Interactive AI-Powered Real-Time News Fetching and Classification System Using BERT-Based Models
- DOI
- 10.2991/978-94-6463-718-2_67How to use a DOI?
- Keywords
- Real-Time News Classification; BERT; AI-Powered Systems; Natural Language Processing; Interactive Systems; Sentiment Analysis; Fake News Detection; Ethical AI; Multilingual Processing; Performance Metrics
- Abstract
Provable approach of real time news fetching and classification systems has developed with the progress of Natural Language processing (NLP) particularly after early 2023. The high accuracy, efficiency and interactivity gained with the help of AI-driven systems like those based on BERT models for news categorization are discussed in this paper. The conducted analyses rely on specific data acquisition for targeted applications, and controlled evaluation environments to enable comparative use of BERT across different tasks such as sentiment analysis, fake news detection, and domain-specific classifications such as classifying financial and political news. The studies highlight the need for user-centric designs, a focus on performance metrics, and the groundwork for real-time processing capabilities. Moreover, datasets being carefully curated and final products being high quality also address for ethical challenges like fake news and other biases. These contributions lay the groundwork for future studies on multilingual and real-world news classification systems.
- Copyright
- © 2025 The Author(s)
- Open Access
- Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.
Cite this article
TY - CONF AU - K. Venkatesh Guru AU - J. Nirmala Gandhi AU - A. Rajiv Kannan AU - K. Mohan AU - S. Ranjith AU - K. Mithun PY - 2025 DA - 2025/05/23 TI - Interactive AI-Powered Real-Time News Fetching and Classification System Using BERT-Based Models BT - Proceedings of the International Conference on Sustainability Innovation in Computing and Engineering (ICSICE 2024) PB - Atlantis Press SP - 779 EP - 794 SN - 2352-538X UR - https://doi.org/10.2991/978-94-6463-718-2_67 DO - 10.2991/978-94-6463-718-2_67 ID - Guru2025 ER -