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Language models can be used to provide interactive, personalized student feedback in educational settings. However, real-world deployment faces three key challenges: privacy concerns, limited computational resources, and the need for…

Computation and Language · Computer Science 2025-10-31 Fares Fawzi , Vinitra Swamy , Dominik Glandorf , Tanya Nazaretsky , Tanja Käser

The proliferation of creative video content has driven demand for textual descriptions or summaries that allow users to recall key plot points or get an overview without watching. The volume of movie content and speed of turnover motivates…

Artificial Intelligence · Computer Science 2024-10-29 Louis Mahon , Mirella Lapata

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

The co creativity community is making significant progress in developing more sophisticated and tailored systems to support and enhance human creativity. Design considerations from prior work can serve as a valuable and efficient foundation…

Human-Computer Interaction · Computer Science 2025-06-30 Saloni Singh , Koen Hindriks , Dirk Heylen , Kim Baraka

Generative AI has demonstrated unprecedented creativity in the field of computer vision, yet such phenomena have not been observed in natural language processing. In particular, large language models (LLMs) can hardly produce written works…

Computation and Language · Computer Science 2024-06-18 Jing Chen , Xinyu Zhu , Cheng Yang , Chufan Shi , Yadong Xi , Yuxiang Zhang , Junjie Wang , Jiashu Pu , Rongsheng Zhang , Yujiu Yang , Tian Feng

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

Large Language Models (LLMs) have demonstrated remarkable proficiency in generating highly structured texts. However, while exhibiting a high degree of structural organization, movie scripts demand an additional layer of nuanced…

Computer Vision and Pattern Recognition · Computer Science 2025-10-09 Mingzhe Zheng , Dingjie Song , Guanyu Zhou , Jun You , Jiahao Zhan , Xuran Ma , Xinyuan Song , Ser-Nam Lim , Qifeng Chen , Harry Yang

A text-to-speech synthesis system typically consists of multiple stages, such as a text analysis frontend, an acoustic model and an audio synthesis module. Building these components often requires extensive domain expertise and may contain…

The development of large language models (LLMs) capable of following instructions and engaging in conversational interactions sparked increased interest in their utilization across various support tools. We investigate the utility of modern…

Human-Computer Interaction · Computer Science 2024-01-31 Tuhin Chakrabarty , Vishakh Padmakumar , Faeze Brahman , Smaranda Muresan

Existing approaches for digital short-drama production typically rely on one-shot LLM generated scripts and loosely coupled pipelines, which fail to satisfy three key requirements of short-drama generation: (1) narrative pacing, resulting…

Computer Vision and Pattern Recognition · Computer Science 2026-05-22 Yufei Shi , Weilong Yan , Naixuan Huang , Yucheng Chen , Chenyu Zhang , Tao He , Si Yong Yeo , Ming Li

Movie screenplays are rich long-form narratives that interleave complex character relationships, temporally ordered events, and dialogue-driven interactions. While prior benchmarks target individual subtasks such as question answering or…

Computation and Language · Computer Science 2026-05-27 Qiuyu Tian , Zequn Liu , Yiding Li , Fengyi Chen , Youyong Kong , Fan Guo , Yuyao Li , Jinjing Shen , Zhijing Xie , Yiyun Luo , Xin Zhang , Yingce Xia

Language models are often used as the backbone of modern dialogue systems. These models are pre-trained on large amounts of written fluent language. Repetition is typically penalised when evaluating language model generations. However, it…

Computation and Language · Computer Science 2023-11-23 Aron Molnar , Jaap Jumelet , Mario Giulianelli , Arabella Sinclair

Current AI writing tools, which rely on text prompts, poorly support the spatial and interactive nature of storytelling where ideas emerge from direct manipulation and play. We present PlayWrite, a mixed-reality system where users author…

Human-Computer Interaction · Computer Science 2026-03-04 Esen K. Tütüncü , Qian Zhou , Frederik Brudy , George Fitzmaurice , Fraser Anderson

Thanks to their generative capabilities, large language models (LLMs) have become an invaluable tool for creative processes. These models have the capacity to produce hundreds and thousands of visual and textual outputs, offering abundant…

Human-Computer Interaction · Computer Science 2024-03-15 Sangho Suh , Meng Chen , Bryan Min , Toby Jia-Jun Li , Haijun Xia

Recent advances in video generation have produced models capable of synthesizing stunning visual content from simple text prompts. However, these models struggle to generate long-form, coherent narratives from high-level concepts like…

Computer Vision and Pattern Recognition · Computer Science 2026-05-28 Chenyu Mu , Xin He , Qu Yang , Wanshun Chen , Jiadi Yao , Huang Liu , Zihao Yi , Bo Zhao , Xingyu Chen , Ruotian Ma , Fanghua Ye , Erkun Yang , Cheng Deng , Zhaopeng Tu , Xiaolong Li , Linus

Textual content is often the output of a collaborative writing process: We start with an initial draft, ask for suggestions, and repeatedly make changes. Agnostic of this process, today's language models are trained to generate only the…

Recent advances in Generative Adversarial Networks GANs applications continue to attract the attention of researchers in different fields. In such a framework, two neural networks compete adversely to generate new visual contents…

Artificial Intelligence · Computer Science 2023-11-27 Mohammad Lataifeh , Xavier A Carrascoa , Ashraf M Elnagara , Naveed Ahmeda , Imran Junejo

Generating long and coherent text is an important but challenging task, particularly for open-ended language generation tasks such as story generation. Despite the success in modeling intra-sentence coherence, existing generation models…

Computation and Language · Computer Science 2021-05-20 Jian Guan , Xiaoxi Mao , Changjie Fan , Zitao Liu , Wenbiao Ding , Minlie Huang

In this paper, we present Drama Llama, an LLM-powered storylets framework that supports the authoring of responsive, open-ended interactive stories. DL combines the structural benefits of storylet-based systems with the generative…

Human-Computer Interaction · Computer Science 2025-01-17 Yuqian Sun , Phoebe J. Wang , John Joon Young Chung , Melissa Roemmele , Taewook Kim , Max Kreminski

Recent advances in large pre-trained language models have demonstrated strong results in generating natural languages and significantly improved performances for many natural language generation (NLG) applications such as machine…

Computation and Language · Computer Science 2022-09-27 Nanyun Peng