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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 3351–3400 of 10752 papers

TitleStatusHype
Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference—0
Bilingual Lexical Cohesion Trigger Model for Document-Level Machine Translation—0
English-Korean Named Entity Transliteration Using Substring Alignment and Re-ranking Methods—0
English-Malay Cross-Lingual Embedding Alignment using Bilingual Lexicon Augmentation—0
An Infinite Hierarchical Bayesian Model of Phrasal Translation—0
English-Marathi Neural Machine Translation for LoResMT 2021—0
English-Myanmar NMT and SMT with Pre-ordering: NICT’s Machine Translation Systems at WAT-2018—0
English-Myanmar Supervised and Unsupervised NMT: NICT's Machine Translation Systems at WAT-2019—0
Doubly Attentive Transformer Machine Translation—0
Doubly-Attentive Decoder for Multi-modal Neural Machine Translation—0
Do translator trainees trust machine translation? An experiment on post-editing and revision—0
English-Russian Data Augmentation for Neural Machine Translation—0
English to Arabic machine translation of mathematical documents—0
English to Bangla Machine Translation Using Recurrent Neural Network—0
English to Bengali Multimodal Neural Machine Translation using Transliteration-based Phrase Pairs Augmentation—0
English to Chinese Translation: How Chinese Character Matters—0
Bilingual-GAN: A Step Towards Parallel Text Generation—0
English to Hindi Multi-modal Neural Machine Translation and Hindi Image Captioning—0
English-to-Hindi system description for WMT 2014: Deep Source-Context Features for Moses—0
English to Hungarian Morpheme-based Statistical Machine Translation System with Reordering Rules—0
English to Indonesian Transliteration to Support English Pronunciation Practice—0
English-to-Japanese Diverse Translation by Combining Forward and Backward Outputs—0
English-to-Japanese Translation vs. Dictation vs. Post-editing: Comparing Translation Modes in a Multilingual Setting—0
English to Manipuri and Mizo Post-Editing Effort and its Impact on Low Resource Machine Translation—0
An In-depth Walkthrough on Evolution of Neural Machine Translation—0
English-to-Russian MT evaluation campaign—0
A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?—0
English to Urdu Hierarchical Phrase-based Statistical Machine Translation—0
English to Urdu Statistical Machine Translation: Establishing a Baseline—0
English-Twi Parallel Corpus for Machine Translation—0
Enhanced Aspect Level Sentiment Classification with Auxiliary Memory—0
Enhanced Auto Language Prediction with Dictionary Capsule -- A Novel Approach—0
Enhanced Bilingual Evaluation Understudy—0
Enhanced Direct Speech-to-Speech Translation Using Self-supervised Pre-training and Data Augmentation—0
Enhanced Hallucination Detection in Neural Machine Translation through Simple Detector Aggregation—0
A Correlational Encoder Decoder Architecture for Pivot Based Sequence Generation—0
A Case Study on Contextual Machine Translation in a Professional Scenario of Subtitling—0
Enhancement of Encoder and Attention Using Target Monolingual Corpora in Neural Machine Translation—0
Enhancements in statistical spoken language translation by de-normalization of ASR results—0
Enhancing Access to Online Education: Quality Machine Translation of MOOC Content—0
Don't Until the Final Verb Wait: Reinforcement Learning for Simultaneous Machine Translation—0
Don't Take It Literally: An Edit-Invariant Sequence Loss for Text Generation—0
Enhancing Automatic Term Extraction with Large Language Models via Syntactic Retrieval—0
Enhancing Context Through Contrast—0
Bilingual English-Czech Valency Lexicon Linked to a Parallel Corpus—0
Enhancing Document-level Translation of Large Language Model via Translation Mixed-instructions—0
Enhancing E-commerce Product Title Translation with Retrieval-Augmented Generation and Large Language Models—0
An Incremental Algorithm for Transition-based CCG Parsing—0
Enhancing End-to-End Conversational Speech Translation Through Target Language Context Utilization—0
Don't Rule Out Monolingual Speakers: A Method For Crowdsourcing Machine Translation Data—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