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Despite rapid advancements in video generation models, generating coherent storytelling videos that span multiple scenes and characters remains challenging. Current methods often rigidly convert pre-generated keyframes into fixed-length…

Multiagent Systems · Computer Science 2025-10-03 Haoyuan Shi , Yunxin Li , Xinyu Chen , Longyue Wang , Baotian Hu , Min Zhang

Systems for story generation are asked to produce plausible and enjoyable stories given an input context. This task is underspecified, as a vast number of diverse stories can originate from a single input. The large output space makes it…

Computation and Language · Computer Science 2020-10-06 Nader Akoury , Shufan Wang , Josh Whiting , Stephen Hood , Nanyun Peng , Mohit Iyyer

While recent advancements in generative models have achieved remarkable visual fidelity in video synthesis, creating coherent multi-shot narratives remains a significant challenge. To address this, keyframe-based approaches have emerged as…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Peixuan Zhang , Zijian Jia , Kaiqi Liu , Shuchen Weng , Si Li , Boxin Shi

Storytelling plays a central role in human socializing and entertainment. However, much of the research on automatic storytelling generation assumes that stories will be generated by an agent without any human interaction. In this paper, we…

Computation and Language · Computer Science 2020-11-23 Eric Nichols , Leo Gao , Randy Gomez

Machine-learning based generation of process models from natural language text process descriptions provides a solution for the time-intensive and expensive process discovery phase. Many organizations have to carry out this phase, before…

Computation and Language · Computer Science 2024-10-03 Julian Neuberger , Han van der Aa , Lars Ackermann , Daniel Buschek , Jannic Herrmann , Stefan Jablonski

This paper introduces the shared task of summarizing documents in several creative domains, namely literary texts, movie scripts, and television scripts. Summarizing these creative documents requires making complex literary interpretations,…

As generative AI tools like ChatGPT become integral to everyday writing, critical questions arise about how to preserve writers' sense of agency and ownership when using these tools. Yet, a systematic understanding of how AI assistance…

Human-Computer Interaction · Computer Science 2025-08-19 Mohi Reza , Jeb Thomas-Mitchell , Peter Dushniku , Nathan Laundry , Joseph Jay Williams , Anastasia Kuzminykh

Abstractive summarization for long-form narrative texts such as movie scripts is challenging due to the computational and memory constraints of current language models. A movie script typically comprises a large number of scenes; however,…

Computation and Language · Computer Science 2024-04-05 Rohit Saxena , Frank Keller

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

Large language models can be used for collaborative storytelling. In this work we report on using GPT-3 \cite{brown2020language} to co-narrate stories. The AI system must track plot progression and character arcs while the human actors…

Human-Computer Interaction · Computer Science 2021-10-01 Boyd Branch , Piotr Mirowski , Kory W. Mathewson

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

Recent advances in scene-based video generation enable coherent visual narratives from structured prompts, yet a key aspect of storytelling -- character-driven dialogue and speech -- remains underexplored. We present a modular pipeline that…

Computer Vision and Pattern Recognition · Computer Science 2026-05-20 Taewon Kang , Ming C. Lin

Neural network based approaches to automated story plot generation attempt to learn how to generate novel plots from a corpus of natural language plot summaries. Prior work has shown that a semantic abstraction of sentences called events…

Computation and Language · Computer Science 2023-01-19 Prithviraj Ammanabrolu , Ethan Tien , Wesley Cheung , Zhaochen Luo , William Ma , Lara J. Martin , Mark O. Riedl

Large language models optimized for instruction following and agentic tasks remain poorly aligned with the requirements of high-quality creative writing. Fiction frequently depends on behaviors that assistant-tuned models are explicitly…

Artificial Intelligence · Computer Science 2026-05-19 Jan Zierstek , Matteo Batelic , Maya Medjad , Tim Schönenberger

With the rise of AI technologies and their growing influence in the screenwriting field, understanding the opportunities and concerns related to AI's role in screenwriting is essential for enhancing human-AI co-creation. Through…

Human-Computer Interaction · Computer Science 2025-02-25 Yuying Tang , Haotian Li , Minghe Lan , Xiaojuan Ma , Huamin Qu

Automated story plot generation is the task of generating a coherent sequence of plot events. Causal relations between plot events are believed to increase the perception of story and plot coherence. In this work, we introduce the concept…

Computation and Language · Computer Science 2021-01-01 Prithviraj Ammanabrolu , Wesley Cheung , William Broniec , Mark O. Riedl

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

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…

Computation and Language · Computer Science 2022-10-11 Mingda Chen , Kevin Gimpel

Automatic movie narration aims to generate video-aligned plot descriptions to assist visually impaired audiences. Unlike standard video captioning, it involves not only describing key visual details but also inferring plots that unfold…

Computer Vision and Pattern Recognition · Computer Science 2024-10-21 Zihao Yue , Yepeng Zhang , Ziheng Wang , Qin Jin

Building dialogue systems requires a large corpus of annotated dialogues. Such datasets are usually created via crowdsourcing, which is expensive and time-consuming. In this paper, we propose \textsc{Dialogic}, a novel dialogue simulation…

Computation and Language · Computer Science 2023-06-07 Zekun Li , Wenhu Chen , Shiyang Li , Hong Wang , Jing Qian , Xifeng Yan