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Writers generally rely on plans or sketches to write long stories, but most current language models generate word by word from left to right. We explore coarse-to-fine models for creating narrative texts of several hundred words, and…

计算与语言 · 计算机科学 2019-06-18 Angela Fan , Mike Lewis , Yann Dauphin

The rapid advancement of large language models (LLMs) and artificial intelligence-generated content (AIGC) has accelerated AI-native applications, such as AI-based storybooks that automate engaging story production for children. However,…

计算与语言 · 计算机科学 2025-03-10 Xuenan Xu , Jiahao Mei , Chenliang Li , Yuning Wu , Ming Yan , Shaopeng Lai , Ji Zhang , Mengyue Wu

Human-AI collaborative tools attract attentions from the data storytelling community to lower the expertise barrier and streamline the workflow. The recent advance in large-scale generative AI techniques, e.g., large language models (LLMs)…

人机交互 · 计算机科学 2025-10-31 Haotian Li , Yun Wang , Huamin Qu

Existing Natural Language Generation (NLG) systems are weak AI systems and exhibit limited capabilities when language generation tasks demand higher levels of creativity, originality and brevity. Effective solutions or, at least evaluations…

计算与语言 · 计算机科学 2017-08-22 Parag Jain , Priyanka Agrawal , Abhijit Mishra , Mohak Sukhwani , Anirban Laha , Karthik Sankaranarayanan

Generating video stories from text prompts is a complex task. In addition to having high visual quality, videos need to realistically adhere to a sequence of text prompts whilst being consistent throughout the frames. Creating a benchmark…

We introduce TVStoryGen, a story generation dataset that requires generating detailed TV show episode recaps from a brief summary and a set of documents describing the characters involved. Unlike other story generation datasets, TVStoryGen…

计算与语言 · 计算机科学 2022-10-11 Mingda Chen , Kevin Gimpel

Personalization is critical for improving user experience in interactive writing and educational applications, yet remains understudied in story generation. We study the task of personalizing story generation, where our goal is to mimic an…

计算与语言 · 计算机科学 2026-01-07 Nischal Ashok Kumar , Chau Minh Pham , Mohit Iyyer , Andrew Lan

Automated long-form story generation typically employs long-context large language models (LLMs) for one-shot creation, which can produce cohesive but not necessarily engaging content. We introduce Storytelling With Action Guidance (SWAG),…

计算与语言 · 计算机科学 2024-10-10 Zeeshan Patel , Karim El-Refai , Jonathan Pei , Tianle Li

Visual storytelling requires generating multi-shot videos with cinematic quality and long-range consistency. Inspired by human memory, we propose StoryMem, a paradigm that reformulates long-form video storytelling as iterative shot…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Kaiwen Zhang , Liming Jiang , Angtian Wang , Jacob Zhiyuan Fang , Tiancheng Zhi , Qing Yan , Hao Kang , Xin Lu , Xingang Pan

Human writers often begin their stories with an overarching mental scene, where they envision the interactions between characters and their environment. Inspired by this creative process, we propose a novel approach to long-form story…

计算与语言 · 计算机科学 2026-03-20 Zehao Chen , Rong Pan , Haoran Li

We present a literature survey on non-interactive computational story generation. The article starts with the presentation of requirements for creative systems, three types of models of creativity (computational, socio-cultural, and…

计算与语言 · 计算机科学 2021-10-22 Luis Miguel Botelho

As language models become capable of processing increasingly long and complex texts, there has been growing interest in their application within computational literary studies. However, evaluating the usefulness of these models for such…

计算与语言 · 计算机科学 2026-01-21 Natasha Johnson , Amanda Bertsch , Maria-Emil Deal , Emma Strubell

To enhance the quality of generated stories, recent story generation models have been investigating the utilization of higher-level attributes like plots or commonsense knowledge. The application of prompt-based learning with large language…

计算与语言 · 计算机科学 2023-07-25 Zhuohan Xie , Trevor Cohn , Jey Han Lau

Although there has been substantial research in software analytics for effort estimation in traditional software projects, little work has been done for estimation in agile projects, especially estimating user stories or issues. Story…

软件工程 · 计算机科学 2016-09-07 Morakot Choetkiertikul , Hoa Khanh Dam , Truyen Tran , Trang Pham , Aditya Ghose , Tim Menzies

In this work, we conduct systematic research in a challenging area: the automatic evaluation of book-length stories (>100K tokens). Our study focuses on two key questions: (1) understanding which evaluation aspects matter most to readers,…

计算与语言 · 计算机科学 2025-12-16 Dingyi Yang , Qin Jin

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…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Daniel A. P. Oliveira , Eugénio Ribeiro , David Martins de Matos

With the recent advances of open-domain story generation, the lack of reliable automatic evaluation metrics becomes an increasingly imperative issue that hinders the fast development of story generation. According to conducted researches in…

计算与语言 · 计算机科学 2021-05-27 Sarik Ghazarian , Zixi Liu , Akash SM , Ralph Weischedel , Aram Galstyan , Nanyun Peng

The use of Large Language Models (LLMs) has become ubiquitous, with abundant applications in computational creativity. One such application is fictional story generation. Fiction is a narrative that occurs in a story world that is slightly…

计算与语言 · 计算机科学 2024-08-16 Aisha Khatun , Daniel G. Brown

Storytelling and narrative are fundamental to human experience, intertwined with our social and cultural engagement. As such, researchers have long attempted to create systems that can generate stories automatically. In recent years,…

计算与语言 · 计算机科学 2023-09-13 Yuxin Wang , Jieru Lin , Zhiwei Yu , Wei Hu , Börje F. Karlsson

Story generation aims to produce image sequences that depict coherent narratives while maintaining subject consistency across frames. Although existing methods have excelled in producing coherent and expressive stories, they remain largely…

计算机视觉与模式识别 · 计算机科学 2026-03-18 Jingyuan Yang , Rucong Chen , Weibin Luo , Hui Huang