There and Back Again: Extracting Formal Domains for Controllable Neurosymbolic Story Authoring

Jack Kelly, Alex Calderwood, Noah Wardrip-Fruin, Michael Mateas
{"title":"There and Back Again: Extracting Formal Domains for Controllable Neurosymbolic Story Authoring","authors":"Jack Kelly, Alex Calderwood, Noah Wardrip-Fruin, Michael Mateas","doi":"10.1609/aiide.v19i1.27502","DOIUrl":null,"url":null,"abstract":"Story generators using language models offer the automatic production of highly fluent narrative content, but they are hard to control and understand, seizing creative tasks that many authors wish to perform themselves. On the other hand, planning-based story generators are highly controllable and easily understood but require story domains that must be laboriously crafted; further, they lack the capacity for fluent language generation. In this paper, we explore hybrid approaches that aim to bridge the gap between language models and narrative planners. First, we demonstrate that language models can be used to author narrative planning domains from natural language stories with minimal human intervention. Second, we explore the reverse, demonstrating that we can use logical story domains and plans to produce stories that respect the narrative commitments of the planner. In doing so, we aim to build a foundation for human-centric authoring tools that facilitate novel creative experiences.","PeriodicalId":498041,"journal":{"name":"Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment","volume":"208 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1609/aiide.v19i1.27502","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Story generators using language models offer the automatic production of highly fluent narrative content, but they are hard to control and understand, seizing creative tasks that many authors wish to perform themselves. On the other hand, planning-based story generators are highly controllable and easily understood but require story domains that must be laboriously crafted; further, they lack the capacity for fluent language generation. In this paper, we explore hybrid approaches that aim to bridge the gap between language models and narrative planners. First, we demonstrate that language models can be used to author narrative planning domains from natural language stories with minimal human intervention. Second, we explore the reverse, demonstrating that we can use logical story domains and plans to produce stories that respect the narrative commitments of the planner. In doing so, we aim to build a foundation for human-centric authoring tools that facilitate novel creative experiences.
来去自如:提取可控制神经符号故事创作的形式域
使用语言模型的故事生成器提供了高度流畅的叙事内容的自动生成,但它们很难控制和理解,抓住了许多作者希望自己完成的创造性任务。另一方面,基于计划的故事生成器是高度可控且易于理解的,但需要精心制作的故事域;此外,他们缺乏流利的语言生成能力。在本文中,我们探讨了旨在弥合语言模型和叙事计划者之间差距的混合方法。首先,我们证明了语言模型可以在最少的人为干预下从自然语言故事中创建叙事规划域。其次,我们探索了相反的情况,证明我们可以使用逻辑故事域和计划来制作尊重计划者叙事承诺的故事。在这样做的过程中,我们的目标是为以人为中心的创作工具建立一个基础,以促进新颖的创作体验。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信