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As social media becomes increasingly prominent in our day to day lives, it is increasingly important to detect informative content and prevent the spread of disinformation and unverified rumours. While many sophisticated and successful…

计算与语言 · 计算机科学 2021-04-15 Kellin Pelrine , Jacob Danovitch , Reihaneh Rabbany

Advances in generative AI (GenAI) have raised concerns about detecting and discerning AI-generated content from human-generated content. Most existing literature assumes a paradigm where 'expert' organized disinformation creators and flawed…

人机交互 · 计算机科学 2024-06-19 Amelia Hassoun , Ariel Abonizio , Katy Osborn , Cameron Wu , Beth Goldberg

Generative AI and misinformation research has evolved since our 2024 survey. This paper presents an updated perspective, transitioning from literature review to practical countermeasures. We report on changes in the threat landscape,…

计算机与社会 · 计算机科学 2026-02-12 Alexander Loth , Martin Kappes , Marc-Oliver Pahl

Misinformation about climate change is a complex societal issue requiring holistic, interdisciplinary solutions at the intersection between technology and psychology. One proposed solution is a "technocognitive" approach, involving the…

计算与语言 · 计算机科学 2024-12-03 Francisco Zanartu , John Cook , Markus Wagner , Julian Garcia

The rapid proliferation of multimodal misinformation presents significant challenges for automated fact-checking systems, especially when claims are ambiguous or lack sufficient context. We introduce RAMA, a novel retrieval-augmented…

计算与语言 · 计算机科学 2025-07-15 Shuo Yang , Zijian Yu , Zhenzhe Ying , Yuqin Dai , Guoqing Wang , Jun Lan , Jinfeng Xu , Jinze Li , Edith C. H. Ngai

Due to extensive spread of fake news on social and news media it became an emerging research topic now a days that gained attention. In the news media and social media the information is spread highspeed but without accuracy and hence…

人工智能 · 计算机科学 2022-01-21 Sajjad Ahmed , Knut Hinkelmann , Flavio Corradini

Misinformation remains one of the most significant issues in the digital age. While automated fact-checking has emerged as a viable solution, most current systems are limited to evaluating factual accuracy. However, the detrimental effect…

Cross-domain misinformation detection is challenging, as misinformation arises across domains with substantial differences in knowledge and discourse. Existing methods often rely on single-perspective cues and struggle to generalize to…

计算与语言 · 计算机科学 2026-01-09 Zhiwei Liu , Runteng Guo , Baojie Qu , Yuechen Jiang , Min Peng , Qianqian Xie , Sophia Ananiadou

Short video platforms have become important channels for news dissemination, offering a highly engaging and immediate way for users to access current events and share information. However, these platforms have also emerged as significant…

计算机视觉与模式识别 · 计算机科学 2024-11-18 Weihao Zhong , Yinhao Xiao , Minghui Xu , Xiuzhen Cheng

Real-world information, often multimodal, can be misinformed or potentially misleading due to factual errors, outdated claims, missing context, misinterpretation, and more. Such "misinformation" is understudied, challenging to address, and…

计算与语言 · 计算机科学 2026-01-13 Xinyi Zhou , Ashish Sharma , Amy X. Zhang , Tim Althoff

Faced with the scale and surge of misinformation on social media, many platforms and fact-checking organizations have turned to algorithms for automating key parts of misinformation detection pipelines. While offering a promising solution…

计算机与社会 · 计算机科学 2022-05-02 Terrence Neumann , Maria De-Arteaga , Sina Fazelpour

With the increasing growth of social media, people have started relying heavily on the information shared therein to form opinions and make decisions. While such a reliance is motivation for a variety of parties to promote information, it…

计算与语言 · 计算机科学 2019-12-17 Rahul Radhakrishnan Iyer , Katia Sycara

The proliferation of false information in the digital age has become a pressing concern, necessitating the development of effective and robust detection methods. This paper offers a comprehensive review of existing false information…

社会与信息网络 · 计算机科学 2025-06-24 Kun Xie , Sibo Wang

In the digital era, social media has become a major conduit for information dissemination, yet it also facilitates the rapid spread of misinformation. Traditional misinformation detection methods primarily focus on surface-level features,…

计算与语言 · 计算机科学 2025-04-25 Zihan Wang , Lu Yuan , Zhengxuan Zhang , Qing Zhao

The explosive growth of online misinformation, such as false claims, has affected the social behavior of online users. In order to be persuasive and mislead the audience, false claims are made to trigger emotions in their audience. This…

社会与信息网络 · 计算机科学 2023-03-30 Akram Sadat Hosseini , Steffen Staab

AI-generated synthetic media, also called Deepfakes, have significantly influenced so many domains, from entertainment to cybersecurity. Generative Adversarial Networks (GANs) and Diffusion Models (DMs) are the main frameworks used to…

The proliferation of generative models, such as Generative Adversarial Networks (GANs), Diffusion Models, and Variational Autoencoders (VAEs), has enabled the synthesis of high-quality multimedia data. However, these advancements have also…

计算机视觉与模式识别 · 计算机科学 2025-10-20 Arpan Mahara , Naphtali Rishe

Automated disinformation generation is often listed as an important risk associated with large language models (LLMs). The theoretical ability to flood the information space with disinformation content might have dramatic consequences for…

计算与语言 · 计算机科学 2025-06-13 Ivan Vykopal , Matúš Pikuliak , Ivan Srba , Robert Moro , Dominik Macko , Maria Bielikova

While Artificial Intelligence (AI) is not a new field, recent developments, especially with the release of generative tools like ChatGPT, have brought it to the forefront of the minds of industry workers and academic folk alike. There is…

计算机与社会 · 计算机科学 2025-07-22 Prerana Khatiwada , Grace Donaher , Jasymyn Navarro , Lokesh Bhatta

Artificial intelligence (AI) comes with great opportunities but can also pose significant risks. Automatically generated explanations for decisions can increase transparency and foster trust, especially for systems based on automated…

机器学习 · 计算机科学 2021-12-03 Johannes Schneider , Christian Meske , Michalis Vlachos