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Introduction

In today’s fast-paced world, people are constantly bombarded with a plethora of information from various sources. News articles are an essential way for individuals to stay informed about current events and important issues. However, with the overwhelming amount of news articles available, it can be challenging for readers to digest and comprehend all the information presented to them. This is where text summarization comes into play.

Text summarization is the process of condensing a piece of text into a shorter version while retaining the key information and main points. It is a vital tool that can help individuals save time and effort by providing them with a concise summary of news articles. In this thesis, we will explore the fascinating world of text summarization specifically focusing on news articles.

Chapter 1: Introduction
1.1 Introduction
1.2 Background of Study
1.3 Problem Statement
1.4 Objective of Study
1.5 Limitation of Study
1.6 Scope of Study
1.7 Significance of Study
1.8 Structure of the Thesis
1.9 Definition of Terms

Chapter 2: Literature Review
2.1 Overview of Text Summarization
2.2 Types of Summarization Techniques
2.3 Extractive Summarization
2.4 Abstractive Summarization
2.5 Natural Language Processing (NLP) Techniques
2.6 Evaluation Metrics for Summarization
2.7 Applications of Text Summarization
2.8 Challenges in Text Summarization
2.9 Recent Developments in Text Summarization
2.10 Summary of Literature Review

Chapter 3: Research Methodology
3.1 Research Design
3.2 Data Collection
3.3 Pre-processing of News Articles
3.4 Summarization Techniques Implementation
3.5 Evaluation Method
3.6 Data Analysis
3.7 Ethical Considerations
3.8 Limitations of Methodology

Chapter 4: Discussion of Findings
4.1 Analysis of Summarization Techniques
4.2 Comparison of Extractive and Abstractive Summarization
4.3 Evaluation Results
4.4 Implications of Findings
4.5 Recommendations for Future Research
4.6 Practical Implications

Chapter 5: Conclusion
5.1 Summary of Findings
5.2 Contribution to the Field
5.3 Implications for News Readers
5.4 Limitations of the Study
5.5 Future Research Directions
5.6 Conclusion

Thesis Overview: Text Summarization for News Articles

In this thesis, we will delve into the world of text summarization for news articles. We will explore the importance of text summarization in helping individuals navigate the vast amount of information available to them. The literature review will provide an overview of text summarization techniques, types, applications, challenges, and recent developments in the field.

The research methodology section will outline the design of the study, data collection methods, pre-processing techniques, summarization implementation, evaluation methods, and data analysis. Ethical considerations and limitations of the methodology will also be addressed.

The discussion of findings will analyze various summarization techniques, compare extractive and abstractive summarization, present evaluation results, discuss implications of the findings, and provide recommendations for future research and practical implications.

The conclusion will summarize the key findings of the study, highlight the contribution to the field of text summarization, discuss implications for news readers, address limitations of the study, suggest future research directions, and conclude the thesis. This thesis aims to provide a comprehensive understanding of text summarization for news articles and its significance in today’s information age.

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