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YouTube introduced the Shorts video format in 2021, allowing users to upload short videos that are prominently displayed on its website and app. Despite having such a large visual footprint, there are no studies to date that have looked at…

Social and Information Networks · Computer Science 2024-03-04 Caroline Violot , Tuğrulcan Elmas , Igor Bilogrevic , Mathias Humbert

The COVID-19 pandemic has highlighted the dire necessity to improve public health literacy for societal resilience. YouTube, the largest video-sharing social media platform, provides a vast repository of user-generated health information in…

Information Retrieval · Computer Science 2024-09-10 Yawen Guo , Xiao Liu , Anjana Susarla , Rema Padman

Recently, social media platforms have introduced several measures to counter misleading information. Among these measures are state media labels which help users identify and evaluate the credibility of state-backed news. YouTube was the…

Social and Information Networks · Computer Science 2021-07-16 Samantha Bradshaw , Mona Elswah , Antonella Perini

Video watching had emerged as one of the most frequent media activities on the Internet. Yet, little is known about how users watch online video. Using two distinct YouTube datasets, a set of random YouTube videos crawled from the Web and a…

Human-Computer Interaction · Computer Science 2017-05-18 Minsu Park , Mor Naaman , Jonah Berger

YouTube presents an unprecedented opportunity to explore how machine learning methods can improve healthcare information dissemination. We propose an interdisciplinary lens that synthesizes machine learning methods with healthcare…

Computer Vision and Pattern Recognition · Computer Science 2018-07-10 Xiao Liu , Bin Zhang , Anjana Susarla , Rema Padman

Deaf and Hard-of-Hearing (DHH) audiences have long complained about caption qualities for many online videos created by individual content creators on video-sharing platforms (e.g., YouTube). However, there lack explorations of practices,…

Human-Computer Interaction · Computer Science 2022-12-13 Franklin Mingzhe Li , Cheng Lu , Zhicong Lu , Patrick Carrington , Khai N. Truong

This paper introduces two large-scale multilingual comment datasets, YT-30M (and YT-100K) from YouTube. The analysis in this paper is performed on a smaller sample (YT-100K) of YT-30M. Both the datasets: YT-30M (full) and YT-100K (randomly…

Social and Information Networks · Computer Science 2024-12-05 Hridoy Sankar Dutta

With billions of users and an immense volume of daily uploads, YouTube has become an attractive target for cybercriminals aiming to leverage its vast audience. The platform's openness and trustworthiness provide an ideal environment for…

Cryptography and Security · Computer Science 2025-07-24 Iman Vakilinia

Polarisation research has demonstrated how people cluster in homogeneous groups with opposing opinions. However, this effect emerges not only through interaction between people, limiting communication between groups, but also between…

Computers and Society · Computer Science 2026-01-13 Jan Elfes , Marco Bastos , Luca Maria Aiello

YouTube has emerged as a major platform for political communication and news dissemination, particularly during high-stakes electoral periods. In the context of the 2024 European Parliament and French legislative elections, this study…

Computers and Society · Computer Science 2026-01-21 Vera Sosnovik , Caroline Violot , Mathias Humbert

In this study, we characterize the cross-platform mobilization of YouTube and BitChute videos on Twitter during the 2020 U.S. Election fraud discussions. Specifically, we extend the VoterFraud2020 dataset to describe the prevalence of…

Social and Information Networks · Computer Science 2022-03-31 Matthew C. Childs , Cody Buntain , Milo Z. Trujillo , Benjamin D. Horne

Numerous discussions have advocated the presence of a so called rabbit-hole (RH) phenomenon on social media, interested in advanced personalization to their users. This phenomenon is loosely understood as a collapse of mainstream…

Computers and Society · Computer Science 2023-08-02 Erwan Le Merrer , Gilles Tredan , Ali Yesilkanat

Data generated by audits of social media websites have formed the basis of our understanding of the biases presented in algorithmic content recommendation systems. As legislators around the world are beginning to consider regulating the…

Information Retrieval · Computer Science 2026-03-10 Sarmad Chandio , Daniyal Pirwani Dar , Rishab Nithyanand

Receiving negative sentiment, offensive comments, or even hate speech is a constant part of the working experience of content creators (CCs) on YouTube - a growing occupational group in the platform economy. This study investigates how…

Computers and Society · Computer Science 2025-04-11 Sarah Weißmann , Aaron Philipp , Roland Verwiebe , Chiara Osorio Krauter , Nina-Sophie Fritsch , Claudia Buder

The development of the internet has allowed for the global distribution of content, redefining media communication and property structures through various streaming platforms. Previous studies successfully clarified the factors contributing…

Physics and Society · Physics 2024-04-19 Seoyoung Park , Sanghyeok Park , Taekho You , Jinhyuk Yun

YouTube is the leading social media platform for sharing videos. As a result, it is plagued with misleading content that includes staged videos presented as real footages from an incident, videos with misrepresented context and videos where…

Computation and Language · Computer Science 2019-01-28 Priyank Palod , Ayush Patwari , Sudhanshu Bahety , Saurabh Bagchi , Pawan Goyal

Established in 2005, YouTube has become the most successful Internet site providing a new generation of short video sharing service. Today, YouTube alone comprises approximately 20% of all HTTP traffic, or nearly 10% of all traffic on the…

Networking and Internet Architecture · Computer Science 2007-07-26 Xu Cheng , Cameron Dale , Jiangchuan Liu

Online marketplaces often witness opinion spam in the form of reviews. People are often hired to target specific brands for promoting or impeding them by writing highly positive or negative reviews. This often is done collectively in…

Social and Information Networks · Computer Science 2020-04-14 Viresh Gupta , Aayush Aggarwal , Tanmoy Chakraborty

Nowadays, Social Networks have become an essential communication tools producing a large amount of information about their users and their interactions, which can be analysed with Data Mining methods. In the last years, Social Networks are…

Social and Information Networks · Computer Science 2025-01-29 Raul Lara-Cabrera , Antonio Gonzalez-Pardo , David Camacho

As civil discourse increasingly takes place online, misinformation and the polarization of news shared in online communities have become ever more relevant concerns with real world harms across our society. Studying online news sharing at…

Computers and Society · Computer Science 2022-05-11 Galen Weld , Maria Glenski , Tim Althoff