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The consumption of podcast media has been increasing rapidly. Due to the lengthy nature of podcast episodes, users often carefully select which ones to listen to. Although episode descriptions aid users by providing a summary of the entire…

信息检索 · 计算机科学 2023-07-26 Andrew Aquilina , Sean Diacono , Panagiotis Papapetrou , Maria Movin

As the volume of long-form spoken-word content such as podcasts explodes, many platforms desire to present short, meaningful, and logically coherent segments extracted from the full content. Such segments can be consumed by users to sample…

计算与语言 · 计算机科学 2021-12-13 Elise Jing , Kristiana Schneck , Dennis Egan , Scott A. Waterman

Podcasts are a relatively new form of audio media. Episodes appear on a regular cadence, and come in many different formats and levels of formality. They can be formal news journalism or conversational chat; fiction or non-fiction. They are…

计算与语言 · 计算机科学 2020-12-08 Ann Clifton , Aasish Pappu , Sravana Reddy , Yongze Yu , Jussi Karlgren , Ben Carterette , Rosie Jones

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…

计算与语言 · 计算机科学 2020-09-23 Aneesh Vartakavi , Amanmeet Garg

Podcasts provide highly diverse content to a massive listener base through a unique on-demand modality. However, limited data has prevented large-scale computational analysis of the podcast ecosystem. To fill this gap, we introduce a…

计算与语言 · 计算机科学 2025-12-22 Benjamin Litterer , David Jurgens , Dallas Card

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…

With the exponential growth of video content, the need for automated video highlight detection to extract key moments or highlights from lengthy videos has become increasingly pressing. This technology has the potential to enhance user…

计算机视觉与模式识别 · 计算机科学 2025-05-16 Zahidul Islam , Sujoy Paul , Mrigank Rochan

Podcasts have emerged as a massively consumed online content, notably due to wider accessibility of production means and scaled distribution through large streaming platforms. Categorization systems and information access technologies…

信息检索 · 计算机科学 2022-01-13 Francisco B. Valero , Marion Baranes , Elena V. Epure

Podcast summary, an important factor affecting end-users' listening decisions, has often been considered a critical feature in podcast recommendation systems, as well as many downstream applications. Existing abstractive summarization…

计算与语言 · 计算机科学 2020-08-27 Chujie Zheng , Harry Jiannan Wang , Kunpeng Zhang , Ling Fan

Podcasts are a popular medium on the web, featuring diverse and multilingual content that often includes unverified claims. Fact-checking podcasts is a challenging task, requiring transcription, annotation, and claim verification, all while…

计算与语言 · 计算机科学 2025-02-04 Vinay Setty , Adam James Becker

We introduce PodcastMix, a dataset formalizing the task of separating background music and foreground speech in podcasts. We aim at defining a benchmark suitable for training and evaluating (deep learning) source separation models. To that…

声音 · 计算机科学 2022-07-18 Nicolás Schmidt , Jordi Pons , Marius Miron

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…

计算与语言 · 计算机科学 2021-06-15 Sravana Reddy , Yongze Yu , Aasish Pappu , Aswin Sivaraman , Rezvaneh Rezapour , Rosie Jones

Automatic summary assessment is useful for both machine-generated and human-produced summaries. Automatically evaluating the summary text given the document enables, for example, summary generation system development and detection of…

计算与语言 · 计算机科学 2022-08-30 Potsawee Manakul , Mark J. F. Gales

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…

Spotify's streaming charts offer a real-time lens into music popularity, driving discovery, playlists, and even revenue potential. Understanding what influences a song's rise in ranks on these charts-especially early on-can guide marketing…

声音 · 计算机科学 2025-08-19 Ian Jacob Cabansag , Paul Ntegeka

Podcast summarization is different from summarization of other data formats, such as news, patents, and scientific papers in that podcasts are often longer, conversational, colloquial, and full of sponsorship and advertising information,…

计算与语言 · 计算机科学 2020-11-18 Chujie Zheng , Kunpeng Zhang , Harry Jiannan Wang , Ling Fan

For a multilingual podcast streaming service, it is critical to be able to deliver relevant content to all users independent of language. Podcast content relevance is conventionally determined using various metadata sources. However, with…

Recommender systems are increasingly used to predict and serve content that aligns with user taste, yet the task of matching new users with relevant content remains a challenge. We consider podcasting to be an emerging medium with rapid…

Podcasts have recently shown a rapid rise in popularity. Summarization of podcast transcripts is of practical benefit to both content providers and consumers. It helps consumers to quickly decide whether they will listen to the podcasts and…

计算与语言 · 计算机科学 2022-03-23 Kaiqiang Song , Chen Li , Xiaoyang Wang , Dong Yu , Fei Liu

Advances in deep learning have resulted in state-of-the-art performance for many audio classification tasks but, unlike humans, these systems traditionally require large amounts of data to make accurate predictions. Not every person or…

音频与语音处理 · 电气工程与系统科学 2020-12-04 Piper Wolters , Chris Careaga , Brian Hutchinson , Lauren Phillips
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