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Story-writing is a fundamental aspect of human imagination, relying heavily on creativity to produce narratives that are novel, effective, and surprising. While large language models (LLMs) have demonstrated the ability to generate…

Computation and Language · Computer Science 2025-05-13 Mete Ismayilzada , Claire Stevenson , Lonneke van der Plas

Although current image generation methods have reached impressive quality levels, they are still unable to produce plausible yet diverse images of handwritten words. On the contrary, when writing by hand, a great variability is observed…

Computer Vision and Pattern Recognition · Computer Science 2020-07-23 Lei Kang , Pau Riba , Yaxing Wang , Marçal Rusiñol , Alicia Fornés , Mauricio Villegas

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

High-quality speech dialogue datasets are crucial for Speech-LLM development, yet existing acquisition methods face significant limitations. Human recordings incur high costs and privacy concerns, while synthetic approaches often lack…

Computation and Language · Computer Science 2025-04-01 Minghan Wang , Ye Bai , Yuxia Wang , Thuy-Trang Vu , Ehsan Shareghi , Gholamreza Haffari

Visual storytelling is a task of generating relevant and interesting stories for given image sequences. In this work we aim at increasing the diversity of the generated stories while preserving the informative content from the images. We…

Computer Vision and Pattern Recognition · Computer Science 2021-02-08 Hong Chen , Yifei Huang , Hiroya Takamura , Hideki Nakayama

Designing high-quality indoor 3D scenes is important in many practical applications, such as room planning or game development. Conventionally, this has been a time-consuming process which requires both artistic skill and familiarity with…

Computer Vision and Pattern Recognition · Computer Science 2024-07-31 Başak Melis Öcal , Maxim Tatarchenko , Sezer Karaoglu , Theo Gevers

Data videos are a powerful medium for visual data based storytelling, combining animated, chart-centric visualizations with synchronized narration. Widely used in journalism, education, and public communication, they help audiences…

Artificial Intelligence · Computer Science 2026-04-29 Ridwan Mahbub , Syem Aziz , Mahir Ahmed , Shadikur Rahman , Mizanur Rahman , Shafiq Joty , Enamul Hoque

Narrative archetypes (e.g., Hero's Journey, Three-act structure) provide universal story structures that resonate across cultures and media and are important for video game storytelling, yet existing LLM-based methods lack explicit use of…

Human-Computer Interaction · Computer Science 2026-05-05 Yunge Wen , Chenliang Huang , Hangyu Zhou , Zhuo Zeng , Chun Ming Louis Po , Julian Togelius , Timothy Merino , Sam Earle

Large Multimodal Models (e.g., GPT-4, Gemini, Chameleon) have evolved into powerful tools with millions of users. However, they remain generic models and lack personalized knowledge of specific user concepts. Previous work has explored…

Computer Vision and Pattern Recognition · Computer Science 2025-04-30 Thao Nguyen , Krishna Kumar Singh , Jing Shi , Trung Bui , Yong Jae Lee , Yuheng Li

Graph representation learning has garnered significant attention due to its broad applications in various domains, such as recommendation systems and social network analysis. Despite advancements in graph learning methods, challenges still…

Machine Learning · Computer Science 2025-05-30 Bo Pan , Zhen Xiong , Guanchen Wu , Zheng Zhang , Yifei Zhang , Liang Zhao

Writing compelling fiction is a multifaceted process combining elements such as crafting a plot, developing interesting characters, and using evocative language. While large language models (LLMs) show promise for story writing, they…

Computation and Language · Computer Science 2025-03-17 Fantine Huot , Reinald Kim Amplayo , Jennimaria Palomaki , Alice Shoshana Jakobovits , Elizabeth Clark , Mirella Lapata

This ongoing experimental project investigates the use of Generative Image Models (GIMs) in crafting a picture book creation game designed to nurture social connections among autistic children and their neurotypical peers within a…

Human-Computer Interaction · Computer Science 2025-04-09 Yiqi Xiao

This paper investigates the capability of LLMs in storytelling, focusing on narrative development and plot progression. We introduce a novel computational framework to analyze narratives through three discourse-level aspects: i) story arcs,…

Computation and Language · Computer Science 2024-10-08 Yufei Tian , Tenghao Huang , Miri Liu , Derek Jiang , Alexander Spangher , Muhao Chen , Jonathan May , Nanyun Peng

People capture photos and videos to relive and share memories of personal significance. Recently, media montages (stories) have become a popular mode of sharing these memories due to their intuitive and powerful storytelling capabilities.…

Computation and Language · Computer Science 2022-11-09 Satwik Kottur , Seungwhan Moon , Aram H. Markosyan , Hardik Shah , Babak Damavandi , Alborz Geramifard

Research on text generation from multimodal inputs has largely focused on static images, and less on video data. In this paper, we propose a new task, narration generation, that is complementing videos with narration texts that are to be…

Computation and Language · Computer Science 2021-01-19 Nikos Papasarantopoulos , Shay B. Cohen

As neural language models grow in effectiveness, they are increasingly being applied in real-world settings. However these applications tend to be limited in the modes of interaction they support. In this extended abstract, we propose…

Computation and Language · Computer Science 2021-07-16 Andy Coenen , Luke Davis , Daphne Ippolito , Emily Reif , Ann Yuan

Creative story generation has long been a goal of NLP research. While existing methodologies have aimed to generate long and coherent stories, they fall significantly short of human capabilities in terms of diversity and character depth. To…

Computation and Language · Computer Science 2024-12-16 Kyeongman Park , Minbeom Kim , Kyomin Jung

Natural language generation (NLG) is a critical component in a spoken dialogue system. This paper presents a Recurrent Neural Network based Encoder-Decoder architecture, in which an LSTM-based decoder is introduced to select, aggregate…

Computation and Language · Computer Science 2017-08-16 Van-Khanh Tran , Le-Minh Nguyen

AI creation, such as poem or lyrics generation, has attracted increasing attention from both industry and academic communities, with many promising models proposed in the past few years. Existing methods usually estimate the outputs based…

Artificial Intelligence · Computer Science 2024-09-05 Qian Cao , Xu Chen , Ruihua Song , Hao Jiang , Guang Yang , Zhao Cao

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,…

Computation and Language · Computer Science 2023-09-13 Yuxin Wang , Jieru Lin , Zhiwei Yu , Wei Hu , Börje F. Karlsson