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Generating long-form audio-visual stories from a short user prompt remains challenging due to an intent-execution gap, where high-level narrative intent must be preserved across coherent, shot-level multimodal generation over long horizons.…

Computer Vision and Pattern Recognition · Computer Science 2026-02-04 Wenzhang Sun , Zhenyu Wang , Zhangchi Hu , Chunfeng Wang , Hao Li , Wei Chen

Characterizing creativity in visualization design can lead to the design of more expressive representations and visualization authoring tools that prioritize human creativity. In this paper, we examine how creativity manifests itself in…

Human-Computer Interaction · Computer Science 2026-04-14 Tianwei Ma , Zinat Ara , Safwat Ali Khan , Fanny Chevalier , Niklas Elmqvist , Naimul Hoque

We investigate the integration of human-like working memory constraints into the Transformer architecture and implement several cognitively inspired attention variants, including fixed-width windows based and temporal decay based attention…

Computation and Language · Computer Science 2026-04-24 Pranava Madhyastha , Dagmar Adamcova

Large language models have introduced exciting new opportunities and challenges in designing and developing new AI-assisted writing support tools. Recent work has shown that leveraging this new technology can transform writing in many…

Computation and Language · Computer Science 2023-04-06 Zejiang Shen , Tal August , Pao Siangliulue , Kyle Lo , Jonathan Bragg , Jeff Hammerbacher , Doug Downey , Joseph Chee Chang , David Sontag

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

Voice, the discursive construction of the writer's identity, has been extensively studied and theorized in composition studies. In multimodal writing, students are able to mobilize both linguistic and non linguistic resources to express…

Computers and Society · Computer Science 2024-03-29 Xiao Tan , Wei Xu , Chaoran Wang

We present an unsupervised slide-quality assessment pipeline that combines seven expert-inspired visual-design metrics (whitespace, colorfulness, edge density, brightness contrast, text density, color harmony, layout balance) with CLIP-ViT…

Computer Vision and Pattern Recognition · Computer Science 2025-08-28 Tai Inui , Steven Oh , Magdeline Kuan

Recent graphical interfaces offer direct manipulation mechanisms for authoring visualizations, but are largely restricted to static output. To author interactive visualizations, users must instead turn to textual specification; but, such…

Human-Computer Interaction · Computer Science 2020-09-07 Jonathan Zong , Dhiraj Barnwal , Rupayan Neogy , Arvind Satyanarayan

Besides the ability to utilize visualizations, the process of creating and authoring them is of equal importance. However, for visualization environments beyond the desktop, like multi-display or immersive analytics environments, this…

Human-Computer Interaction · Computer Science 2021-10-28 Marc Satkowski , Weizhou Luo , Raimund Dachselt

Solving problems through tool use under explicit constraints constitutes a highly challenging yet unavoidable scenario for large language models (LLMs), requiring capabilities such as function calling, instruction following, and…

Computation and Language · Computer Science 2026-03-17 Junjie Ye , Guoqiang Zhang , Wenjie Fu , Tao Gui , Qi Zhang , Xuanjing Huang

Revision behavior in adaptive writing support systems is an important and relatively new area of research that can improve the design and effectiveness of these tools, and promote students' self-regulated learning (SRL). Understanding how…

Machine Learning · Computer Science 2023-08-09 Luca Mouchel , Thiemo Wambsganss , Paola Mejia-Domenzain , Tanja Käser

A wide range of problems can be modelled as constraint satisfaction problems (CSPs), that is, a set of constraints that must be satisfied simultaneously. Constraints can either be represented extensionally, by explicitly listing allowed…

Artificial Intelligence · Computer Science 2013-07-09 Evgenij Thorstensen

What does it mean to create a new concept, rather than retrieve a familiar one? Repeatedly sampling a generative model at the same prompt produces variations with similar styles and typical content. We propose that creativity is the…

Machine Learning · Computer Science 2026-05-19 Mengye Ren

Contextual online decision-making problems with constraints appear in a wide range of real-world applications, such as adaptive experimental design under safety constraints, personalized recommendation with resource limits, and dynamic…

Machine Learning · Statistics 2025-05-23 Haichen Hu , David Simchi-Levi , Navid Azizan

Writing is a complex non-linear process that begins with a mental model of intent, and progresses through an outline of ideas, to words on paper (and their subsequent refinement). Despite past research in understanding writing, Web-scale…

Human-Computer Interaction · Computer Science 2020-08-20 Bahareh Sarrafzadeh , Sujay Kumar Jauhar , Michael Gamon , Edward Lank , Ryen White

The role of conversational assistants has become more prevalent in helping people increase their productivity. Document-centered assistance, for example to help an individual quickly review a document, has seen less significant progress,…

Computation and Language · Computer Science 2020-02-04 Maartje ter Hoeve , Robert Sim , Elnaz Nouri , Adam Fourney , Maarten de Rijke , Ryen W. White

Written Multi-Party Conversations (WMPCs) are widely studied across disciplines, with social media as a primary data source due to their accessibility. However, these datasets raise privacy concerns and often reflect platform-specific…

Computation and Language · Computer Science 2026-03-30 Nicolò Penzo , Marco Guerini , Bruno Lepri , Goran Glavaš , Sara Tonelli

We present a large, multilingual study into how vision constrains linguistic choice, covering four languages and five linguistic properties, such as verb transitivity or use of numerals. We propose a novel method that leverages existing…

Computation and Language · Computer Science 2023-02-10 Uri Berger , Lea Frermann , Gabriel Stanovsky , Omri Abend

It is crucial for large language models (LLMs) to follow instructions that involve multiple constraints. However, it is an unexplored area to enhance LLMs' ability to follow soft constraints. To bridge the gap, we initially design a…

Computation and Language · Computer Science 2025-06-03 Qingyu Ren , Jie Zeng , Qianyu He , Jiaqing Liang , Yanghua Xiao , Weikang Zhou , Zeye Sun , Fei Yu

The impact of large language models (LLMs) on critical thinking has provoked growing attention, yet this impact on actual performance may not be uniformly negative or positive. Particularly, the role of time -- the temporal context under…

Human-Computer Interaction · Computer Science 2026-03-11 Jiayin Zhi , Harsh Kumar , Mina Lee
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