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Observing the damages that can be done by the rapid propagation of fake news in various sectors like politics and finance, automatic identification of fake news using linguistic analysis has drawn the attention of the research community.…

Computation and Language · Computer Science 2020-04-21 Md Zobaer Hossain , Md Ashraful Rahman , Md Saiful Islam , Sudipta Kar

The growing spread of misinformation in digital media highlights the need for reliable fake news detection systems, yet progress in under-resourced languages such as Bangla is limited by small and imbalanced datasets. This study…

Computation and Language · Computer Science 2026-05-05 Ahmed Alfey Sani , Kazi Akib Zaoad , Shefayat E Shams Adib , Md Abdul Muqtadir , Ajwad Abrar

Initial work has been done to address fake news detection and misrepresentation of news in the Bengali language. However, no work in Bengali yet addresses the identification of specific claims in social media news that falsely manipulates a…

Computation and Language · Computer Science 2023-11-07 Mahammed Kamruzzaman , Md. Minul Islam Shovon , Gene Louis Kim

Imbalanced datasets can lead to biasedness into the detection of fake news. In this work, we present several strategies for resolving the imbalance issue for fake news detection in Bangla with a comparative assessment of proposed…

The rise of fake news has made the need for effective detection methods, including in languages other than English, increasingly important. The study aims to address the challenges of Bangla which is considered a less important language. To…

There have recently been many cases of unverified or misleading information circulating quickly over bogus web networks and news portals. This false news creates big damage to society and misleads people. For Example, in 2019, there was a…

Computation and Language · Computer Science 2025-03-10 Md. Zahin Hossain George , Naimul Hossain , Md. Rafiuzzaman Bhuiyan , Abu Kaisar Mohammad Masum , Sheikh Abujar

This paper introduces \textit{Bangla Key2Text}, a large-scale dataset of $2.6$ million Bangla keyword--text pairs designed for keyword-driven text generation in a low-resource language. The dataset is constructed using a BERT-based keyword…

Computation and Language · Computer Science 2026-04-22 Tonmoy Talukder , G M Shahariar

Fake news has been coming into sight in significant numbers for numerous business and political reasons and has become frequent in the online world. People can get contaminated easily by these fake news for its fabricated words which have…

Computation and Language · Computer Science 2020-06-01 Md Gulzar Hussain , Md Rashidul Hasan , Mahmuda Rahman , Joy Protim , Sakib Al Hasan

With the rise of social media and online news sources, fake news has become a significant issue globally. However, the detection of fake news in low resource languages like Bengali has received limited attention in research. In this paper,…

Computation and Language · Computer Science 2025-10-20 Arman Sakif Chowdhury , G. M. Shahariar , Ahammed Tarik Aziz , Syed Mohibul Alam , Md. Azad Sheikh , Tanveer Ahmed Belal

In recent years, fake news detection has received increasing attention in public debate and scientific research. Despite advances in detection techniques, the production and spread of false information have become more sophisticated, driven…

Computation and Language · Computer Science 2026-03-27 Pietro Dell'Oglio , Alessandro Bondielli , Francesco Marcelloni , Lucia C. Passaro

Detecting media bias is crucial, specifically in the South Asian region. Despite this, annotated datasets and computational studies for Bangla political bias research remain scarce. Crucially because, political stance detection in Bangla…

Computation and Language · Computer Science 2025-11-18 Nusrat Jahan Lia , Shubhashis Roy Dipta , Abdullah Khan Zehady , Naymul Islam , Madhusodan Chakraborty , Abdullah Al Wasif

Online social media platforms are central to everyday communication and information seeking. While these platforms serve positive purposes, they also provide fertile ground for the spread of hate speech, offensive language, and bullying…

Computation and Language · Computer Science 2025-10-03 Md Arid Hasan , Firoj Alam , Md Fahad Hossain , Usman Naseem , Syed Ishtiaque Ahmed

The rise of social media has amplified the spread of fake news, now further complicated by large language models (LLMs) like ChatGPT, which ease the generation of highly convincing, error-free misinformation, making it increasingly…

Computation and Language · Computer Science 2024-10-28 Muhammad Zain Ali , Yuxia Wang , Bernhard Pfahringer , Tony Smith

Bangla is the 7th most widely spoken language globally, with a staggering 234 million native speakers primarily hailing from India and Bangladesh. This morphologically rich language boasts a rich literary tradition, encompassing diverse…

Computation and Language · Computer Science 2023-10-19 Saumajit Saha , Albert Nanda

Bangla is a language spoken by approximately 240 million native speakers and around 300 million people worldwide. Despite being the 5th largest spoken language in the world, Bangla is still a "low-resource" language, and existing pretrained…

Computation and Language · Computer Science 2025-10-08 Abdullah Khan Zehady , Shubhashis Roy Dipta , Naymul Islam , Safi Al Mamun , Santu Karmaker

The rapid development of digital stages has greatly compounded the dispersal of untrue data, dissolving certainty and judgment in society, especially among the Bengali-speaking community. Our ponder addresses this critical issue by…

Computation and Language · Computer Science 2025-02-03 Pronoy Kumar Mondal , Sadman Sadik Khan , Md. Masud Rana , Shahriar Sultan Ramit , Abdus Sattar , Md. Sadekur Rahman

Nowadays, people in Bangladesh frequently rely on the internet and social media for daily news instead of traditional newspapers. However, the spread of false Bangla news through these platforms poses risks and challenges to the credibility…

Computation and Language · Computer Science 2026-05-19 Md Gulzar Hussain , Babe Sultana , Md Rinku Ali

Recent advances in large language models (LLMs) have enabled the large-scale generation of highly fluent and deceptive news-like content. While prior work has often treated fake news detection as a binary classification problem, modern fake…

Computation and Language · Computer Science 2026-04-13 Xinyu Wang , Sai Koneru , Wenbo Zhang , Wenliang Zheng , Saksham Ranjan , Sarah Rajtmajer

The advancement in technology and accessibility of internet to each individual is revolutionizing the real time information. The liberty to express your thoughts without passing through any credibility check is leading to dissemination of…

Computation and Language · Computer Science 2021-02-24 Shivangi Singhal , Rajiv Ratn Shah , Ponnurangam Kumaraguru

This study developed a new Bangla abstractive summarization dataset to generate concise summaries of Bangla articles from diverse sources. Most existing studies in this field have concentrated on news articles, where journalists usually…

Computation and Language · Computer Science 2025-12-17 Md. Tanzim Ferdous , Naeem Ahsan Chowdhury , Prithwiraj Bhattacharjee
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