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Narrative summarization aims to produce a distilled version of a narrative to describe its most salient events and characters. Summarizing a narrative is challenging as it requires an understanding of event causality and character…

Computation and Language · Computer Science 2023-06-29 Chao Zhao , Faeze Brahman , Kaiqiang Song , Wenlin Yao , Dian Yu , Snigdha Chaturvedi

Children with Autism Spectrum Disorder (ASD) often misunderstand social situations and struggle to participate in daily routines. Social Stories are traditionally crafted by psychology experts under strict constraints to address these…

Computation and Language · Computer Science 2025-07-08 Yi Feng , Mingyang Song , Jiaqi Wang , Zhuang Chen , Guanqun Bi , Minlie Huang , Liping Jing , Jian Yu

As AI-generated fiction becomes increasingly prevalent, questions of authorship and originality are becoming central to how written work is evaluated. While most existing work in this space focuses on identifying surface-level signatures of…

Computation and Language · Computer Science 2026-04-15 Jenna Russell , Rishanth Rajendhran , Chau Minh Pham , Mohit Iyyer , John Wieting

Large Language Models (LLMs) are increasingly used to generate narrative content, including children's stories, which play an important role in social and cultural learning. Despite growing interest in AI safety and alignment, most existing…

Computation and Language · Computer Science 2026-04-21 Yuxuan Ouyang , yingfeng luo , JingBo Zhu , Tong Xiao

We introduce the first dataset for human edits of machine-generated visual stories and explore how these collected edits may be used for the visual story post-editing task. The dataset, VIST-Edit, includes 14,905 human edited versions of…

Computation and Language · Computer Science 2019-06-06 Ting-Yao Hsu , Chieh-Yang Huang , Yen-Chia Hsu , Ting-Hao 'Kenneth' Huang

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

Autonomous scientific discovery with large language model (LLM)-based agents has recently made substantial progress, demonstrating the ability to automate end-to-end research workflows. However, existing systems largely rely on…

Computational Engineering, Finance, and Science · Computer Science 2026-01-29 Tengyue Xu , Zhuoyang Qian , Gaoge Liu , Li Ling , Zhentao Zhang , Biao Wu , Shuo Zhang , Ke Lu , Wei Shi , Ziqi Wang , Zheng Feng , Yan Luo , Shu Xu , Yongjin Chen , Zhibo Feng , Zhuo Chen , Bruce Yuan , Harry Wang , Kris Chen

This study explores the effectiveness of Large Language Models (LLMs) in creating personalized "mirror stories" that reflect and resonate with individual readers' identities, addressing the significant lack of diversity in literature. We…

Computation and Language · Computer Science 2024-09-25 Sarfaroz Yunusov , Hamza Sidat , Ali Emami

Every individual carries a unique and personal life story shaped by their memories and experiences. However, these memories are often scattered and difficult to organize into a coherent narrative, a challenge that defines the task of…

Human-Computer Interaction · Computer Science 2025-09-30 Shayan Talaei , Meijin Li , Kanu Grover , James Kent Hippler , Diyi Yang , Amin Saberi

Generating natural human motion from a story has the potential to transform the landscape of animation, gaming, and film industries. A new and challenging task, Story-to-Motion, arises when characters are required to move to various…

Computer Vision and Pattern Recognition · Computer Science 2023-11-14 Zhongfei Qing , Zhongang Cai , Zhitao Yang , Lei Yang

Story detection in online communities is a challenging task as stories are scattered across communities and interwoven with non-storytelling spans within a single text. We address this challenge by building and releasing the StorySeeker…

Computation and Language · Computer Science 2025-07-22 Maria Antoniak , Joel Mire , Maarten Sap , Elliott Ash , Andrew Piper

Bridging vision and natural language is a longstanding goal in computer vision and multimedia research. While earlier works focus on generating a single-sentence description for visual content, recent works have studied paragraph…

Multimedia · Computer Science 2020-05-15 Junnan Li , Yongkang Wong , Qi Zhao , Mohan S. Kankanhalli

A human author can write any length of story without losing coherence. Also, they always bring the story to a proper ending, an ability that current language models lack. In this work, we present the LongStory for coherent, complete, and…

Computation and Language · Computer Science 2025-04-22 Kyeongman Park , Nakyeong Yang , Kyomin Jung

Stories are a fundamental aspect of human experience. Engaging deeply with stories and spotting plot holes -- inconsistencies in a storyline that break the internal logic or rules of a story's world -- requires nuanced reasoning skills,…

Computation and Language · Computer Science 2025-12-19 Kabir Ahuja , Melanie Sclar , Yulia Tsvetkov

Large Language Models (LLMs) have impacted the writing process, enhancing productivity by collaborating with humans in content creation platforms. However, generating high-quality, user-aligned text to satisfy real-world content creation…

Computation and Language · Computer Science 2025-02-25 Yukyung Lee , Soonwon Ka , Bokyung Son , Pilsung Kang , Jaewook Kang

With the rapid advancement of Natural Language Processing in recent years, numerous studies have shown that generic summaries generated by Large Language Models (LLMs) can sometimes surpass those annotated by experts, such as journalists,…

Computation and Language · Computer Science 2024-10-08 Lemei Zhang , Peng Liu , Marcus Tiedemann Oekland Henriksboe , Even W. Lauvrak , Jon Atle Gulla , Heri Ramampiaro

For researchers leveraging Large-Language Models (LLMs) in the generation of training datasets, especially for conversational recommender systems - the absence of robust evaluation frameworks has been a long-standing problem. The efficiency…

Computation and Language · Computer Science 2022-12-19 Harsh Lara , Manoj Tiwari

Generative AI can turn scientific articles into narratives for diverse audiences, but evaluating these stories remains challenging. Storytelling demands abstraction, simplification, and pedagogical creativity-qualities that are not often…

Computation and Language · Computer Science 2026-03-20 Alex Argese , Pasquale Lisena , Raphaël Troncy

App store reviews provide a constant flow of real user feedback that can help improve software requirements. However, these reviews are often messy, informal, and difficult to analyze manually at scale. Although automated techniques exist,…

Computation and Language · Computer Science 2026-03-31 Shadman Sakib , Oishy Fatema Akhand , Tasnia Tasneem , Shohel Ahmed

Automatic storytelling is challenging since it requires generating long, coherent natural language to describes a sensible sequence of events. Despite considerable efforts on automatic story generation in the past, prior work either is…

Computation and Language · Computer Science 2019-02-20 Lili Yao , Nanyun Peng , Ralph Weischedel , Kevin Knight , Dongyan Zhao , Rui Yan