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Related papers: Emulating Reader Behaviors for Fake News Detection

200 papers

The spread of digital disinformation (aka "fake news") is arguably one of the most significant threats on the Internet which can cause individual and societal harm of large scales. The susceptibility to fake news attacks hinges on whether…

Computation and Language · Computer Science 2022-07-19 Cagri Arisoy , Anuradha Mandal , Nitesh Saxena

The rapid adoption of large language models has introduced a new class of AI-generated fake news that coexists with traditional human-written misinformation, raising important questions about how these two forms of deceptive content differ…

Computation and Language · Computer Science 2026-04-14 Samuel Jaeger , Calvin Ibeneye , Aya Vera-Jimenez , Dhrubajyoti Ghosh

Misinformation and fake news have become a pressing societal challenge, driving the need for reliable automated detection methods. Prior research has highlighted sentiment as an important signal in fake news detection, either by analyzing…

Computation and Language · Computer Science 2026-01-22 Sahar Tahmasebi , Eric Müller-Budack , Ralph Ewerth

With the growing spread of misinformation online, understanding how true news evolves into fake news has become crucial for early detection and prevention. However, previous research has often assumed fake news inherently exists rather than…

Social and Information Networks · Computer Science 2025-05-29 Yuhan Liu , Zirui Song , Juntian Zhang , Xiaoqing Zhang , Xiuying Chen , Rui Yan

Misinformation such as fake news is one of the big challenges of our society. Research on automated fact-checking has proposed methods based on supervised learning, but these approaches do not consider external evidence apart from labeled…

Computation and Language · Computer Science 2018-09-19 Kashyap Popat , Subhabrata Mukherjee , Andrew Yates , Gerhard Weikum

We study the problem of finding fake online news. This is an important problem as news of questionable credibility have recently been proliferating in social media at an alarming scale. As this is an understudied problem, especially for…

Computation and Language · Computer Science 2019-11-20 Momchil Hardalov , Ivan Koychev , Preslav Nakov

The proliferation of social media platforms such as Twitter, Instagram, and Weibo has significantly enhanced the dissemination of false information. This phenomenon grants both individuals and governmental entities the ability to shape…

Machine Learning · Computer Science 2023-10-12 Makan Kananian , Fatima Badiei , S. AmirAli Gh. Ghahramani

With their advanced capabilities, Large Language Models (LLMs) can generate highly convincing and contextually relevant fake news, which can contribute to disseminating misinformation. Though there is much research on fake news detection…

Computation and Language · Computer Science 2026-02-05 Rupak Kumar Das , Jonathan Dodge

Fake news detection is a critical yet challenging problem in Natural Language Processing (NLP). The rapid rise of social networking platforms has not only yielded a vast increase in information accessibility but has also accelerated the…

Computation and Language · Computer Science 2020-07-09 Ray Oshikawa , Jing Qian , William Yang Wang

Fake news detection in social media has become increasingly important due to the rapid proliferation of personal media channels and the consequential dissemination of misleading information. Existing methods, which primarily rely on…

Multimedia · Computer Science 2024-06-17 Wanqing Zhao , Yuta Nakashima , Haiyuan Chen , Noboru Babaguchi

We study the problem of profiling news media on the Web with respect to their factuality of reporting and bias. This is an important but under-studied problem related to disinformation and "fake news" detection, but it addresses the issue…

Machine Learning · Computer Science 2022-11-11 Panayot Panayotov , Utsav Shukla , Husrev Taha Sencar , Mohamed Nabeel , Preslav Nakov

Connectivity plays an ever-increasing role in modern society, with people all around the world having easy access to rapidly disseminated information. However, a more interconnected society enables the spread of intentionally false…

Computation and Language · Computer Science 2023-02-03 João Vitorino , Tiago Dias , Tiago Fonseca , Nuno Oliveira , Isabel Praça

Internet memes are powerful tools for communication, capable of spreading political, psychological, and sociocultural ideas. However, they can be harmful and can be used to disseminate hate toward targeted individuals or groups. Although…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Felix Breiteneder , Mohammad Belal , Muhammad Saad Saeed , Shahed Masoudian , Usman Naseem , Kulshrestha Juhi , Markus Schedl , Shah Nawaz

Most fake news detection methods learn latent feature representations based on neural networks, which makes them black boxes to classify a piece of news without giving any justification. Existing explainable systems generate veracity…

Computation and Language · Computer Science 2025-02-19 Bo Wang , Jing Ma , Hongzhan Lin , Zhiwei Yang , Ruichao Yang , Yuan Tian , Yi Chang

Over the last years, there has been an unprecedented proliferation of fake news. As a consequence, we are more susceptible to the pernicious impact that misinformation and disinformation spreading can have in different segments of our…

Computation and Language · Computer Science 2021-12-10 Santiago Alonso-Bartolome , Isabel Segura-Bedmar

Critical news reading (CNR), which requires grasping the holistic ideas of and raising critical thoughts on the news, is beneficial yet challenging for general people who usually get information on daily social media. Comments under the…

Human-Computer Interaction · Computer Science 2026-05-14 Kangyu Yuan , Guanzheng Chen , Sizhe Liang , Hehai Lin , Qingyu Guo , Dingdong Liu , Xiaojuan Ma , Zhenhui Peng

Large-scale dissemination of disinformation online intended to mislead or deceive the general population is a major societal problem. Rapid progression in image, video, and natural language generative models has only exacerbated this…

Artificial Intelligence · Computer Science 2022-05-27 Reuben Tan , Bryan A. Plummer , Kate Saenko

We present an approach to detect fake news in Twitter at the account level using a neural recurrent model and a variety of different semantic and stylistic features. Our method extracts a set of features from the timelines of news Twitter…

Computation and Language · Computer Science 2019-10-16 Bilal Ghanem , Simone Paolo Ponzetto , Paolo Rosso

Fake news detection methods based on writing style have achieved remarkable progress. However, as adversaries increasingly imitate the style of authentic news, the effectiveness of such approaches is gradually diminishing. Recent research…

Artificial Intelligence · Computer Science 2025-11-14 Jing He , Han Zhang , Yuanhui Xiao , Wei Guo , Shaowen Yao , Renyang Liu

Social media has become a major information platform where people consume and share news. However, it has also enabled the wide dissemination of false news, i.e., news posts published on social media that are verifiably false, causing…

Multimedia · Computer Science 2019-08-29 Juan Cao , Qiang Sheng , Peng Qi , Lei Zhong , Yanyan Wang , Xueyao Zhang