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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 3101–3150 of 10752 papers

TitleStatusHype
Don't Take It Literally: An Edit-Invariant Sequence Loss for Text Generation—0
Don't Until the Final Verb Wait: Reinforcement Learning for Simultaneous Machine Translation—0
Do translator trainees trust machine translation? An experiment on post-editing and revision—0
Bilingual-GAN: A Step Towards Parallel Text Generation—0
Doubly-Attentive Decoder for Multi-modal Neural Machine Translation—0
Doubly Attentive Transformer Machine Translation—0
Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference—0
Bilingual Lexical Cohesion Trigger Model for Document-Level Machine Translation—0
On the Need of Cross Validation for Discourse Relation Classification—0
Do We Still Need Automatic Speech Recognition for Spoken Language Understanding?—0
D-PAGE: Diverse Paraphrase Generation—0
Bilingual Lexicon Extraction from Comparable Corpora Using Label Propagation—0
Dramatically Reducing Training Data Size Through Vocabulary Saturation—0
Drem: The AFRL Submission to the WMT15 Tuning Task—0
Driven Decoding for machine translation (Vers un d\'ecodage guid\'e pour la traduction automatique) [in French]—0
Driving inversion transduction grammar induction with semantic evaluation—0
CPN-CORE: A Text Semantic Similarity System Infused with Opinion Knowledge—0
DSim, a Danish Parallel Corpus for Text Simplification—0
DTED: Evaluation of Machine Translation Structure Using Dependency Parsing and Tree Edit Distance—0
Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport—0
Dual Embeddings and Metrics for Relational Similarity—0
Dual Fixed-Size Ordinally Forgetting Encoding (FOFE) for Competitive Neural Language Models—0
Bilingual Low-Resource Neural Machine Translation with Round-Tripping: The Case of Persian-Spanish—0
Dual Learning: Theoretical Study and Algorithmic Extensions—0
Dual Learning: Theoretical Study and an Algorithmic Extension—0
Dual Past and Future for Neural Machine Translation—0
Dual Reconstruction: a Unifying Objective for Semi-Supervised Neural Machine Translation—0
Bilingually-constrained Synthetic Data for Implicit Discourse Relation Recognition—0
Controllable Dual Skew Divergence Loss for Neural Machine Translation—0
Dual Subtitles as Parallel Corpora—0
Attention Focusing for Neural Machine Translation by Bridging Source and Target Embeddings—0
Dual-view Curricular Optimal Transport for Cross-lingual Cross-modal Retrieval—0
CPJD Corpus: Crowdsourced Parallel Speech Corpus of Japanese Dialects—0
Dudley North visits North London: Learning When to Transliterate to Arabic—0
Attention-Driven Body Pose Encoding for Human Activity Recognition—0
DUTNLP Machine Translation System for WMT21 Triangular Translation Task—0
Dynamic Adaptation of Neural Machine-Translation Systems Through Translation Exemplars—0
Dynamically Composing Domain-Data Selection with Clean-Data Selection by "Co-Curricular Learning" for Neural Machine Translation—0
Dynamically Composing Domain-Data Selection with Clean-Data Selection by ``Co-Curricular Learning'' for Neural Machine Translation—0
Dynamically Integrating Cross-Domain Translation Memory into Phrase-Based Machine Translation during Decoding—0
Dynamically Shaping the Reordering Search Space of Phrase-Based Statistical Machine Translation—0
Dynamic Analysis and an Eigen Initializer for Recurrent Neural Networks—0
An Aligned French-Chinese corpus of 10K segments from university educational material—0
Dynamic Context Selection for Document-level Neural Machine Translation via Reinforcement Learning—0
Dynamic Curriculum Learning for Low-Resource Neural Machine Translation—0
Bilingual Termbank Creation via Log-Likelihood Comparison and Phrase-Based Statistical Machine Translation—0
Bilingual Terminology Extraction from Comparable E-Commerce Corpora—0
Dynamic Feature Selection with Attention in Incremental Parsing—0
Dynamic Fusion: Attentional Language Model for Neural Machine Translation—0
Enhancing AI-based Generation of Software Exploits with Contextual Information—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