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A Transformer-Based Deep Learning Framework with Semantic Encoding and Syntax-Aware LSTM for Fake Electronic News Detection

Hamza Murad Khan Shakila Basheer Mohammad Tabrez Quasim Raja`a Al-Naimi Vijaykumar Varadarajan Anwar Khan

Computers, Materials & Continua2026，Vol.86Issue(1)：P.1024-1048,25.

Computers, Materials & Continua2026，Vol.86Issue(1)：P.1024-1048,25.DOI:10.32604/cmc.2025.069327

A Transformer-Based Deep Learning Framework with Semantic Encoding and Syntax-Aware LSTM for Fake Electronic News Detection

Hamza Murad Khan ¹Shakila Basheer ²Mohammad Tabrez Quasim ³Raja`a Al-Naimi ⁴Vijaykumar Varadarajan ⁵Anwar Khan¹

作者信息

1. Department of Electronics,University of Peshawar,Peshawar,25120,Pakistan
2. Department of Information Systems,College of Computer and Information Science,Princess Nourah bint Abdulrahman University,P.O.Box 84428,Riyadh,11671,Saudi Arabia
3. Department of Computer Science and Artificial Intelligence,College of Computing and Information Technology,University of Bisha,P.O.Box 551,Bisha,61922,Saudi Arabia
4. Department of Mathematics,University of Petra,Amman,1199,Jordon
5. School of Computer Science,University of Technology,Sydney,2007,Australia
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摘要

关键词

Fake news detection/tokenization/SMOTE/text-to-text transfer transformer(T5)/long short-term memory(LSTM)/self-attention mechanism(SA)/T5-SA-LSTM/WELFake dataset/FakeNewsPrediction dataset

分类

信息技术与安全科学

引用本文复制引用

Hamza Murad Khan,Shakila Basheer,Mohammad Tabrez Quasim,Raja`a Al-Naimi,Vijaykumar Varadarajan,Anwar Khan..A Transformer-Based Deep Learning Framework with Semantic Encoding and Syntax-Aware LSTM for Fake Electronic News Detection[J].Computers, Materials & Continua,2026,86(1):P.1024-1048,25.

基金项目

supported by Princess Nourah bint Abdulrahman University Researchers Supporting Project number(PNURSP2025R195) （PNURSP2025R195）

Princess Nourah bint Abdulrahman University,Riyadh,Saudi Arabia. （）

Computers, Materials & Continua

ISSN：1546-2218

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