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

Showing 74517500 of 10752 papers

TitleStatusHype
Sense Embeddings in Knowledge-Based Word Sense DisambiguationCode0
Phrase Table Induction Using In-Domain Monolingual Data for Domain Adaptation in Statistical Machine Translation0
A Polynomial-Time Dynamic Programming Algorithm for Phrase-Based Decoding with a Fixed Distortion Limit0
Universal Dependencies-based syntactic features in detecting human translation varieties0
Linking the Neural Machine Translation and the Prediction of Organic Chemistry Reactions0
Grammar rules for the isiZulu complex verb0
Fast Domain Adaptation for Neural Machine Translation0
An Empirical Study of Adequate Vision Span for Attention-Based Neural Machine Translation0
Neural Machine Translation from Simplified Translations0
Domain Control for Neural Machine Translation0
Domain specialization: a post-training domain adaptation for Neural Machine Translation0
Boosting Neural Machine Translation0
Neural Networks Classifier for Data Selection in Statistical Machine TranslationCode0
Deep Learning and Its Applications to Machine Health Monitoring: A SurveyCode0
Building a robust sentiment lexicon with (almost) no resource0
Multilingual Word Embeddings using Multigraphs0
How Grammatical is Character-level Neural Machine Translation? Assessing MT Quality with Contrastive Translation PairsCode0
Unsupervised Clustering of Commercial Domains for Adaptive Machine Translation0
Neural Machine Translation by Minimising the Bayes-risk with Respect to Syntactic Translation Lattices0
Improving the Performance of Neural Machine Translation Involving Morphologically Rich Languages0
Improving Translation Selection with Supersenses0
Residual Stacking of RNNs for Neural Machine Translation0
Measuring the Effect of Conversational Aspects on Machine Translation Quality0
Machine Translation Evaluation for Arabic using Morphologically-enriched Embeddings0
Expanding wordnets to new languages with multilingual sense disambiguation0
Feature-Rich Twitter Named Entity Recognition and Classification0
Filter and Match Approach to Pair-wise Web URI Linking0
Automatic Creation of a Sentence Aligned Sinhala-Tamil Parallel Corpus0
Microsoft Speech Language Translation (MSLT) Corpus: The IWSLT 2016 release for English, French and German0
Microsyntactic Phenomena as a Computational Linguistics Issue0
Reddit Temporal N-gram Corpus and its Applications on Paraphrase and Semantic Similarity in Social Media using a Topic-based Latent Semantic Analysis0
Automatic Extraction of Learner Errors in ESL Sentences Using Linguistically Enhanced Alignments0
System Description of bjtu\_nlp Neural Machine Translation System0
Improving Statistical Machine Translation with Selectional Preferences0
Ensemble Learning for Multi-Source Neural Machine Translation0
A Deep Fusion Model for Domain Adaptation in Phrase-based MT0
Enriching Source for English-to-Urdu Machine Translation0
Enriching Phrase Tables for Statistical Machine Translation Using Mixed Embeddings0
Reading and Thinking: Re-read LSTM Unit for Textual Entailment Recognition0
Enlarging Scarce In-domain English-Croatian Corpus for SMT of MOOCs Using Serbian0
Challenges and Solutions for Latin Named Entity Recognition0
Modifications of Machine Translation Evaluation Metrics by Using Word Embeddings0
Mongolian Named Entity Recognition System with Rich Features0
Linguistic features for Hindi light verb construction identification0
RACAI Entry for the IWSLT 2016 Shared Task0
English-Chinese Knowledge Base Translation with Neural Network0
A Word Labeling Approach to Thai Sentence Boundary Detection and POS Tagging0
Query Translation for Cross-Language Information Retrieval using Multilingual Word Clusters0
A study of attention-based neural machine translation model on Indian languages0
Is all that Glitters in Machine Translation Quality Estimation really Gold?0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Transformer Cycle (Rev)BLEU score35.14Unverified
2Noisy back-translationBLEU score35Unverified
3Transformer+Rep(Uni)BLEU score33.89Unverified
4T5-11BBLEU score32.1Unverified
5BiBERTBLEU score31.26Unverified
6Transformer + R-DropBLEU score30.91Unverified
7Bi-SimCutBLEU score30.78Unverified
8BERT-fused NMTBLEU score30.75Unverified
9Data Diversification - TransformerBLEU score30.7Unverified
10SimCutBLEU score30.56Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer+BT (ADMIN init)BLEU score46.4Unverified
2Noisy back-translationBLEU score45.6Unverified
3mRASP+Fine-TuneBLEU score44.3Unverified
4Transformer + R-DropBLEU score43.95Unverified
5Transformer (ADMIN init)BLEU score43.8Unverified
6AdminBLEU score43.8Unverified
7BERT-fused NMTBLEU score43.78Unverified
8MUSE(Paralllel Multi-scale Attention)BLEU score43.5Unverified
9T5BLEU score43.4Unverified
10Local Joint Self-attentionBLEU score43.3Unverified
#ModelMetricClaimedVerifiedStatus
1PiNMTBLEU score40.43Unverified
2BiBERTBLEU score38.61Unverified
3Bi-SimCutBLEU score38.37Unverified
4Cutoff + Relaxed Attention + LMBLEU score37.96Unverified
5DRDABLEU score37.95Unverified
6Transformer + R-Drop + CutoffBLEU score37.9Unverified
7SimCutBLEU score37.81Unverified
8Cutoff+KneeBLEU score37.78Unverified
9CutoffBLEU score37.6Unverified
10CipherDAugBLEU score37.53Unverified
#ModelMetricClaimedVerifiedStatus
1HWTSC-Teacher-SimScore19.97Unverified
2MS-COMET-22Score19.89Unverified
3MS-COMET-QE-22Score19.76Unverified
4KG-BERTScoreScore17.28Unverified
5metricx_xl_DA_2019Score17.17Unverified
6COMET-QEScore16.8Unverified
7COMET-22Score16.31Unverified
8UniTE-srcScore15.68Unverified
9UniTE-refScore15.38Unverified
10metricx_xxl_DA_2019Score15.24Unverified