SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2101–2150 of 10752 papers

TitleStatusHype
An Empirical Investigation into the Use of Image Captioning for Automated Software Documentation—0
Advancements in Reordering Models for Statistical Machine Translation—0
Automatic TM Cleaning through MT and POS Tagging: Autodesk's Submission to the NLP4TM 2016 Shared Task—0
Automatic Threshold Detection for Data Selection in Machine Translation—0
An Empirical Investigation into Learning Bug-Fixing Patches in the Wild via Neural Machine Translation—0
Automatic Thesaurus Construction for Modern Hebrew—0
Automatic Text Simplification for Spanish: Comparative Evaluation of Various Simplification Strategies—0
An Empirical Exploration of Curriculum Learning for Neural Machine Translation—0
A Comprehensive Review on Recent Methods and Challenges of Video Description—0
An Empirical Evaluation of Stop Word Removal in Statistical Machine Translation—0
A Dual-Decoder Conformer for Multilingual Speech Recognition—0
Automatic Standardization of Arabic Dialects for Machine Translation—0
Automatic Spelling Correction for Resource-Scarce Languages using Deep Learning—0
An Empirical Evaluation of Noise Contrastive Estimation for the Neural Network Joint Model of Translation—0
Abu-MaTran at WMT 2015 Translation Task: Morphological Segmentation and Web Crawling—0
Automatic Semantic Classification of German Preposition Types: Comparing Hard and Soft Clustering Approaches across Features—0
An Empirical Comparison of Simple Domain Adaptation Methods for Neural Machine Translation—0
Automatic Searching for English-Vietnamese Documents on the Internet—0
Automatic Repair and Type Binding of Undeclared Variables using Neural Networks—0
A Comprehensive Evaluation of Neural SPARQL Query Generation from Natural Language Questions—0
Controllable Time-Delay Transformer for Real-Time Punctuation Prediction and Disfluency Detection—0
Controlling Japanese Honorifics in English-to-Japanese Neural Machine Translation—0
Automatic Ranking of MT Outputs using Approximations—0
Automatic Propbank Generation for Turkish—0
An Empirical Comparison of Features and Tuning for Phrase-based Machine Translation—0
Automatic Prediction of the Performance of Every Parser—0
An Empirical Comparison of Domain Adaptation Methods for Neural Machine Translation—0
Adpositional Supersenses for Mandarin Chinese—0
A Comprehensive Analysis of Bilingual Lexicon Induction—0
Automatic Post-Editing for the DiscoMT Pronoun Translation Task—0
An Empirical Comparison Between N-gram and Syntactic Language Models for Word Ordering—0
Automatic Post-Editing for Machine Translation—0
Automatic Post-Editing and Machine Translation Quality Estimation at eBay—0
An Empirical Assessment of Contemporary Online Media in Ad-Hoc Corpus Creation for Social Events—0
Adopting the Word-Pair-Dependency-Triplets with Individual Comparison for Natural Language Inference—0
Contrastive Conditional Masked Language Model for Non-autoregressive Neural Machine Translation—0
Automatic Parallel Fragment Extraction from Noisy Data—0
Automatic Parallel Corpus Creation for Hindi-English News Translation Task—0
An empirical analysis of phrase-based and neural machine translation—0
Automatic Noun Compound Interpretation using Deep Neural Networks and Word Embeddings—0
Automatic MT Error Analysis: Hjerson Helping Addicter—0
An Empirical Analysis of NMT-Derived Interlingual Embeddings and their Use in Parallel Sentence Identification—0
A Domain-Restricted, Rule Based, English-Hindi Machine Translation System Based on Dependency Parsing—0
Automatic Morphological Enrichment of a Morphologically Underspecified Treebank—0
A Domain Adaptation Regularization for Denoising Autoencoders—0
A Comparison of Update Strategies for Large-Scale Maximum Expected BLEU Training—0
Automatic Machine Translation Evaluation using Source Language Inputs and Cross-lingual Language Model—0
An Empirical Accuracy Law for Sequential Machine Translation: the Case of Google Translate—0
Abu-MaTran at WMT 2014 Translation Task: Two-step Data Selection and RBMT-Style Synthetic Rules—0
Contrastive Clustering to Mine Pseudo Parallel Data for Unsupervised Translation—0
Show:102550
← PrevPage 43 of 216Next →
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