Constructing Arabic Language Resources from Google N-gram Dataset

Author:

Qasim Habeeb Imad,Qasim Habeeb Zeyad,Naser Jurn Yaseen,Najm Abdulkhudhur Hanan

Abstract

Abstract The Google N-gram dataset contains millions of books in 22 different categories. Therefore, it is used widely as a language resource in natural language processing. The Arabic language has several resources, but most of them are small in size. As with any research, if training resources are large, then the validity of any research is higher. To build a new language resource manually by humans take years to accomplish, but using automatic methods can be done in a few days. Google N-gram dataset does not support the Arabic language yet. This will cause a challenge for researchers who use this dataset for extracting Arabic text. In this paper, an extraction method that can produce a lexicon and N-gram corpus from the English Google N-gram dataset is presented. The steps to build these recourses and to overcome Google N-gram dataset challenges are explained. The experiment results show the success of the proposed method in the automatic construction of the resources in a short time. This method will be useful to researchers in several research fields.

Publisher

IOP Publishing

Subject

General Physics and Astronomy

Reference20 articles.

1. Enhanced Ensemble Technique for Optical Character Recognition;Habeeb,2018

2. Classification of named entities in a large multilingual resource using the Wikipedia category system;Knopp,2010

3. Two Bigrams Based Language Model for Auto Correction of Arabic OCR Errors;Habeeb;International Journal of Digital Content Technology and its Applications,2014

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