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Advertisers commonly need multiple versions of the same advertisement (ad) at varying durations for a single campaign. The traditional approach involves manually selecting and re-editing shots from longer video ads to create shorter…

Computer Vision and Pattern Recognition · Computer Science 2025-12-18 Wen Xie , Yanjun Zhu , Gijs Overgoor , Yakov Bart , Agata Lapedriza Garcia , Sarah Ostadabbas

Online political advertising is a central aspect of modern election campaigning for influencing public opinion. Computational analysis of political ads is of utmost importance in political science to understand the characteristics of…

Computation and Language · Computer Science 2021-05-27 Danae Sánchez Villegas , Saeid Mokaram , Nikolaos Aletras

Rhetorical strategies are central to persuasive communication, from political discourse and marketing to legal argumentation. However, analysis of rhetorical strategies has been limited by reliance on human annotation, which is costly,…

Understanding multimodal video ads is crucial for improving query-ad matching and relevance ranking on short video platforms, enhancing advertising effectiveness and user experience. However, the effective utilization of multimodal…

Information Retrieval · Computer Science 2025-10-13 Weitao Jia , Shuo Yin , Zhoufutu Wen , Han Wang , Zehui Dai , Kun Zhang , Zhenyu Li , Tao Zeng , Xiaohui Lv

Our goal is to find combinations of facts that optimally summarize data sets. We consider this problem in the context of voice query interfaces for simple, exploratory data analysis. Here, the system answers voice queries with a short…

Databases · Computer Science 2021-03-22 Immanuel Trummer , Connor Anderson

There is more to images than their objective physical content: for example, advertisements are created to persuade a viewer to take a certain action. We propose the novel problem of automatic advertisement understanding. To enable research…

Computer Vision and Pattern Recognition · Computer Science 2017-07-12 Zaeem Hussain , Mingda Zhang , Xiaozhong Zhang , Keren Ye , Christopher Thomas , Zuha Agha , Nathan Ong , Adriana Kovashka

This paper presents the TikTok 2024 U.S. Presidential Election Dataset, a large-scale, resource designed to advance research into political communication and social media dynamics. The dataset comprises 3.14 million videos published on…

Social and Information Networks · Computer Science 2024-12-23 Gabriela Pinto , Charles Bickham , Tanishq Salkar , Joyston Menezes , Luca Luceri , Emilio Ferrara

With the advent of faster internet services and growth of multimedia content, we observe a massive growth in the number of online videos. The users generate these video contents at an unprecedented rate, owing to the use of smart-phones and…

Computer Vision and Pattern Recognition · Computer Science 2019-04-30 Soumyabrata Dev , Murhaf Hossari , Matthew Nicholson , Killian McCabe , Atul Nautiyal , Clare Conran , Jian Tang , Wei Xu , François Pitié

Online political advertising has become the cornerstone of political campaigns. The budget spent solely on political advertising in the U.S. has increased by more than 100% from \$700 million during the 2017-2018 U.S. election cycle to…

Computers and Society · Computer Science 2023-02-15 Vera Sosnovik , Romaissa Kessi , Maximin Coavoux , Oana Goga

Long-form video content constitutes a significant portion of internet traffic, making automated video summarization an essential research problem. However, existing video summarization datasets are notably limited in their size,…

Computer Vision and Pattern Recognition · Computer Science 2024-04-05 Dawit Mureja Argaw , Seunghyun Yoon , Fabian Caba Heilbron , Hanieh Deilamsalehy , Trung Bui , Zhaowen Wang , Franck Dernoncourt , Joon Son Chung

There are widespread fears that conversational AI could soon exert unprecedented influence over human beliefs. Here, in three large-scale experiments (N=76,977), we deployed 19 LLMs-including some post-trained explicitly for persuasion-to…

Propaganda campaigns have long been used to influence public opinion via disseminating biased and/or misleading information. Despite the increasing prevalence of propaganda content on the Internet, few attempts have been made by AI…

Computation and Language · Computer Science 2023-02-20 Vincent Ng , Shengjie Li

We perform an automatic analysis of television news programs, based on the closed captions that accompany them. Specifically, we collect all the news broadcasted in over 140 television channels in the US during a period of six months. We…

Computation and Language · Computer Science 2013-08-30 Carlos Castillo , Gianmarco De Francisci Morales , Marcelo Mendoza , Nasir Khan

Understanding the legally relevant factual basis of an event and conveying it through text is a key skill of legal professionals. This skill is important for preparing forms (e.g., insurance claims) or other legal documents (e.g., court…

MediaSum, a large-scale media interview dataset consisting of 463.6K transcripts with abstractive summaries. To create this dataset, we collect interview transcripts from NPR and CNN and employ the overview and topic descriptions as…

Computation and Language · Computer Science 2021-03-15 Chenguang Zhu , Yang Liu , Jie Mei , Michael Zeng

Global partisan hostility and polarization has increased, and this polarization is heightened around presidential elections. Models capable of generating accurate summaries of diverse perspectives can help reduce such polarization by…

Computation and Language · Computer Science 2025-07-29 Nicholas Deas , Kathleen McKeown

Traditionally, a debate usually requires a manual preparation process, including reading plenty of articles, selecting the claims, identifying the stances of the claims, seeking the evidence for the claims, etc. As the AI debate attracts…

Computation and Language · Computer Science 2022-07-19 Liying Cheng , Lidong Bing , Ruidan He , Qian Yu , Yan Zhang , Luo Si

Currently, no large-scale training data is available for the task of scientific paper summarization. In this paper, we propose a novel method that automatically generates summaries for scientific papers, by utilizing videos of talks at…

Computation and Language · Computer Science 2019-06-14 Guy Lev , Michal Shmueli-Scheuer , Jonathan Herzig , Achiya Jerbi , David Konopnicki

Political advertising on digital platforms has grown dramatically in recent years as campaigns embrace new ways of targeting supporters and potential voters. Previous scholarship shows that digital advertising has both positive effects on…

Computers and Society · Computer Science 2020-12-11 NaLette Brodnax , Piotr Sapiezynski

Large language models (LLMs) have taken a great step towards AGI. Meanwhile, an increasing number of domain-specific problems such as math and programming boost these general-purpose models to continuously evolve via learning deeper…

Computer Vision and Pattern Recognition · Computer Science 2025-09-11 Xinwei Long , Kai Tian , Peng Xu , Guoli Jia , Jingxuan Li , Sa Yang , Yihua Shao , Kaiyan Zhang , Che Jiang , Hao Xu , Yang Liu , Jiaheng Ma , Bowen Zhou
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