-Pair-Dependency-Triplets with Individual Comparison for Natural Language Inference—0
Abstractive Unsupervised Multi-Document Summarization using Paraphrastic Sentence Fusion—0
Joint Modeling of Structure Identification and Nuclearity Recognition in Macro Chinese Discourse Treebank—0
Incorporating Syntactic Uncertainty in Neural Machine Translation with a Forest-to-Sequence Model—0
Cross-lingual Knowledge Projection Using Machine Translation and Target-side Knowledge Base CompletionCode0
Improving Neural Machine Translation by Incorporating Hierarchical Subword Features—0
HL-EncDec: A Hybrid-Level Encoder-Decoder for Neural Response Generation—0
Assessing Quality Estimation Models for Sentence-Level Prediction—0
Natural Language Interface for Databases Using a Dual-Encoder Model—0
Aspect and Sentiment Aware Abstractive Review Summarization—0
Towards a Computational Lexicon for Moroccan Darija: Words, Idioms, and Constructions—0
Using the Nunavut Hansard Data for Experiments in Morphological Analysis and Machine Translation—0
Do Character-Level Neural Network Language Models Capture Knowledge of Multiword Expression Compositionality?—0
Discourse Annotation in the PDTB: The Next Generation—0
A Neural Morphological Analyzer for Arapaho Verbs Learned from a Finite State Transducer—0
The Other Side of the Coin: Unsupervised Disambiguation of Potentially Idiomatic Expressions by Contrasting Senses—0
Deep Models for Arabic Dialect Identification on Benchmarked Data—0
Normalizing Early English Letters to Present-day English Spelling—0
Neural Network Architectures for Arabic Dialect Identification—0
IIT (BHU) System for Indo-Aryan Language Identification (ILI) at VarDial 2018—0
A Method for Human-Interpretable Paraphrasticality Prediction—0
Veyn at PARSEME Shared Task 2018: Recurrent Neural Networks for VMWE IdentificationCode0
Mumpitz at PARSEME Shared Task 2018: A Bidirectional LSTM for the Identification of Verbal Multiword Expressions—0
A Rule-Based System for Disambiguating French Locative Verbs and Their Translation into Arabic—0
Paraphrastic Variance between European and Brazilian Portuguese—0
Encoder-Decoder Methods for Text NormalizationCode0
Enabling Code-Mixed Translation: Parallel Corpus Creation and MT Augmentation Approach—0
Parallel Corpora for bi-Directional Statistical Machine Translation for Seven Ethiopian Language Pairs—0
Towards an Automatic Classification of Illustrative Examples in a Large Japanese-French Dictionary Obtained by OCR—0
Contractions: To Align or Not to Align, That Is the Question—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