Transformer-Based Unified Neural Network for Quality Estimation and Transformer-Based Re-decoding Model for Machine Translation

2020 ◽  
pp. 66-75
Author(s):  
Cong Chen ◽  
Qinqin Zong ◽  
Qi Luo ◽  
Bailian Qiu ◽  
Maoxi Li
Keyword(s):  
Neural Network ◽  
Machine Translation ◽  
Quality Estimation

scholarly journals A Unified Neural Network for Quality Estimation of Machine Translation

2018 ◽  
Vol E101.D (9) ◽  
pp. 2417-2421 ◽  
Author(s):  
Maoxi LI ◽  
Qingyu XIANG ◽  
Zhiming CHEN ◽  
Mingwen WANG
Keyword(s):  
Neural Network ◽  
Machine Translation ◽  
Quality Estimation

Quality Estimation of English-Korean Machine Translation using Neural Network based Predictor-Estimator Model

2018 ◽  
Vol 45 (6) ◽  
pp. 545-553
Author(s):  
Hyun Kim ◽  
Jaehun Shin ◽  
Wonkee Lee ◽  
Seungwoo Cho ◽  
Jong-Hyeok Lee
Keyword(s):  
Neural Network ◽  
Machine Translation ◽  
Quality Estimation

scholarly journals A Neural Network Architecture for Detecting Grammatical Errors in Statistical Machine Translation

2017 ◽  
Vol 108 (1) ◽  
pp. 133-145 ◽  
Author(s):  
Arda Tezcan ◽  
Véronique Hoste ◽  
Lieve Macken
Keyword(s):  
Neural Network ◽  
Machine Translation ◽  
Network Architecture ◽  
Statistical Machine Translation ◽  
Neural Network Architecture ◽  
Quality Estimation ◽  
Grammatical Errors ◽  
Estimation System ◽  
Syntactic Context

Abstract In this paper we present a Neural Network (NN) architecture for detecting grammatical errors in Statistical Machine Translation (SMT) using monolingual morpho-syntactic word representations in combination with surface and syntactic context windows. We test our approach on two language pairs and two tasks, namely detecting grammatical errors and predicting overall post-editing effort. Our results show that this approach is not only able to accurately detect grammatical errors but it also performs well as a quality estimation system for predicting overall post-editing effort, which is characterised by all types of MT errors. Furthermore, we show that this approach is portable to other languages.

scholarly journals Improving Machine Translation Quality Estimation with Neural Network Features

2017 ◽  
Author(s):  
Zhiming Chen ◽  
Yiming Tan ◽  
Chenlin Zhang ◽  
Qingyu Xiang ◽  
Lilin Zhang ◽  
...  
Keyword(s):  
Neural Network ◽  
Machine Translation ◽  
Quality Estimation ◽  
Translation Quality

scholarly journals Efficient Embedded Decoding of Neural Network Language Models in a Machine Translation System

2018 ◽  
Vol 28 (09) ◽  
pp. 1850007
Author(s):  
Francisco Zamora-Martinez ◽  
Maria Jose Castro-Bleda
Keyword(s):  
Neural Network ◽  
Machine Translation ◽  
Language Processing ◽  
Traditional Approach ◽  
Computational Cost ◽  
Integrated Approach ◽  
Language Models ◽  
Translation System ◽  
Neural Net ◽  
Network Language

Neural Network Language Models (NNLMs) are a successful approach to Natural Language Processing tasks, such as Machine Translation. We introduce in this work a Statistical Machine Translation (SMT) system which fully integrates NNLMs in the decoding stage, breaking the traditional approach based on [Formula: see text]-best list rescoring. The neural net models (both language models (LMs) and translation models) are fully coupled in the decoding stage, allowing to more strongly influence the translation quality. Computational issues were solved by using a novel idea based on memorization and smoothing of the softmax constants to avoid their computation, which introduces a trade-off between LM quality and computational cost. These ideas were studied in a machine translation task with different combinations of neural networks used both as translation models and as target LMs, comparing phrase-based and [Formula: see text]-gram-based systems, showing that the integrated approach seems more promising for [Formula: see text]-gram-based systems, even with nonfull-quality NNLMs.

scholarly journals ProLanGO: Protein Function Prediction Using Neural Machine Translation Based on a Recurrent Neural Network

Molecules ◽  
2017 ◽  
Vol 22 (10) ◽  
pp. 1732 ◽  
Author(s):  
Renzhi Cao ◽  
Colton Freitas ◽  
Leong Chan ◽  
Miao Sun ◽  
Haiqing Jiang ◽  
...  
Keyword(s):  
Neural Network ◽  
Machine Translation ◽  
Recurrent Neural Network ◽  
Protein Function ◽  
Protein Function Prediction ◽  
Function Prediction ◽  
Neural Machine Translation

Dimensionality reduction methods for machine translation quality estimation

2013 ◽  
Vol 27 (3-4) ◽  
pp. 281-301 ◽  
Author(s):  
Jesús González-Rubio ◽  
J. Ramón Navarro-Cerdán ◽  
Francisco Casacuberta
Keyword(s):  
Dimensionality Reduction ◽  
Machine Translation ◽  
Quality Estimation ◽  
Translation Quality ◽  
Reduction Methods

scholarly journals Kannada to English Machine Translation Using Deep Neural Network

2021 ◽  
Vol 26 (1) ◽  
pp. 123-127
Author(s):  
Pushpalatha Kadavigere Nagaraj ◽  
Kshamitha Shobha Ravikumar ◽  
Mydugolam Sreenivas Kasyap ◽  
Medhini Hullumakki Srinivas Murthy ◽  
Jithin Paul
Keyword(s):  
Neural Network ◽  
Machine Translation ◽  
Deep Neural Network

scholarly journals Syntax and Semantics in Quality Estimation of Machine Translation

2014 ◽  
Author(s):  
Rasoul Kaljahi ◽  
Jennifer Foster ◽  
Johann Roturier
Keyword(s):  
Machine Translation ◽  
Quality Estimation
Sign in / Sign up

Export Citation Format

Share Document