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Short-form video platforms such as YouTube Shorts increasingly shape how information is consumed, yet the effects of engagement-driven algorithms on content exposure remain poorly understood. This study investigates how different viewing…

Social and Information Networks · Computer Science 2025-07-08 Selimhan Dagtas , Mert Can Cakmak , Nitin Agarwal

The launch of Grokipedia, an AI-generated encyclopedia developed by Elon Musk's xAI, was presented as a response to perceived ideological and structural biases in Wikipedia, aiming to produce "truthful" entries using the Grok large language…

Computers and Society · Computer Science 2026-05-19 Taha Yasseri , Saeedeh Mohammadi

Short-form video platforms like TikTok present unique challenges for misinformation detection due to their multimodal, dynamic, and noisy content. We present ShortCheck, a modular, inference-only pipeline with a user-friendly interface that…

Computation and Language · Computer Science 2025-09-26 Henrik Vatndal , Vinay Setty

Modeling user interfaces (UIs) from visual information allows systems to make inferences about the functionality and semantics needed to support use cases in accessibility, app automation, and testing. Current datasets for training machine…

Human-Computer Interaction · Computer Science 2023-02-01 Jason Wu , Siyan Wang , Siman Shen , Yi-Hao Peng , Jeffrey Nichols , Jeffrey P. Bigham

In this paper we present a novel interactive multimodal learning system, which facilitates search and exploration in large networks of social multimedia users. It allows the analyst to identify and select users of interest, and to find…

Information Retrieval · Computer Science 2019-05-08 Iva Gornishka , Stevan Rudinac , Marcel Worring

As free online encyclopedias with massive volumes of content, Wikipedia and Wikidata are key to many Natural Language Processing (NLP) tasks, such as information retrieval, knowledge base building, machine translation, text classification,…

Knowledge bases store information about the semantic types of entities, which can be utilized in a range of information access tasks. This information, however, is often incomplete, due to new entities emerging on a daily basis. We address…

Information Retrieval · Computer Science 2019-07-09 Jon Arne Bø Hovda , Darío Garigliotti , Krisztian Balog

Video Question Answering methods focus on commonsense reasoning and visual cognition of objects or persons and their interactions over time. Current VideoQA approaches ignore the textual information present in the video. Instead, we argue…

Computer Vision and Pattern Recognition · Computer Science 2023-12-08 Soumya Jahagirdar , Minesh Mathew , Dimosthenis Karatzas , C. V. Jawahar

Wikidata is currently the largest open knowledge graph on the web, encompassing over 120 million entities. It integrates data from various domain-specific databases and imports a substantial amount of content from Wikipedia, while also…

Computation and Language · Computer Science 2026-01-06 Shixiong Zhao , Hideaki Takeda

We propose a novel video understanding task by fusing knowledge-based and video question answering. First, we introduce KnowIT VQA, a video dataset with 24,282 human-generated question-answer pairs about a popular sitcom. The dataset…

Computer Vision and Pattern Recognition · Computer Science 2019-12-25 Noa Garcia , Mayu Otani , Chenhui Chu , Yuta Nakashima

Computer-using agents (CUAs) must plan task workflows across diverse and evolving applications, yet progress is limited by the lack of large-scale, high-quality training data. Existing datasets are narrow, static, and costly to annotate,…

Artificial Intelligence · Computer Science 2026-03-17 Chan Hee Song , Yiwen Song , Palash Goyal , Yu Su , Oriana Riva , Hamid Palangi , Tomas Pfister

Chinese, as a linguistic system rich in depth and complexity, is characterized by distinctive elements such as ancient poetry, proverbs, idioms, and other cultural constructs. However, current Large Language Models (LLMs) face limitations…

Computation and Language · Computer Science 2025-06-03 Jizhan Fang , Tianhe Lu , Yunzhi Yao , Ziyan Jiang , Xin Xu , Huajun Chen , Ningyu Zhang

Designers often engage with video to gain rich, temporal insights about the context of users, collaboratively analyzing it to gather ideas, challenge assumptions, and foster empathy. To capture the full visual context of users and their…

Human-Computer Interaction · Computer Science 2024-11-18 Wo Meijer , Jacky Bourgeois , Tilman Dingler , Gerd Kortuem

Topic modeling algorithms traditionally model topics as list of weighted terms. These topic models can be used effectively to classify texts or to support text mining tasks such as text summarization or fact extraction. The general…

Information Retrieval · Computer Science 2021-04-20 Jamal Al Qundus , Silvio Peikert , Adrian Paschke

Multimedia educational resources play an important role in education, particularly for distance learning environments. With the rapid growth of the multimedia web, large numbers of education articles video resources are increasingly being…

Information Retrieval · Computer Science 2014-03-04 C. Nithya , K. Saravanan

Event-specific concepts are the semantic concepts designed for the events of interest, which can be used as a mid-level representation of complex events in videos. Existing methods only focus on defining event-specific concepts for a small…

Computer Vision and Pattern Recognition · Computer Science 2015-08-18 Guangnan Ye , Yitong Li , Hongliang Xu , Dong Liu , Shih-Fu Chang

With so many articles of varying qualities being produced every moment, it is a very urgent task to screen outstanding articles and commit them to social media. To our best knowledge, there is a lack of datasets and mature research works in…

Computation and Language · Computer Science 2022-08-25 Chunhui Ai , Derui Wang , Xu Yan , Yang Xu , Wenrui Xie , Ziqiang Cao

Advertisement videos (ads) play an integral part in the domain of Internet e-commerce as they amplify the reach of particular products to a broad audience or can serve as a medium to raise awareness about specific issues through concise…

Computer Vision and Pattern Recognition · Computer Science 2023-08-29 Digbalay Bose , Rajat Hebbar , Tiantian Feng , Krishna Somandepalli , Anfeng Xu , Shrikanth Narayanan

In this article, we create a system called AI-EVL. This is an annotated-based learning system. We extend AI to learning experience. If a user from the main YouTube page browses YouTube videos and a user from the AI-EVL system does the same,…

Information Retrieval · Computer Science 2022-03-22 Faeze Gholamrezaie , Melika Bahman-Abadi , M. B. Ghaznavi-Ghoushchi

Live streaming platforms have become a dominant form of online content consumption, offering dynamically evolving content, real-time interactions, and highly engaging user experiences. These unique characteristics introduce new challenges…

Information Retrieval · Computer Science 2026-04-27 Changle Qu , Sunhao Dai , Ke Guo , Xiao Zhang , Liqin Zhao , Shijun Wang , Yannan Niu , Lantao Hu , Han Li , Jun Xu