AI-Powered News Summarizer with Ethical Analysis and Key Insight

- Information overload has resulted from the influx of digital news, making it difficult for readers to identify essential details. This paper presents a news summarization system that combines ethical analysis and key insight to ensure fairness, credibility, and relevance. The system filters out misleading content, highlights crucial points and provides a structured understanding of news topics. The paper details the system's architecture, implementation, evaluation metrics, and ethical considerations. According to the results, the proposed model enhances news consumption by delivering concise, unbiased, and informative summaries. Key Words: GPT-3, NLP (Natural Language Processing), Multi-Stage Attention Mechanisms, OLLAMA, VADER Sentiment Analysis, Summarizer

Authors

Publication Details

Journal
INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
Published
2025-02-15
DOI
https://doi.org/10.55041/ijsrem41590
Primary Topic
Topic Modeling
Type
article
Field-Weighted Citation Impact
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article

AI-Powered News Summarizer with Ethical Analysis and Key Insight

Y. Hemalatha
INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
Topic Modeling
article

AI-Powered News Summarizer with Ethical Analysis and Key Insight

Y. Hemalatha
article en

Abstract

- Information overload has resulted from the influx of digital news, making it difficult for readers to identify essential details. This paper presents a news summarization system that combines ethical analysis and key insight to ensure fairness, credibility, and relevance. The system filters out misleading content, highlights crucial points and provides a structured understanding of news topics. The paper details the system's architecture, implementation, evaluation metrics, and ethical considerations. According to the results, the proposed model enhances news consumption by delivering concise, unbiased, and informative summaries. Key Words: GPT-3, NLP (Natural Language Processing), Multi-Stage Attention Mechanisms, OLLAMA, VADER Sentiment Analysis, Summarizer

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENTVol. 09(02)
Openalex Percentile: Top 99%
Topic Modeling
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