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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Issue: April 2026
Volume 11 | Issue 4
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 119
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| Paper Title: | TruthLens: Hybrid Context Aware and Evidence-Based Fact Checking System for Online News |
| Authors Name: | Dr. G. Madhavi , Sikhakolli Pradyumna , Murapaka D V S S S Vinay |
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IJRTI_211523
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| Published Paper Id: | IJRTI2604152 |
| Published In: | Volume 11 Issue 4, April-2026 |
| DOI: | |
| Abstract: | This paper presents TruthLens, a hybrid context aware and evidence-based fact checking system designed to detect misinformation in online news and social media content. With the rapid growth of digital platforms, misinformation spreads quickly, creating challenges for individuals and society . Traditional detection systems rely mainly on static datasets and fail to adapt to real-time scenarios. The proposed system integrates transformerbased deep learning models such as BERT for contextual understanding and RoBERTa-based Natural Language Inference (NLI) for reasoning over retrieved evidence. Unlike conventional approaches, TruthLens incorporates source-aware analysis and real-time evidence retrieval to improve prediction reliability. The system supports multiple input formats including text, URLs, and images using OCR techniques, and also includes multilingual capabilities through translation mechanisms. It generates explainable outputs with confidence scores, enhancing transparency and user trust. Experimental results show that transformerbased models outperform traditional methods, achieving high accuracy and improved real-world applicability. |
| Keywords: | Misinformation Detection, BERT, RoBERTa, Natural Language Inference, Deep Learning, Fake News Detection. |
| Cite Article: | "TruthLens: Hybrid Context Aware and Evidence-Based Fact Checking System for Online News", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2456-3315, Vol.11, Issue 4, page no.b109-b113, April-2026, Available :http://www.ijrti.org/papers/IJRTI2604152.pdf |
| Downloads: | 00043 |
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2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID: IJRTI2604152
Registration ID:211523
Published In: Volume 11 Issue 4, April-2026
DOI (Digital Object Identifier):
Page No: b109-b113 Country: Narasaraopet, Palnadu District, Andhra Pradesh, India Research Area: Computer Engineering Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2604152 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2604152 |
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ISSN: 2456-3315
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Journal Starting Year (ESTD) : 2016
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