DefinePK

DefinePK hosts the largest index of Pakistani journals, research articles, news headlines, and videos. It also offers chapter-level book search.

Text Summarization Techniques Using Natural Language Processing: A Systematic Literature Review


Article Information

Title: Text Summarization Techniques Using Natural Language Processing: A Systematic Literature Review

Authors: Rabia Tahseen, Uzma Omer, Muhammad Shoaib Farooq, Faiqa Adnan

Journal: VFAST Transactions on Software Engineering

HEC Recognition History
Category From To
Y 2024-10-01 2025-12-31
Y 2023-07-01 2024-09-30
Y 2022-07-01 2023-06-30
Y 2021-07-01 2022-06-30

Publisher: VFAST-Research Platform

Country: Pakistan

Year: 2021

Volume: 9

Issue: 4

Language: English

DOI: 10.21015/vtse.v9i4.856

Categories

Abstract

In recent years, data has been growing rapidly in almost every domain. Due to this excessiveness of data, there is a need for an automatic text summarizer that summarizes long and numerical data especially textual data without losing its content. Text summarization has been under research for decades and researchers used different summarization methods by using natural language processing and combining various algorithms. This paper presents a systematic literature review by showing a survey of text summarization methods and explains the accuracy of these methods used for text summarization. The paper first introduced some concepts of extractive and abstractive text summarization and also define how deep learning models can be used for the improvement of text summarization. This paper aims to identify the current utilization of text summarization in different application domains. Different methodologies are discussed for text summarization. To carry out this SLR, twenty-four published articles have been chosen carefully for this domain. Moreover, it discusses issues and challenges which are investigated in different application domains using text summarization methods. Lastly, the existing work of different researchers has been carried out for further discussion.


Paper summary is not available for this article yet.

Loading PDF...

Loading Statistics...