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Automated plot generation is the challenge of generating a sequence of events that will be perceived by readers as the plot of a coherent story. Traditional symbolic planners plan a story from a goal state and guarantee logical causal plot…

Computation and Language · Computer Science 2022-12-20 Anbang Ye , Christopher Cui , Taiwei Shi , Mark O. Riedl

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

We consider the problem of automatically generating longer stories of over two thousand words. Compared to prior work on shorter stories, long-range plot coherence and relevance are more central challenges here. We propose the Recursive…

Computation and Language · Computer Science 2022-10-25 Kevin Yang , Yuandong Tian , Nanyun Peng , Dan Klein

Stories are central to human culture, serving to share ideas, preserve traditions, and foster connections. Automatic story generation, a key advancement in artificial intelligence (AI), offers new possibilities for creating personalized…

Computation and Language · Computer Science 2025-06-04 Jiaming Li , Yukun Chen , Ziqiang Liu , Minghuan Tan , Lei Zhang , Yunshui Li , Run Luo , Longze Chen , Jing Luo , Ahmadreza Argha , Hamid Alinejad-Rokny , Wei Zhou , Min Yang

Causality visualization can help people understand temporal chains of events, such as messages sent in a distributed system, cause and effect in a historical conflict, or the interplay between political actors over time. However, as the…

Computation and Language · Computer Science 2020-09-08 Arjun Choudhry , Mandar Sharma , Pramod Chundury , Thomas Kapler , Derek W. S. Gray , Naren Ramakrishnan , Niklas Elmqvist

Story generation is a task that aims to automatically produce multiple sentences to make up a meaningful story. This task is challenging because it requires high-level understanding of semantic meaning of sentences and causality of story…

Computation and Language · Computer Science 2021-02-08 Hong Chen , Raphael Shu , Hiroya Takamura , Hideki Nakayama

We explore story generation: creative systems that can build coherent and fluent passages of text about a topic. We collect a large dataset of 300K human-written stories paired with writing prompts from an online forum. Our dataset enables…

Computation and Language · Computer Science 2018-05-15 Angela Fan , Mike Lewis , Yann Dauphin

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…

Computation and Language · Computer Science 2019-06-18 Angela Fan , Mike Lewis , Yann Dauphin

Many implicit inferences exist in text depending on how it is structured that can critically impact the text's interpretation and meaning. One such structural aspect present in text with chronology is the order of its presentation. For…

Computation and Language · Computer Science 2022-03-29 Varun Gangal , Steven Y. Feng , Malihe Alikhani , Teruko Mitamura , Eduard Hovy

Automatically generating stories is a challenging problem that requires producing causally related and logical sequences of events about a topic. Previous approaches in this domain have focused largely on one-shot generation, where a…

Computation and Language · Computer Science 2020-10-21 Faeze Brahman , Alexandru Petrusca , Snigdha Chaturvedi

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

Large language models have achieved remarkable success in various tasks. However, it is challenging for them to learn new tasks incrementally due to catastrophic forgetting. Existing approaches rely on experience replay, optimization…

Computation and Language · Computer Science 2026-04-15 Yukun Zhao , Lingyong Yan , Zhenyang Li , Shuaiqiang Wang , Zhumin Chen , Zhaochun Ren , Dawei Yin

The landscape of interactive systems is shifting toward dynamic, generative experiences that empower users to explore and construct knowledge in real time. Yet, timelines -- a fundamental tool for representing historical and conceptual…

Human-Computer Interaction · Computer Science 2025-10-22 Sangho Suh , Rahul Hingorani , Bryan Wang , Tovi Grossman

Automated story generation has been one of the long-standing challenges in NLP. Among all dimensions of stories, suspense is very common in human-written stories but relatively under-explored in AI-generated stories. While recent advances…

Computation and Language · Computer Science 2024-02-28 Kaige Xie , Mark Riedl

In this paper, we study the effects of incorporating timestamps, such as document creation dates, into generation systems. Two types of time-aware prompts are investigated: (1) textual prompts that encode document timestamps in natural…

Computation and Language · Computer Science 2022-11-07 Shuyang Cao , Lu Wang

Storytelling algorithms aim to 'connect the dots' between disparate documents by linking starting and ending documents through a series of intermediate documents. Existing storytelling algorithms are based on notions of coherence and…

Artificial Intelligence · Computer Science 2016-02-23 Dipayan Maiti , Mohammad Raihanul Islam , Scotland Leman , Naren Ramakrishnan

Human writers often bookend their writing with ending sentences that relate back to the beginning sentences in order to compose a satisfying narrative that "closes the loop." Motivated by this observation, we propose RENarGen, a…

Computation and Language · Computer Science 2024-04-02 Anneliese Brei , Chao Zhao , Snigdha Chaturvedi

This paper shows how to construct genre patterns, whose purpose is to guide interactive story composition in a way that enforces thematic consistency. To start the discussion we argue, based on previous seminal works, for the existence of…

Computation and Language · Computer Science 2025-01-15 Edirlei Soares de Lima , Margot M. E. Neggers , Antonio L. Furtado

Pre-trained language models (PLMs) fail to generate long-form narrative text because they do not consider global structure. As a result, the generated texts are often incohesive, repetitive, or lack content. Recent work in story generation…

Computation and Language · Computer Science 2022-06-08 Yiping Jin , Vishakha Kadam , Dittaya Wanvarie

Recent research in AI is focusing towards generating narrative stories about visual scenes. It has the potential to achieve more human-like understanding than just basic description generation of images- in-sequence. In this work, we…

Artificial Intelligence · Computer Science 2018-09-25 Marko Smilevski , Ilija Lalkovski , Gjorgji Madjarov
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