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Creating presentation materials requires complex multimodal reasoning skills to summarize key concepts and arrange them in a logical and visually pleasing manner. Can machines learn to emulate this laborious process? We present a novel task…

Computer Vision and Pattern Recognition · Computer Science 2022-03-22 Tsu-Jui Fu , William Yang Wang , Daniel McDuff , Yale Song

Research papers are well structured documents. They have text, figures, equations, tables etc., to covey their ideas and findings. They are divided into sections like Introduction, Model, Experiments etc., which deal with different aspects…

Computation and Language · Computer Science 2024-11-28 Keshav Kumar , Ravindranath Chowdary

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

Generating presentation slides is a time-consuming task that urgently requires automation. Due to their limited flexibility and lack of automated refinement mechanisms, existing autonomous LLM-based agents face constraints in real-world…

Computation and Language · Computer Science 2025-02-24 Yunqing Xu , Xinbei Ma , Jiyang Qiu , Hai Zhao

In this paper, we propose an architecture to solve a novel problem statement that has stemmed more so in recent times with an increase in demand for virtual content delivery due to the COVID-19 pandemic. All educational institutions,…

Machine Learning · Computer Science 2021-06-29 Muvazima Mansoor , Srikanth Chandar , Ramamoorthy Srinath

Presentations are critical for communication in all areas of our lives, yet the creation of slide decks is often tedious and time-consuming. There has been limited research aiming to automate the document-to-slides generation process and…

Computation and Language · Computer Science 2021-05-11 Edward Sun , Yufang Hou , Dakuo Wang , Yunfeng Zhang , Nancy X. R. Wang

Generating presentation slides from a long document with multimodal elements such as text and images is an important task. This is time consuming and needs domain expertise if done manually. Existing approaches for generating a rich…

Computation and Language · Computer Science 2024-06-12 Sambaran Bandyopadhyay , Himanshu Maheshwari , Anandhavelu Natarajan , Apoorv Saxena

Automatically generating presentations from documents is a challenging task that requires accommodating content quality, visual appeal, and structural coherence. Existing methods primarily focus on improving and evaluating the content…

Artificial Intelligence · Computer Science 2025-02-24 Hao Zheng , Xinyan Guan , Hao Kong , Jia Zheng , Weixiang Zhou , Hongyu Lin , Yaojie Lu , Ben He , Xianpei Han , Le Sun

Automatic presentation slide generation can greatly streamline content creation. However, since preferences of each user may vary, existing under-specified formulations often lead to suboptimal results that fail to align with individual…

Computation and Language · Computer Science 2025-12-24 Wenzheng Zeng , Mingyu Ouyang , Langyuan Cui , Hwee Tou Ng

The rapid progress of large language models (LLMs) has opened new opportunities for education. While learners can interact with academic papers through LLM-powered dialogue, limitations still exist: the lack of structured organization and…

Human-Computer Interaction · Computer Science 2026-04-02 Yuheng Yang , Wenjia Jiang , Yang Wang , Yi Song , Yiwei Wang , Chi Zhang

Turning static slides into engaging video lectures takes considerable time and effort, requiring presenters to record explanations and visually guide their audience through the material. We introduce an end-to-end system designed to…

Computer Vision and Pattern Recognition · Computer Science 2025-05-07 Alexander Holmberg

Presentations are a primary medium for scholarly communication, yet most AI slide generators optimize the artifact (a visually plausible deck) while under-optimizing the delivery process (pacing, narrative, and presentation preparation). We…

Artificial Intelligence · Computer Science 2026-05-18 Ming Yang , Zhiwei Zhang , Jiahang Li , Haoseng Liu , Yuzheng Cai , Weiguo Zheng

Presentation slides have become a common addition to the teaching material. Emphasizing strong leading words in presentation slides can allow the audience to direct the eye to certain focal points instead of reading the entire slide,…

Computation and Language · Computer Science 2021-01-12 Amirreza Shirani , Giai Tran , Hieu Trinh , Franck Dernoncourt , Nedim Lipka , Paul Asente , Jose Echevarria , Thamar Solorio

Editing presentation slides is a frequent yet tedious task, ranging from creative layout design to repetitive text maintenance. While recent GUI-based agents powered by Multimodal LLMs (MLLMs) excel at tasks requiring visual perception,…

Computation and Language · Computer Science 2026-05-12 Kyudan Jung , Hojun Cho , Jooyeol Yun , Soyoung Yang , Jaehyeok Jang , Jaegul Choo

Automated generation of high-quality media presentations is challenging, requiring robust content extraction, narrative planning, visual design, and overall quality optimization. Existing methods often produce presentations with logical…

Computation and Language · Computer Science 2025-07-18 Wang Xi , Quan Shi , Tian Yu , Yujie Peng , Jiayi Sun , Mengxing Ren , Zenghui Ding , Ningguang Yao

Creating presentation slides is a critical but time-consuming task for data scientists. While researchers have proposed many AI techniques to lift data scientists' burden on data preparation and model selection, few have targeted the…

Human-Computer Interaction · Computer Science 2023-01-27 Chengbo Zheng , Dakuo Wang , April Yi Wang , Xiaojuan Ma

In recent years, the rise of Large Language Models (LLMs) has spurred a growing demand for plug-and-play AI systems. Among the various AI techniques, prompt engineering stands out as particularly significant. However, users often face…

Academic presentation videos have become an essential medium for research communication, yet producing them remains highly labor-intensive, often requiring hours of slide design, recording, and editing for a short 2 to 10 minutes video.…

Computer Vision and Pattern Recognition · Computer Science 2025-10-10 Zeyu Zhu , Kevin Qinghong Lin , Mike Zheng Shou

Summaries of meetings are very important as they convey the essential content of discussions in a concise form. Generally, it is time consuming to read and understand the whole documents. Therefore, summaries play an important role as the…

Computation and Language · Computer Science 2016-09-23 Siddhartha Banerjee , Prasenjit Mitra , Kazunari Sugiyama

Imagine sitting in a presentation, trying to follow the speaker while simultaneously scanning the slides for relevant information. While the entire slide is visible, identifying the relevant regions can be challenging. As you focus on one…

Computer Vision and Pattern Recognition · Computer Science 2026-01-16 Megha Mariam K M , C. V. Jawahar
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