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The emerging short-form video platforms have been growing tremendously and become one of the leading social media recently. Although the expanded popularity of these platforms has attracted increasing research attention, there has been a…

Multimedia · Computer Science 2024-10-22 Zhilong Chen , Peijie Liu , Jinghua Piao , Fengli Xu , Yong Li

E-commerce search serves as a central interface, connecting user demands with massive product inventories and plays a vital role in our daily lives. However, in real-world applications, it faces challenges, including highly ambiguous…

Information Retrieval · Computer Science 2026-03-25 Yupeng Li , Ben Chen , Mingyue Cheng , Zhiding Liu , Xuxin Zhang , Chenyi Lei , Wenwu Ou

Short-video platforms show an increasing impact on people's daily lives nowadays, with billions of active users spending plenty of time each day. The interactions between users and online platforms give rise to many scientific problems…

Multimedia · Computer Science 2025-02-11 Yu Shang , Chen Gao , Nian Li , Yong Li

Recommender systems deployed in real-world applications can have inherent exposure bias, which leads to the biased logged data plaguing the researchers. A fundamental way to address this thorny problem is to collect users' interactions on…

Information Retrieval · Computer Science 2022-08-24 Chongming Gao , Shijun Li , Yuan Zhang , Jiawei Chen , Biao Li , Wenqiang Lei , Peng Jiang , Xiangnan He

Short-form UGC video platforms, like Kwai and TikTok, have been an emerging and irreplaceable mainstream media form, thriving on user-friendly engagement, and kaleidoscope creation, etc. However, the advancing content-generation modes,…

Image and Video Processing · Electrical Eng. & Systems 2024-02-21 Yiting Lu , Xin Li , Yajing Pei , Kun Yuan , Qizhi Xie , Yunpeng Qu , Ming Sun , Chao Zhou , Zhibo Chen

Currently, short video platforms have become the primary place for individuals to share experiences and obtain information. To better meet users' needs for acquiring information while browsing short videos, some apps have introduced a…

Information Retrieval · Computer Science 2025-07-22 Ninglu Shao , Jinshan Wang , Chenxu Wang , Qingbiao Li , Xiaoxue Zang , Han Li

Short video applications have attracted billions of users in recent years, fulfilling their various needs with diverse content. Users usually watch short videos on many topics on mobile devices in a short period of time, and give explicit…

Information Retrieval · Computer Science 2022-11-09 Xudong Gong , Qinlin Feng , Yuan Zhang , Jiangling Qin , Weijie Ding , Biao Li , Peng Jiang , Kun Gai

Understanding web instructional videos is an essential branch of video understanding in two aspects. First, most existing video methods focus on short-term actions for a-few-second-long video clips; these methods are not directly applicable…

Computer Vision and Pattern Recognition · Computer Science 2018-12-07 Shaojie Wang , Wentian Zhao , Ziyi Kou , Chenliang Xu

In recent years, social media users have spent significant amounts of time on short-form video platforms. As a result, established platforms in other domains, such as e-commerce, have begun introducing short-form video content to engage…

Machine Learning · Computer Science 2025-09-05 Andrii Dzhoha , Katya Mirylenka , Egor Malykh , Marco-Andrea Buchmann , Francesca Catino

With the rapid development of mobile Internet and big data, a huge amount of data is generated in the network, but the data that users are really interested in a very small portion. To extract the information that users are interested in…

Information Retrieval · Computer Science 2022-05-09 Bo Liu

Multimodal Entity Linking (MEL) which aims at linking mentions with multimodal contexts to the referent entities from a knowledge base (e.g., Wikipedia), is an essential task for many multimodal applications. Although much attention has…

Computation and Language · Computer Science 2022-04-14 Xuwu Wang , Junfeng Tian , Min Gui , Zhixu Li , Rui Wang , Ming Yan , Lihan Chen , Yanghua Xiao

Wikidata has grown to a knowledge graph with an impressive size. To date, it contains more than 17 billion triples collecting information about people, places, films, stars, publications, proteins, and many more. On the other side, most of…

Computation and Language · Computer Science 2024-01-17 Kunpeng Guo , Dennis Diefenbach , Antoine Gourru , Christophe Gravier

The World Wide Web and social media platforms have become popular sources for news and information. Typically, multimodal information, e.g., image and text is used to convey information more effectively and to attract attention. While in…

Information Retrieval · Computer Science 2021-04-29 Matthias Springstein , Eric Müller-Budack , Ralph Ewerth

Real-world user-generated short videos, especially those distributed on platforms such as WeChat Channel and TikTok, dominate the mobile internet. However, current large multimodal models lack essential temporally-structured, detailed, and…

Computer Vision and Pattern Recognition · Computer Science 2025-07-29 Yuying Ge , Yixiao Ge , Chen Li , Teng Wang , Junfu Pu , Yizhuo Li , Lu Qiu , Jin Ma , Lisheng Duan , Xinyu Zuo , Jinwen Luo , Weibo Gu , Zexuan Li , Xiaojing Zhang , Yangyu Tao , Han Hu , Di Wang , Ying Shan

Knowing how to construct text-based Search Queries (SQs) for use in Search Engines (SEs) such as Google or Wikipedia has become a fundamental skill. Though much data are available through such SEs, most structured datasets live outside…

Human-Computer Interaction · Computer Science 2022-08-03 Leonardo Christino , Martha D. Ferreira , Fernando V. Paulovich

A taxonomy is a hierarchical graph containing knowledge to provide valuable insights for various web applications. However, the manual construction of taxonomies requires significant human effort. As web content continues to expand at an…

Social and Information Networks · Computer Science 2025-11-18 Sahil Mishra , Avi Patni , Niladri Chatterjee , Tanmoy Chakraborty

The semantic linked data model is at the core of the Web due to its ability to model real world entities, connect them via relationships and provide context, which could help to transform data into information and information into…

Human-Computer Interaction · Computer Science 2021-03-12 Anelia Kurteva , Hélène De Ribaupierre

Aspect-based summarization is the task of generating focused summaries based on specific points of interest. Such summaries aid efficient analysis of text, such as quickly understanding reviews or opinions from different angles. However,…

Computation and Language · Computer Science 2020-11-17 Hiroaki Hayashi , Prashant Budania , Peng Wang , Chris Ackerson , Raj Neervannan , Graham Neubig

This paper introduces ChinaOpen, a dataset sourced from Bilibili, a popular Chinese video-sharing website, for open-world multimodal learning. While the state-of-the-art multimodal learning networks have shown impressive performance in…

Multimedia · Computer Science 2023-08-08 Aozhu Chen , Ziyuan Wang , Chengbo Dong , Kaibin Tian , Ruixiang Zhao , Xun Liang , Zhanhui Kang , Xirong Li

Understanding human language often necessitates understanding entities and their place in a taxonomy of knowledge -- their types. Previous methods to learn entity types rely on training classifiers on datasets with coarse, noisy, and…

Computation and Language · Computer Science 2022-05-02 Shuyang Li , Mukund Sridhar , Chandana Satya Prakash , Jin Cao , Wael Hamza , Julian McAuley
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