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Detecting out-of-context media, such as "mis-captioned" images on Twitter, is a relevant problem, especially in domains of high public significance. In this work we aim to develop defenses against such misinformation for the topics of…

计算机视觉与模式识别 · 计算机科学 2022-05-04 Giscard Biamby , Grace Luo , Trevor Darrell , Anna Rohrbach

Content analysis of news stories (whether manual or automatic) is a cornerstone of the communication studies field. However, much research is conducted at the level of individual news articles, despite the fact that news events (especially…

社会与信息网络 · 计算机科学 2024-10-31 Tom Nicholls , Jonathan Bright

Much of the research quantifying volume and spread of online misinformation measures the construct at the source level, identifying a set of specific unreliable domains that account for a relatively small share of news consumption. This…

社会与信息网络 · 计算机科学 2025-06-11 Pranav Goel , Jon Green , David Lazer , Philip Resnik

Toxic misinformation campaigns have caused significant societal harm, e.g., affecting elections and COVID-19 information awareness. Unfortunately, despite successes of (gold standard) retrospective studies of misinformation that confirmed…

机器学习 · 计算机科学 2023-01-20 Abhijit Suprem , Joao Eduardo Ferreira , Calton Pu

In today's media landscape, where news outlets play a pivotal role in shaping public opinion, it is imperative to address the issue of sentiment manipulation within news text. News writers often inject their own biases and emotional…

计算与语言 · 计算机科学 2024-02-06 Alapan Kuila , Somnath Jena , Sudeshna Sarkar , Partha Pratim Chakrabarti

The explosive growth in fake news and its erosion to democracy, justice, and public trust has increased the demand for fake news detection and intervention. This survey reviews and evaluates methods that can detect fake news from four…

计算与语言 · 计算机科学 2020-07-21 Xinyi Zhou , Reza Zafarani

Political news on social media rarely circulates in isolation: audiences actively engage, react, and clash. Whether these interactions reflect agreement or conflict may depend on the ideological discrepancy between publishers and the news…

社会与信息网络 · 计算机科学 2026-05-05 Thiago Magrin , Jordan Kobellarz , Pedro O. S. Vaz-de-Melo , Thiago H. Silva

The growing societal dependence on social media and user generated content for news and information has increased the influence of unreliable sources and fake content, which muddles public discourse and lessens trust in the media.…

计算与语言 · 计算机科学 2022-09-07 Marjan Hosseini , Alireza Javadian Sabet , Suining He , Derek Aguiar

We describe a gold standard corpus of protest events that comprise of various local and international sources from various countries in English. The corpus contains document, sentence, and token level annotations. This corpus facilitates…

计算与语言 · 计算机科学 2020-08-04 Ali Hürriyetoğlu , Erdem Yörük , Deniz Yüret , Osman Mutlu , Çağrı Yoltar , Fırat Duruşan , Burak Gürel

Fake news detection aims to detect fake news widely spreading on social media platforms, which can negatively influence the public and the government. Many approaches have been developed to exploit relevant information from news images,…

计算与语言 · 计算机科学 2023-04-20 Quanjiang Guo , Zhao Kang , Ling Tian , Zhouguo Chen

In the Social Web scenario, large amounts of User-Generated Content (UGC) are diffused through social media often without almost any form of traditional trusted intermediaries. Therefore, the risk of running into misinformation is not…

计算机与社会 · 计算机科学 2020-01-28 Gabriella Pasi , Marco Viviani

We present a robust approach for detecting intrinsic sentence importance in news, by training on two corpora of document-summary pairs. When used for single-document summarization, our approach, combined with the "beginning of document"…

计算与语言 · 计算机科学 2017-02-28 Yinfei Yang , Forrest Sheng Bao , Ani Nenkova

The widespread prevalence of misinformation poses significant societal concerns. Out-of-context misinformation, where authentic images are paired with false text, is particularly deceptive and easily misleads audiences. Most existing…

人工智能 · 计算机科学 2025-02-04 Giovanni Pio Delvecchio , Huy Hong Nguyen , Isao Echizen

The landscape of social media content has evolved significantly, extending from text to multimodal formats. This evolution presents a significant challenge in combating misinformation. Previous research has primarily focused on single…

多媒体 · 计算机科学 2024-09-04 Zhe Fu , Kanlun Wang , Wangjiaxuan Xin , Lina Zhou , Shi Chen , Yaorong Ge , Daniel Janies , Dongsong Zhang

Satire is a form of humorous critique, but it is sometimes misinterpreted by readers as legitimate news, which can lead to harmful consequences. We observe that the images used in satirical news articles often contain absurd or ridiculous…

计算与语言 · 计算机科学 2020-10-15 Lily Li , Or Levi , Pedram Hosseini , David A. Broniatowski

Mainstream news organizations shape public perception not only directly through the articles they publish but also through the choices they make about which topics to cover (or ignore) and how to frame the issues they do decide to cover.…

Recent developments in online communication and their usage in everyday life have caused an explosion in the amount of a new genre of text data, short text. Thus, the need to classify this type of text based on its content has a significant…

计算与语言 · 计算机科学 2024-09-10 Bruno D. Ferreira-Saraiva , Zuil Pirola , João P. Matos-Carvalho , Manuel Marques-Pita

The prevalence of misinformation and disinformation poses a significant challenge in today's digital landscape. That is why several methods and tools are proposed to analyze and understand these phenomena from a scientific perspective. To…

社会与信息网络 · 计算机科学 2024-06-14 Alejandro Buitrago López , Javier Pastor-Galindo , José A. Ruipérez-Valiente

The verification of multimedia content over social media is one of the challenging and crucial issues in the current scenario and gaining prominence in an age where user-generated content and online social web platforms are the leading…

社会与信息网络 · 计算机科学 2021-09-22 Deepika Varshney , Dinesh Kumar Vishwakarma

Distinguishing between misinformation and real information is one of the most challenging problems in today's interconnected world. The vast majority of the state-of-the-art in detecting misinformation is fully supervised, requiring a large…

社会与信息网络 · 计算机科学 2021-06-07 Sara Abdali , Neil Shah , Evangelos E. Papalexakis
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