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Analyzing literature involves tracking interactions between characters, locations, and themes. Visualization has the potential to facilitate the mapping and analysis of these complex relationships, but capturing structured information from…

Human-Computer Interaction · Computer Science 2025-08-12 Catherine Yeh , Tara Menon , Robin Singh Arya , Helen He , Moira Weigel , Fernanda Viégas , Martin Wattenberg

Despite the success of existing referenced metrics (e.g., BLEU and MoverScore), they correlate poorly with human judgments for open-ended text generation including story or dialog generation because of the notorious one-to-many issue: there…

Computation and Language · Computer Science 2020-09-17 Jian Guan , Minlie Huang

An ideal detection system for machine generated content is supposed to work well on any generator as many more advanced LLMs come into existence day by day. Existing systems often struggle with accurately identifying AI-generated content…

Storytelling is an open-ended task that entails creative thinking and requires a constant flow of ideas. Natural language generation (NLG) for storytelling is especially challenging because it requires the generated text to follow an…

Computation and Language · Computer Science 2021-09-17 Eden Bensaid , Mauro Martino , Benjamin Hoover , Hendrik Strobelt

Visual data storytelling is gaining importance as a means of presenting data-driven information or analysis results, especially to the general public. This has resulted in design principles being proposed for data-driven storytelling, and…

Human-Computer Interaction · Computer Science 2021-05-17 Jian Zhao , Shenyu Xu , Senthil Chandrasegaran , Chris Bryan , Fan Du , Aditi Mishra , Xin Qian , Yiran Li , Kwan-Liu Ma

Mobile apps are now ubiquitous. Before developing a new app, the development team usually endeavors painstaking efforts to review many existing apps with similar purposes. The review process is crucial in the sense that it reduces market…

Software Engineering · Computer Science 2019-02-18 Sen Chen , Lingling Fan , Chunyang Chen , Ting Su , Wenhe Li , Yang Liu , Lihua Xu

The timeline generation task summarises an entity's biography by selecting stories representing key events from a large pool of relevant documents. This paper addresses the lack of a standard dataset and evaluative methodology for the…

Computation and Language · Computer Science 2016-11-08 Xavier Holt , Will Radford , Ben Hachey

Large language models (LLMs) have recently emerged as a powerful tool for a wide range of language generation tasks. Nevertheless, this progress has been slower in Arabic. In this work, we focus on the task of generating stories from LLMs.…

Computation and Language · Computer Science 2024-07-11 Ahmed Oumar El-Shangiti , Fakhraddin Alwajih , Muhammad Abdul-Mageed

Narrative story generation is a challenging problem because it demands the generated sentences with tight semantic connections, which has not been well studied by most existing generative models. To address this problem, we propose a…

Computation and Language · Computer Science 2018-08-28 Jingjing Xu , Xuancheng Ren , Yi Zhang , Qi Zeng , Xiaoyan Cai , Xu Sun

Conversational systems are now capable of producing impressive and generally relevant responses. However, we have no visibility nor control of the socio-emotional strategies behind state-of-the-art Large Language Models (LLMs), which poses…

Computation and Language · Computer Science 2024-12-09 Lorraine Vanel , Ariel R. Ramos Vela , Alya Yacoubi , Chloé Clavel

Real-time speech interaction, serving as a fundamental interface for human-machine collaboration, holds immense potential. However, current open-source models face limitations such as high costs in voice data collection, weakness in dynamic…

Computation and Language · Computer Science 2025-02-19 Ailin Huang , Boyong Wu , Bruce Wang , Chao Yan , Chen Hu , Chengli Feng , Fei Tian , Feiyu Shen , Jingbei Li , Mingrui Chen , Peng Liu , Ruihang Miao , Wang You , Xi Chen , Xuerui Yang , Yechang Huang , Yuxiang Zhang , Zheng Gong , Zixin Zhang , Hongyu Zhou , Jianjian Sun , Brian Li , Chengting Feng , Changyi Wan , Hanpeng Hu , Jianchang Wu , Jiangjie Zhen , Ranchen Ming , Song Yuan , Xuelin Zhang , Yu Zhou , Bingxin Li , Buyun Ma , Hongyuan Wang , Kang An , Wei Ji , Wen Li , Xuan Wen , Xiangwen Kong , Yuankai Ma , Yuanwei Liang , Yun Mou , Bahtiyar Ahmidi , Bin Wang , Bo Li , Changxin Miao , Chen Xu , Chenrun Wang , Dapeng Shi , Deshan Sun , Dingyuan Hu , Dula Sai , Enle Liu , Guanzhe Huang , Gulin Yan , Heng Wang , Haonan Jia , Haoyang Zhang , Jiahao Gong , Junjing Guo , Jiashuai Liu , Jiahong Liu , Jie Feng , Jie Wu , Jiaoren Wu , Jie Yang , Jinguo Wang , Jingyang Zhang , Junzhe Lin , Kaixiang Li , Lei Xia , Li Zhou , Liang Zhao , Longlong Gu , Mei Chen , Menglin Wu , Ming Li , Mingxiao Li , Mingliang Li , Mingyao Liang , Na Wang , Nie Hao , Qiling Wu , Qinyuan Tan , Ran Sun , Shuai Shuai , Shaoliang Pang , Shiliang Yang , Shuli Gao , Shanshan Yuan , Siqi Liu , Shihong Deng , Shilei Jiang , Sitong Liu , Tiancheng Cao , Tianyu Wang , Wenjin Deng , Wuxun Xie , Weipeng Ming , Wenqing He , Wen Sun , Xin Han , Xin Huang , Xiaomin Deng , Xiaojia Liu , Xin Wu , Xu Zhao , Yanan Wei , Yanbo Yu , Yang Cao , Yangguang Li , Yangzhen Ma , Yanming Xu , Yaoyu Wang , Yaqiang Shi , Yilei Wang , Yizhuang Zhou , Yinmin Zhong , Yang Zhang , Yaoben Wei , Yu Luo , Yuanwei Lu , Yuhe Yin , Yuchu Luo , Yuanhao Ding , Yuting Yan , Yaqi Dai , Yuxiang Yang , Zhe Xie , Zheng Ge , Zheng Sun , Zhewei Huang , Zhichao Chang , Zhisheng Guan , Zidong Yang , Zili Zhang , Binxing Jiao , Daxin Jiang , Heung-Yeung Shum , Jiansheng Chen , Jing Li , Shuchang Zhou , Xiangyu Zhang , Xinhao Zhang , Yibo Zhu

Storytelling is multi-modal in the real world. When one tells a story, one may use all of the visualizations and sounds along with the story itself. However, prior studies on storytelling datasets and tasks have paid little attention to…

Multimedia · Computer Science 2023-10-31 Jaeyeon Bae , Seokhoon Jeong , Seokun Kang , Namgi Han , Jae-Yon Lee , Hyounghun Kim , Taehwan Kim

Deep research with Large Language Model (LLM) agents is emerging as a powerful paradigm for multi-step information discovery, synthesis, and analysis. However, existing approaches primarily focus on unstructured web data, while the…

Computation and Language · Computer Science 2026-04-09 Shicheng Liu , Yucheng Jiang , Sajid Farook , Camila Nicollier Sanchez , David Fernando Castro Pena , Monica S. Lam

Storytelling infographics are a powerful medium for communicating data-driven stories through visual presentation. However, existing authoring tools lack support for maintaining story consistency and aligning with users' story goals…

Human-Computer Interaction · Computer Science 2026-02-27 Jielin Feng , Xinwu Ye , Qianhui Li , Verena Ingrid Prantl , Jun-Hsiang Yao , Yuheng Zhao , Yun Wang , Siming Chen

Story visualization is an under-explored task that falls at the intersection of many important research directions in both computer vision and natural language processing. In this task, given a series of natural language captions which…

Computation and Language · Computer Science 2021-05-24 Adyasha Maharana , Darryl Hannan , Mohit Bansal

dAIrector is an automated director which collaborates with humans storytellers for live improvisational performances and writing assistance. dAIrector can be used to create short narrative arcs through contextual plot generation. In this…

Computers and Society · Computer Science 2018-11-09 Markus Eger , Kory W. Mathewson

This study investigates the use of large language models (LLMs) for story point estimation. Story points are unitless, project-specific effort estimates that help developers on the scrum team forecast which product backlog items they plan…

Software Engineering · Computer Science 2026-04-09 Pranam Prakash Shetty , Adarsh Balakrishnan , Mengqiao Xu , Xiaoyin Xi , Zhe Yu

Storytelling is an integral part of human culture and significantly impacts cognitive and socio-emotional development and connection. Despite the importance of interactive visual storytelling, the process of creating such content requires…

Human-Computer Interaction · Computer Science 2024-06-04 Victor Nikhil Antony , Chien-Ming Huang

Large Language Models (LLMs) have achieved remarkable success in various natural language processing tasks, yet their ability to generate long-form content remains poorly understood and evaluated. Our analysis reveals that current LLMs…

Computation and Language · Computer Science 2025-03-10 Siwei Wu , Yizhi Li , Xingwei Qu , Rishi Ravikumar , Yucheng Li , Tyler Loakman , Shanghaoran Quan , Xiaoyong Wei , Riza Batista-Navarro , Chenghua Lin

Language-modeling--based approaches to story plot generation attempt to construct a plot by sampling from a language model (LM) to predict the next character, word, or sentence to add to the story. LM techniques lack the ability to receive…

Computation and Language · Computer Science 2023-01-19 Pradyumna Tambwekar , Murtaza Dhuliawala , Lara J. Martin , Animesh Mehta , Brent Harrison , Mark O. Riedl