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Social networking and micro-blogging services, such as Twitter, play an important role in sharing digital information. Despite the popularity and usefulness of social media, there have been many instances where corrupted users found ways to…

Social and Information Networks · Computer Science 2021-07-23 Tanveer Khan , Antonis Michalas

Verifying rumors on social media is critical for mitigating the spread of false information. The stances of conversation replies often provide important cues to determine a rumor's veracity. However, existing models struggle to jointly…

Computation and Language · Computer Science 2025-12-16 Gibson Nkhata , Uttamasha Anjally Oyshi , Quan Mai , Susan Gauch

Given a natural language statement, how to verify its veracity against a large-scale textual knowledge source like Wikipedia? Most existing neural models make predictions without giving clues about which part of a false claim goes wrong. In…

Computation and Language · Computer Science 2022-10-27 Jiangjie Chen , Qiaoben Bao , Changzhi Sun , Xinbo Zhang , Jiaze Chen , Hao Zhou , Yanghua Xiao , Lei Li

The increasing popularity of Twitter and other microblogs makes improved trustworthiness and relevance assessment of microblogs evermore important. We propose a method of ranking of tweets considering trustworthiness and content based…

Social and Information Networks · Computer Science 2012-04-03 Srijith Ravikumar , Raju Balakrishnan , Subbarao Kambhampati

Social networking sites, blogs, and online articles are instant sources of news for internet users globally. However, in the absence of strict regulations mandating the genuineness of every text on social media, it is probable that some of…

Computation and Language · Computer Science 2022-12-08 Arjun Choudhry , Inder Khatri , Minni Jain , Dinesh Kumar Vishwakarma

Social media platforms such as Twitter have become a breeding ground for unverified information or rumors. These rumors can threaten people's health, endanger the economy, and affect the stability of a country. Many researchers have…

Computation and Language · Computer Science 2020-12-15 Yudianto Sujana , Jiawen Li , Hung-Yu Kao

The rapid spread of rumors in social media is mainly caused by individual retweets. This paper applies uncertainty time series analysis (UTSA) to analyze a rumor retweeting behavior on Weibo. First, the rumor forwarding is modeled using…

Social and Information Networks · Computer Science 2024-05-16 Ruihong Wang , Fengming Liu

Social media is a popular platform for timely information sharing. One of the important challenges for social media platforms like Twitter is whether to trust news shared on them when there is no systematic news verification process. On the…

Machine Learning · Computer Science 2020-04-28 Chandra Mouli Madhav Kotteti , Xishuang Dong , Lijun Qian

One of the major sources of trending news, events and opinion in the current age is micro blogging. Twitter, being one of them, is extensively used to mine data about public responses and event updates. This paper intends to propose methods…

Social and Information Networks · Computer Science 2015-06-22 Rishabh Jain , Abhishek B. S. , Satvik Jagannath

Social media platforms enable the rapid dissemination and consumption of information. However, users instantly consume such content regardless of the reliability of the shared data. Consequently, the latter crowdsourcing model is exposed to…

Computation and Language · Computer Science 2024-09-06 Francisco de Arriba-Pérez , Silvia García-Méndez , Fátima Leal , Benedita Malheiro , Juan Carlos Burguillo

The rise in popularity and ubiquity of Twitter has made sentiment analysis of tweets an important and well-covered area of research. However, the 140 character limit imposed on tweets makes it hard to use standard linguistic methods for…

Social and Information Networks · Computer Science 2021-01-05 Soroush Vosoughi , Helen Zhou , Deb Roy

The task of rumour verification in social media concerns assessing the veracity of a claim on the basis of conversation threads that result from it. While previous work has focused on predicting a veracity label, here we reformulate the…

Computation and Language · Computer Science 2024-02-26 Iman Munire Bilal , Preslav Nakov , Rob Procter , Maria Liakata

Social media include diverse interaction metrics related to user popularity, the most evident example being the number of user followers. The latter has raised concerns about the credibility of the posts by the most popular creators.…

Social and Information Networks · Computer Science 2024-06-19 Silvia García-Méndez , Francisco de Arriba-Pérez , Jaime González-Gonzáleza , Francisco J. González-Castaño

Media news are making a large part of public opinion and, therefore, must not be fake. News on web sites, blogs, and social media must be analyzed before being published. In this paper, we present linguistic characteristics of media news…

Computation and Language · Computer Science 2022-11-29 Sandhya Aneja , Nagender Aneja , Ponnurangam Kumaraguru

In this paper we present a method to identify tweets that a user may find interesting enough to retweet. The method is based on a global, but personalized classifier, which is trained on data from several users, represented in terms of…

Social and Information Networks · Computer Science 2017-09-20 Michail Vougioukas , Ion Androutsopoulos , Georgios Paliouras

Rumors spread dramatically fast through online social media services, and people are exploring methods to detect rumors automatically. Existing methods typically learn semantic representations of all reposts to a rumor candidate for…

Social and Information Networks · Computer Science 2018-11-13 Changhe Song , Cunchao Tu , Cheng Yang , Zhiyuan Liu , Maosong Sun

Recent work have done a good job in modeling rumors and detecting them over microblog streams. However, the performance of their automatic approaches are not relatively high when looking early in the diffusion. A first intuition is that, at…

Social and Information Networks · Computer Science 2024-04-10 Tu Nguyen

Sentiment quantification is the task of training, by means of supervised learning, estimators of the relative frequency (also called ``prevalence'') of sentiment-related classes (such as \textsf{Positive}, \textsf{Neutral},…

Computation and Language · Computer Science 2021-09-21 Alejandro Moreo , Fabrizio Sebastiani

Media is full of false claims. Even Oxford Dictionaries named "post-truth" as the word of 2016. This makes it more important than ever to build systems that can identify the veracity of a story, and the kind of discourse there is around it.…

Computation and Language · Computer Science 2017-04-21 Leon Derczynski , Kalina Bontcheva , Maria Liakata , Rob Procter , Geraldine Wong Sak Hoi , Arkaitz Zubiaga

Twitter sentiment analysis, which often focuses on predicting the polarity of tweets, has attracted increasing attention over the last years, in particular with the rise of deep learning (DL). In this paper, we propose a new task:…