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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

Musical expressivity and coherence are indispensable in music composition and performance, while often neglected in modern AI generative models. In this work, we introduce a listening-based data-processing technique that captures the…

Sound · Computer Science 2025-03-18 Jingwei Liu

We present a method for producing documentary-style content using real-time scientific visualization. We produce molecumentaries, i.e., molecular documentaries featuring structural models from molecular biology. We employ scalable methods…

Human-Computer Interaction · Computer Science 2024-04-25 David Kouřil , Ondřej Strnad , Peter Mindek , Sarkis Halladjian , Tobias Isenberg , M. Eduard Gröller , Ivan Viola

While recent generative models can produce engaging music, their utility is limited. The variation in the music is often left to chance, resulting in compositions that lack structure. Pieces extending beyond a minute can become incoherent…

Sound · Computer Science 2023-11-01 Lilac Atassi

Generating educational questions of fairytales or storybooks is vital for improving children's literacy ability. However, it is challenging to generate questions that capture the interesting aspects of a fairytale story with educational…

Computation and Language · Computer Science 2024-10-07 Zhenjie Zhao , Yufang Hou , Dakuo Wang , Mo Yu , Chengzhong Liu , Xiaojuan Ma

There have been a number of techniques that have demonstrated the generation of multimedia data for one modality at a time using GANs, such as the ability to generate images, videos, and audio. However, so far, the task of multi-modal…

Computer Vision and Pattern Recognition · Computer Science 2021-04-07 Vinod K Kurmi , Vipul Bajaj , Badri N Patro , K S Venkatesh , Vinay P Namboodiri , Preethi Jyothi

When automatically generating programming exercise tasks one often also needs to automatically generate programs. At the very least when providing sample solutions is part of automated feedback. But programs can also be used as part of the…

Software Engineering · Computer Science 2025-08-06 Oliver Westphal

Video summarization is a crucial research area that aims to efficiently browse and retrieve relevant information from the vast amount of video content available today. With the exponential growth of multimedia data, the ability to extract…

Computer Vision and Pattern Recognition · Computer Science 2024-04-09 Hai-Dang Huynh-Lam , Ngoc-Phuong Ho-Thi , Minh-Triet Tran , Trung-Nghia Le

Legal professionals often struggle with lengthy judgments and require efficient summarization for quick comprehension. To address this challenge, we investigate the need for structured planning in legal case summarization, particularly…

Computation and Language · Computer Science 2025-01-27 T. Y. S. S. Santosh , Youssef Farag , Matthias Grabmair

Despite its importance, the task of summarizing evolving events has received small attention by researchers in the field of multi-document summariztion. In a previous paper (Afantenos et al. 2007) we have presented a methodology for the…

Computation and Language · Computer Science 2007-10-30 Stergos D. Afantenos

Automatic text summarisation has drawn considerable interest in the area of software engineering. It is challenging to summarise the activities related to a software project, (1) because of the volume and heterogeneity of involved software…

Software Engineering · Computer Science 2020-04-30 Mahfouth Alghamdi , Christoph Treude , Markus Wagner

We present a method for generating comparative summaries that highlights similarities and contradictions in input documents. The key challenge in creating such summaries is the lack of large parallel training data required for training…

Computation and Language · Computer Science 2021-04-09 Darsh J Shah , Lili Yu , Tao Lei , Regina Barzilay

Video summarization is a task of shortening a video by choosing a subset of frames while preserving its essential moments. Despite the innate subjectivity of the task, previous works have deterministically regressed to an averaged frame…

Machine Learning · Computer Science 2025-10-10 Kwanseok Kim , Jaehoon Hahm , Sumin Kim , Jinhwan Sul , Byunghak Kim , Joonseok Lee

Question-driven summarization has been recently studied as an effective approach to summarizing the source document to produce concise but informative answers for non-factoid questions. In this work, we propose a novel question-driven…

Computation and Language · Computer Science 2020-10-09 Yang Deng , Wenxuan Zhang , Wai Lam

This study explores the application of evolutionary generative algorithms in music production to preserve and enhance human creativity. By integrating human feedback into Differential Evolution algorithms, we produced six songs that were…

Neural and Evolutionary Computing · Computer Science 2024-06-11 Justin Kilb , Caroline Ellis

This paper presents a methodology for summarization from multiple documents which are about a specific topic. It is based on the specification and identification of the cross-document relations that occur among textual elements within those…

Computation and Language · Computer Science 2016-08-31 Stergos D. Afantenos , Irene Doura , Eleni Kapellou , Vangelis Karkaletsis

To ensure readability, text is often written and presented with due formatting. These text formatting devices help the writer to effectively convey the narrative. At the same time, these help the readers pick up the structure of the…

Computation and Language · Computer Science 2018-11-15 Mrinmaya Sachan , Kumar Avinava Dubey , Eduard H. Hovy , Tom M. Mitchell , Dan Roth , Eric P. Xing

While popular televised events such as presidential debates or TV shows are airing, people provide commentary on them in real-time. In this paper, we propose a simple yet effective approach to combine social media commentary and videos to…

Computation and Language · Computer Science 2022-03-18 Anietie Andy , Siyi Liu , Daphne Ippolito , Reno Kriz , Chris Callison-Burch , Derry Wijaya

Researchers and scientists increasingly find themselves in the position of having to quickly understand large amounts of technical material. Our goal is to effectively serve this need by using bibliometric text mining and summarization…

Information Retrieval · Computer Science 2014-02-05 Vahed Qazvinian , Dragomir R. Radev , Saif M. Mohammad , Bonnie Dorr , David Zajic , Michael Whidby , Taesun Moon

This study aims to investigate the comprehensive characterization of information content in multimedia (videos), particularly on YouTube. The research presents a multi-method framework for characterizing multimedia content by clustering…

Multimedia · Computer Science 2024-03-01 Niloofar Yousefi , Mainuddin Shaik , Nitin Agarwal