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200 papers

Consumption of YouTube news videos significantly shapes public opinion and political narratives. While prior works have studied the longitudinal dissemination dynamics of YouTube News videos across extended periods, limited attention has…

Social and Information Networks · Computer Science 2025-07-30 Anahit Sargsyan , Hridoy Sankar Dutta , Juergen Pfeffer

In this study, we introduce YODAS (YouTube-Oriented Dataset for Audio and Speech), a large-scale, multilingual dataset comprising currently over 500k hours of speech data in more than 100 languages, sourced from both labeled and unlabeled…

Computation and Language · Computer Science 2024-06-04 Xinjian Li , Shinnosuke Takamichi , Takaaki Saeki , William Chen , Sayaka Shiota , Shinji Watanabe

We introduce mTVR, a large-scale multilingual video moment retrieval dataset, containing 218K English and Chinese queries from 21.8K TV show video clips. The dataset is collected by extending the popular TVR dataset (in English) with paired…

Computation and Language · Computer Science 2021-08-03 Jie Lei , Tamara L. Berg , Mohit Bansal

Remote work and online courses have become important methods of knowledge dissemination, leading to a large number of document-based instructional videos. Unlike traditional video datasets, these videos mainly feature rich-text images and…

Computer Vision and Pattern Recognition · Computer Science 2025-03-21 Haochen Wang , Kai Hu , Liangcai Gao

Existing long video retrieval systems are trained and tested in the paragraph-to-video retrieval regime, where every long video is described by a single long paragraph. This neglects the richness and variety of possible valid descriptions…

Computer Vision and Pattern Recognition · Computer Science 2024-12-11 Matthew Gwilliam , Michael Cogswell , Meng Ye , Karan Sikka , Abhinav Shrivastava , Ajay Divakaran

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

Online content creators spend significant time and effort building their user base through a long, often arduous process that requires finding the right "niche" to cater to. So, what incentive is there for an established content creator…

Computers and Society · Computer Science 2026-02-27 Alejandro Cuevas , Manoel Horta Ribeiro , Nicolas Christin

Several large-scale video datasets have been published these years and have advanced the area of video understanding. However, the newly emerged user-generated short-form videos have rarely been studied. This paper presents USV, the…

Computer Vision and Pattern Recognition · Computer Science 2026-05-21 Haoyue Cheng , Su Xu , Liwei Jin , Wayne Wu , Chen Qian , Limin Wang

As of 2018, YouTube, the major online video sharing website, hosts multiple channels promoting right-wing content. In this paper, we observe issues related to hate, violence and discriminatory bias in a dataset containing more than 7,000…

Social and Information Networks · Computer Science 2018-04-12 Raphael Ottoni , Evandro Cunha , Gabriel Magno , Pedro Bernadina , Wagner Meira , Virgilio Almeida

Data plays a vital role in machine learning studies. In the research of recommendation, both user behaviors and side information are helpful to model users. So, large-scale real scenario datasets with abundant user behaviors will contribute…

Information Retrieval · Computer Science 2021-06-14 Bin Hao , Min Zhang , Weizhi Ma , Shaoyun Shi , Xinxing Yu , Houzhi Shan , Yiqun Liu , Shaoping Ma

Scientists, governments, and companies increasingly publish datasets on the Web. Google's Dataset Search extracts dataset metadata -- expressed using schema.org and similar vocabularies -- from Web pages in order to make datasets…

Information Retrieval · Computer Science 2020-06-15 Omar Benjelloun , Shiyu Chen , Natasha Noy

Deepfakes have become a growing concern in recent years, prompting researchers to develop benchmark datasets and detection algorithms to tackle the issue. However, existing datasets suffer from significant drawbacks that hamper their…

Computers and Society · Computer Science 2023-09-07 Beomsang Cho , Binh M. Le , Jiwon Kim , Simon Woo , Shahroz Tariq , Alsharif Abuadbba , Kristen Moore

With social media datasets being increasingly shared by researchers, it also presents the caveat that those datasets are not always completely replicable. Having to adhere to requirements of platforms like Twitter, researchers cannot…

Digital Libraries · Computer Science 2018-03-08 Arkaitz Zubiaga

A concern among content moderation researchers is that hard moderation measures, such as banning content producers, will push users to more extreme information environments. Research in this area is still new, but predominately focuses on…

Computers and Society · Computer Science 2023-03-15 Matthew C. Childs , Benjamin D. Horne

Recent developments in modeling language and vision have been successfully applied to image question answering. It is both crucial and natural to extend this research direction to the video domain for video question answering (VideoQA).…

Computer Vision and Pattern Recognition · Computer Science 2019-06-07 Zhou Yu , Dejing Xu , Jun Yu , Ting Yu , Zhou Zhao , Yueting Zhuang , Dacheng Tao

Today's Internet traffic is mostly dominated by multimedia content and the prediction is that this trend will intensify in the future. Therefore, main Internet players, such as ISPs, content delivery platforms (e.g. Youtube, Bitorrent,…

Networking and Internet Architecture · Computer Science 2017-05-02 Reza Farahbakhsh , Angel Cuevas , Ruben Cuevas , Roberto Gonzalez , Noel Crespi

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

Large-scale datasets have played indispensable roles in the recent success of face generation/editing and significantly facilitated the advances of emerging research fields. However, the academic community still lacks a video dataset with…

Computer Vision and Pattern Recognition · Computer Science 2022-07-26 Hao Zhu , Wayne Wu , Wentao Zhu , Liming Jiang , Siwei Tang , Li Zhang , Ziwei Liu , Chen Change Loy

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

In parallel to the increase of various mobile technologies, the mobile social network (MSN) service has brought us into an era of mobile social big data, where people are creating new social data every second and everywhere. It is of vital…

Social and Information Networks · Computer Science 2018-02-27 Yuanxing Zhang , Zhuqi Li , Chengliang Gao , Kaigui Bian , Lingyang Song , Shaoling Dong , Xiaoming Li