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Long-form narrative text generated from large language models manages a fluent impersonation of human writing, but only at the local sentence level, and lacks structure or global cohesion. We posit that many of the problems of story…

Computation and Language · Computer Science 2020-10-12 Seraphina Goldfarb-Tarrant , Tuhin Chakrabarty , Ralph Weischedel , Nanyun Peng

Many applications -- from planning and scheduling to problems in molecular biology -- rely heavily on a temporal reasoning component. In this paper, we discuss the design and empirical analysis of algorithms for a temporal reasoning system…

Artificial Intelligence · Computer Science 2016-08-31 P. vanBeek , D. W. Manchak

Lifelong experiences and learned knowledge lead to shared expectations about how common situations tend to unfold. Such knowledge of narrative event flow enables people to weave together a story. However, comparable computational tools to…

Computation and Language · Computer Science 2022-07-12 Maarten Sap , Anna Jafarpour , Yejin Choi , Noah A. Smith , James W. Pennebaker , Eric Horvitz

Storytelling has always been vital for human nature. From ancient times, humans have used stories for several objectives including entertainment, advertisement, and education. Various analyses have been conducted by researchers and creators…

Computation and Language · Computer Science 2022-05-24 Yusuke Mori , Hiroaki Yamane , Yusuke Mukuta , Tatsuya Harada

Provenance is the chronological history of things, resonating with the fundamental pursuit to uncover origins, trace connections, and situate entities within the flow of space and time. As artificial intelligence advances towards autonomous…

Artificial Intelligence · Computer Science 2026-05-01 Ching-Chun Chang , Isao Echizen

Sensemaking and narrative are two inherently interconnected concepts about how people understand the world around them. Sensemaking is the process by which people structure and interconnect the information they encounter in the world with…

Artificial Intelligence · Computer Science 2022-01-26 Zev Battad , Mei Si

Automated visual story generation aims to produce stories with corresponding illustrations that exhibit coherence, progression, and adherence to characters' emotional development. This work proposes a story generation pipeline to co-create…

Artificial Intelligence · Computer Science 2023-01-10 Yuetian Chen , Ruohua Li , Bowen Shi , Peiru Liu , Mei Si

Inspired by the double temporality characteristic of narrative texts, we propose a novel approach for acquiring rich temporal "before/after" event knowledge across sentences in narrative stories. The double temporality states that a…

Computation and Language · Computer Science 2018-05-29 Wenlin Yao , Ruihong Huang

Script event prediction aims to predict the subsequent event given the context. This requires the capability to infer the correlations between events. Recent works have attempted to improve event correlation reasoning by using pretrained…

Computation and Language · Computer Science 2022-12-12 Fangqi Zhu , Jun Gao , Changlong Yu , Wei Wang , Chen Xu , Xin Mu , Min Yang , Ruifeng Xu

Replay methods are known to be successful at mitigating catastrophic forgetting in continual learning scenarios despite having limited access to historical data. However, storing historical data is cheap in many real-world settings, yet…

Machine Learning · Computer Science 2023-11-22 Marcus Klasson , Hedvig Kjellström , Cheng Zhang

Patterns embody repeating phenomena, and, as such, they are partly but not fully detachable from their context. 'Design patterns' and 'pattern languages' are established methods for working with patterns. They have been applied in…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-09 Raymond Puzio , Paola Ricaurte , Charles Jeffrey Danoff , Charlotte Pierce , Analua Dutka-Chirichetti , Vitor Bruno , Hermano Cintra , Joseph Corneli

Creating engaging narratives from visual data is crucial for automated digital media consumption, assistive technologies, and interactive entertainment. This survey covers methodologies used in the generation of these narratives, focusing…

Computer Vision and Pattern Recognition · Computer Science 2025-09-03 Daniel A. P. Oliveira , Eugénio Ribeiro , David Martins de Matos

Narrative sensemaking is a fundamental process to understand sequential information. Narrative maps are a visual representation framework that can aid analysts in their narrative sensemaking process. Narrative maps allow analysts to…

Human-Computer Interaction · Computer Science 2021-12-24 Brian Felipe Keith Norambuena , Tanushree Mitra , Chris North

While many production-ready and robust algorithms are available for the task of recommendation systems, many of these systems do not take the order of user's consumption into account. The order of consumption can be very useful and matters…

Information Retrieval · Computer Science 2022-05-03 Mehdi Soleiman Nejad , Meysam Varasteh , Hadi Moradi , Mohammad Amin Sadeghi

Contextual predictability shapes how we choose and encode words in production. The effects of a word's predictability given preceding or past context are generally well-understood in both production and comprehension, but studies of…

Computation and Language · Computer Science 2026-04-24 Shiva Upadhye , Richard Futrell

A model of story generation recently proposed by Riedl and Young casts it as planning, with the additional condition that story characters behave intentionally. This means that characters have perceivable motivation for the actions they…

Artificial Intelligence · Computer Science 2014-01-24 Patrik Haslum

Temporal reasoning is a crucial NLP task, providing a nuanced understanding of time-sensitive contexts within textual data. Although recent advancements in LLMs have demonstrated their potential in temporal reasoning, the predominant focus…

Computation and Language · Computer Science 2023-10-10 Chenhan Yuan , Qianqian Xie , Jimin Huang , Sophia Ananiadou

Video storytelling is engaging multimedia content that utilizes video and its accompanying narration to attract the audience, where a key challenge is creating narrations for recorded visual scenes. Previous studies on dense video…

Multimedia · Computer Science 2024-12-31 Dingyi Yang , Chunru Zhan , Ziheng Wang , Biao Wang , Tiezheng Ge , Bo Zheng , Qin Jin

People from all over the world use social media to share thoughts and opinions about events, and understanding what people say through these channels has been of increasing interest to researchers, journalists, and marketers alike. However,…

Human-Computer Interaction · Computer Science 2015-09-11 Joy Kim , Andres Monroy-Hernandez

The improved generative capabilities of large language models have made them a powerful tool for creative writing and storytelling. It is therefore important to quantitatively understand the nature of generated stories, and how they differ…

Computation and Language · Computer Science 2024-11-26 Xi Yu Huang , Krishnapriya Vishnubhotla , Frank Rudzicz