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Listeners of long-form talk-audio content, such as podcast episodes, often find it challenging to understand the overall structure and locate relevant sections. A practical solution is to divide episodes into chapters--semantically coherent…

In this paper, we propose an AI based approach to Trailer Generation in the form of short videos for online educational courses. Trailers give an overview of the course to the learners and help them make an informed choice about the courses…

Computation and Language · Computer Science 2023-01-11 Prakhar Mishra , Chaitali Diwan , Srinath Srinivasa , G. Srinivasaraghavan

The diverse nature, scale, and specificity of podcasts present a unique challenge to content discovery systems. Listeners often rely on text descriptions of episodes provided by the podcast creators to discover new content. Some factors…

Computation and Language · Computer Science 2020-09-23 Aneesh Vartakavi , Amanmeet Garg

Teasers are an effective tool for promoting content in entertainment, commercial and educational fields. However, creating an effective teaser for long videos is challenging for it requires long-range multimodal modeling on the input…

Computer Vision and Pattern Recognition · Computer Science 2024-11-12 Weihan Xu , Paul Pu Liang , Haven Kim , Julian McAuley , Taylor Berg-Kirkpatrick , Hao-Wen Dong

Recently, an increasing number of multimodal (text and audio) benchmarks have emerged, primarily focusing on evaluating models' understanding capability. However, exploration into assessing generative capabilities remains limited,…

Existing Existing automatic audio generation methods struggle to generate podcast-like audio programs effectively. The key challenges lie in in-depth content generation, appropriate and expressive voice production. This paper proposed…

Sound · Computer Science 2025-03-04 Yujia Xiao , Lei He , Haohan Guo , Fenglong Xie , Tan Lee

To make an engaging video, people sequence interesting moments and add visuals such as B-rolls or text. While video editing requires time and effort, AI has recently shown strong potential to make editing easier through suggestions and…

Human-Computer Interaction · Computer Science 2025-02-17 Mina Huh , Dingzeyu Li , Kim Pimmel , Hijung Valentina Shin , Amy Pavel , Mira Dontcheva

Generative AI (GenAI) tools enhance social media video creation by streamlining tasks such as scriptwriting, visual and audio generation, and editing. These tools enable the creation of new content, including text, images, audio, and video,…

Human-Computer Interaction · Computer Science 2025-03-06 Torin Anderson , Shuo Niu

Recent advances in text-to-speech synthesis have achieved notable success in generating high-quality short utterances for individual speakers. However, these systems still face challenges when extending their capabilities to long,…

Audio and Speech Processing · Electrical Eng. & Systems 2025-03-20 Zeqian Ju , Dongchao Yang , Jianwei Yu , Kai Shen , Yichong Leng , Zhengtao Wang , Xu Tan , Xinyu Zhou , Tao Qin , Xiangyang Li

News podcasts are a popular medium to stay informed and dive deep into news topics. Today, most podcasts are handcrafted by professionals. In this work, we advance the state-of-the-art in automatically generated podcasts, making use of…

Human-Computer Interaction · Computer Science 2022-02-16 Philippe Laban , Elicia Ye , Srujay Korlakunta , John Canny , Marti A. Hearst

In this work, we define the task of teaser generation and provide an evaluation benchmark and baseline systems for the process of generating teasers. A teaser is a short reading suggestion for an article that is illustrative and includes…

Computation and Language · Computer Science 2019-04-19 Sanjeev Kumar Karn , Mark Buckley , Ulli Waltinger , Hinrich Schütze

Podcast episodes often contain material extraneous to the main content, such as advertisements, interleaved within the audio and the written descriptions. We present classifiers that leverage both textual and listening patterns in order to…

Computation and Language · Computer Science 2021-06-15 Sravana Reddy , Yongze Yu , Aasish Pappu , Aswin Sivaraman , Rezvaneh Rezapour , Rosie Jones

Podcast recommendation is a growing area of research that presents new challenges and opportunities. Individuals interact with podcasts in a way that is distinct from most other media; and primary to our concerns is distinct from music…

Machine Learning · Computer Science 2020-09-09 Greg Benton , Ghazal Fazelnia , Alice Wang , Ben Carterette

Generative AI is revolutionizing content creation and has the potential to enable real-time, personalized educational experiences. We investigated the effectiveness of converting textbook chapters into AI-generated podcasts and explored the…

Human-Computer Interaction · Computer Science 2024-10-30 Tiffany D. Do , Usama Bin Shafqat , Elsie Ling , Nikhil Sarda

Movie trailers perform multiple functions: they introduce viewers to the story, convey the mood and artistic style of the film, and encourage audiences to see the movie. These diverse functions make trailer creation a challenging endeavor.…

Computer Vision and Pattern Recognition · Computer Science 2024-12-31 Pinelopi Papalampidi , Frank Keller , Mirella Lapata

Rapidly growing online podcast archives contain diverse content on a wide range of topics. These archives form an important resource for entertainment and professional use, but their value can only be realized if users can rapidly and…

Information Retrieval · Computer Science 2021-08-27 Ben Carterette , Rosie Jones , Gareth F. Jones , Maria Eskevich , Sravana Reddy , Ann Clifton , Yongze Yu , Jussi Karlgren , Ian Soboroff

Sound plays a significant role in human memory, yet it is often overlooked by mainstream life-recording methods. Most current UGC (User-Generated Content) creation tools emphasize visual content while lacking user-friendly sound design…

Human-Computer Interaction · Computer Science 2024-10-11 Chongjun Zhong , Jiaxing Yu , Yingping Cao , Songruoyao Wu , Wenqi Wu , Kejun Zhang

This paper analyses AI-generated podcasts produced by Google's NotebookLM, which generates audio podcasts with two chatty AI hosts discussing whichever documents a user uploads. While AI-generated podcasts have been discussed as tools, for…

Computers and Society · Computer Science 2026-05-26 Jill Walker Rettberg

Short-form videos are gaining popularity in education due to their concise and accessible format that enables microlearning. Yet, most of these videos are manually created. Even for those automatically generated using artificial…

Human-Computer Interaction · Computer Science 2025-09-09 Lazaros Stavrinou , Argyris Constantinides , Marios Belk , Vasos Vassiliou , Fotis Liarokapis , Marios Constantinides

The dissemination of scholarly research is critical, yet researchers often lack the time and skills to create engaging content for popular media such as short-form videos. To address this gap, we explore the use of generative AI to help…

Human-Computer Interaction · Computer Science 2026-01-27 Meziah Ruby Cristobal , Hyeonjeong Byeon , Tze-Yu Chen , Ruoxi Shang , Donghoon Shin , Ruican Zhong , Tony Zhou , Gary Hsieh
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