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This paper examines collaborative sensemaking during severe weather events through the emerging phenomenon of "weatherfluencers" or content creators who livestream meteorological interpretation on platforms like YouTube. Drawing from…

Human-Computer Interaction · Computer Science 2026-05-19 Julie A. Vera , Mark Zachry , David W. McDonald

The rising popularity of social media has radically changed the way news content is propagated, including interactive attempts with new dimensions. To date, traditional news media such as newspapers, television and radio have already…

Social and Information Networks · Computer Science 2018-09-18 Praboda Rajapaksha , Reza Farahbakhsh , Noel Crespi , Bruno Defude

The aim of video summarization is to shorten videos automatically while retaining the key information necessary to convey the overall story. Video summarization methods mainly rely on visual factors, such as visual consecutiveness and…

Computer Vision and Pattern Recognition · Computer Science 2023-11-22 Jia-Hong Huang , Chao-Han Huck Yang , Pin-Yu Chen , Min-Hung Chen , Marcel Worring

Video sharing sites, such as YouTube, use video responses to enhance the social interactions among their users. The video response feature allows users to interact and converse through video, by creating a video sequence that begins with an…

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

It has been known to be difficult to generate adequate sports updates from a sequence of vast amounts of diverse live tweets, although the live sports viewing experience with tweets is gaining the popularity. In this paper, we focus on…

Computation and Language · Computer Science 2023-10-26 Masashi Oshika , Kosuke Yamada , Ryohei Sasano , Koichi Takeda

To automatically produce a brief yet expressive summary of a long video, an automatic algorithm should start by resembling the human process of summary generation. Prior work proposed supervised and unsupervised algorithms to train models…

Computer Vision and Pattern Recognition · Computer Science 2019-03-04 Mohamed Elfeki , Ali Borji

Amongst the best means to summarize is highlighting. In this paper, we aim to generate summary highlights to be overlaid on the original documents to make it easier for readers to sift through a large amount of text. The method allows…

Computation and Language · Computer Science 2020-10-22 Sangwoo Cho , Kaiqiang Song , Chen Li , Dong Yu , Hassan Foroosh , Fei Liu

Large collections of videos are grouped into clusters by a topic keyword, such as Eiffel Tower or Surfing, with many important visual concepts repeating across them. Such a topically close set of videos have mutual influence on each other,…

Computer Vision and Pattern Recognition · Computer Science 2017-06-13 Rameswar Panda , Amit K. Roy-Chowdhury

The production of sports highlight packages summarizing a game's most exciting moments is an essential task for broadcast media. Yet, it requires labor-intensive video editing. We propose a novel approach for auto-curating sports…

Computer Vision and Pattern Recognition · Computer Science 2017-07-25 Michele Merler , Dhiraj Joshi , Quoc-Bao Nguyen , Stephen Hammer , John Kent , John R. Smith , Rogerio S. Feris

Nowadays, online video platforms mostly recommend related videos by analyzing user-driven data such as viewing patterns, rather than the content of the videos. However, content is more important than any other element when videos aim to…

Social and Information Networks · Computer Science 2018-10-31 Jaehoon Oh , Injung Lee , Yeon Seonwoo , Simin Sung , Ilbong Kwon , Jae-Gil Lee

Twitter is one of the most popular microblogging services in the world. The great amount of information within Twitter makes it an important information channel for people to learn and share news. Twitter hashtag is an popular feature that…

Social and Information Networks · Computer Science 2018-05-01 Shih-Feng Yang , Julia Taylor Rayz

Though languages can evolve slowly, they can also react strongly to dramatic world events. By studying the connection between words and events, it is possible to identify which events change our vocabulary and in what way. In this work, we…

Computation and Language · Computer Science 2019-09-24 Guy D. Rosin , Kira Radinsky

The automatic content analysis of mass media in the social sciences has become necessary and possible with the raise of social media and computational power. One particularly promising avenue of research concerns the use of opinion mining.…

Social and Information Networks · Computer Science 2015-12-01 Pedro Saleiro , Sílvio Amir , Mário J. Silva , Carlos Soares

The task of describing video content in natural language is commonly referred to as video captioning. Unlike conventional video captions, which are typically brief and widely available, long-form paragraph descriptions in natural language…

Computer Vision and Pattern Recognition · Computer Science 2025-07-08 Mihai Masala , Marius Leordeanu

Large-scale data from social media have a significant potential to describe complex phenomena in real world and to anticipate collective behaviors such as information spreading and social trends. One specific case of study is represented by…

Physics and Society · Physics 2015-07-15 Young-Ho Eom , Michelangelo Puliga , Jasmina Smailović , Igor Mozetič , Guido Caldarelli

In the era of data-driven journalism, data analytics can deliver tools to support journalists in connecting to new and developing news stories, e.g., as echoed in micro-blogs such as Twitter, the new citizen-driven media. In this paper, we…

Social and Information Networks · Computer Science 2014-05-14 Bichen Shi , Georgiana Ifrim , Neil Hurley

Meeting minutes record any subject matters discussed, decisions reached and actions taken at meetings. The importance of minuting cannot be overemphasized in a time when a significant number of meetings take place in the virtual space. In…

Computation and Language · Computer Science 2021-04-27 Jia Jin Koay , Alexander Roustai , Xiaojin Dai , Fei Liu

In this paper, we focus on video-to-text summarization and investigate how to best utilize multimodal information for summarizing long inputs (e.g., an hour-long TV show) into long outputs (e.g., a multi-sentence summary). We extend…

Computation and Language · Computer Science 2022-10-11 Pinelopi Papalampidi , Mirella Lapata

Making a summary is a common learning strategy in lecture learning. It is an effective way for learners to engage in both traditional and video lectures. Video summarization is an effective technology applied to enhance learners'…

Computers and Society · Computer Science 2020-02-27 Lili Yan , Kai Li