Evolutionary Algorithm for Sinhala to English Translation

07/06/2019
by   J. K. Joseph, et al.
0

Machine Translation (MT) is an area in natural language processing, which focus on translating from one language to another. Many approaches ranging from statistical methods to deep learning approaches are used in order to achieve MT. However, these methods either require a large number of data or a clear understanding about the language. Sinhala language has less digital text which could be used to train a deep neural network. Furthermore, Sinhala has complex rules therefore, it is harder to create statistical rules in order to apply statistical methods in MT. This research focuses on Sinhala to English translation using an Evolutionary Algorithm (EA). EA is used to identifying the correct meaning of Sinhala text and to translate it to English. The Sinhala text is passed to identify the meaning in order to get the correct meaning of the sentence. With the use of the EA the translation is carried out. The translated text is passed on to grammatically correct the sentence. This has shown to achieve accurate results.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
02/06/2018

Système de traduction automatique statistique Anglais-Arabe

Machine translation (MT) is the process of translating text written in a...
research
09/30/2015

A Sentence Meaning Based Alignment Method for Parallel Text Corpora Preparation

Text alignment is crucial to the accuracy of Machine Translation (MT) sy...
research
05/23/2018

Selecting Machine-Translated Data for Quick Bootstrapping of a Natural Language Understanding System

This paper investigates the use of Machine Translation (MT) to bootstrap...
research
10/27/2022

The Effect of Normalization for Bi-directional Amharic-English Neural Machine Translation

Machine translation (MT) is one of the main tasks in natural language pr...
research
02/15/2017

A Dependency-Based Neural Reordering Model for Statistical Machine Translation

In machine translation (MT) that involves translating between two langua...
research
07/05/2023

To be or not to be: a translation reception study of a literary text translated into Dutch and Catalan using machine translation

This article presents the results of a study involving the reception of ...
research
12/13/2019

Document Sub-structure in Neural Machine Translation

Current approaches to machine translation (MT) either translate sentence...

Please sign up or login with your details

Forgot password? Click here to reset