A Selective Summary of Where to Hide a Stolen Elephant: Leaps in Creative Writing with Multimodal Machine Intelligence

Nikhil Singh, Guillermo Bernal, Daria Savchenko, Elena Glassman


Abstract
While developing a story, novices and published writers alike have had to look outside themselves for inspiration. Language models have recently been able to generate text fluently, producing new stochastic narratives upon request. However, effectively integrating such capabilities with human cognitive faculties and creative processes remains challenging. We propose to investigate this integration with a multimodal writing support interface that offers writing suggestions textually, visually, and aurally. We conduct an extensive study that combines elicitation of prior expectations before writing, observation and semi-structured interviews during writing, and outcome evaluations after writing. Our results illustrate individual and situational variation in machine-in-the-loop writing approaches, suggestion acceptance, and ways the system is helpful. Centrally, we report how participants perform integrative leaps, by which they do cognitive work to integrate suggestions of varying semantic relevance into their developing stories. We interpret these findings, offering modeling and design recommendations for future creative writing support technologies.
Anthology ID:
2022.in2writing-1.3
Volume:
Proceedings of the First Workshop on Intelligent and Interactive Writing Assistants (In2Writing 2022)
Month:
May
Year:
2022
Address:
Dublin, Ireland
Editors:
Ting-Hao 'Kenneth' Huang, Vipul Raheja, Dongyeop Kang, John Joon Young Chung, Daniel Gissin, Mina Lee, Katy Ilonka Gero
Venue:
In2Writing
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
25–26
Language:
URL:
https://aclanthology.org/2022.in2writing-1.3
DOI:
10.18653/v1/2022.in2writing-1.3
Bibkey:
Cite (ACL):
Nikhil Singh, Guillermo Bernal, Daria Savchenko, and Elena Glassman. 2022. A Selective Summary of Where to Hide a Stolen Elephant: Leaps in Creative Writing with Multimodal Machine Intelligence. In Proceedings of the First Workshop on Intelligent and Interactive Writing Assistants (In2Writing 2022), pages 25–26, Dublin, Ireland. Association for Computational Linguistics.
Cite (Informal):
A Selective Summary of Where to Hide a Stolen Elephant: Leaps in Creative Writing with Multimodal Machine Intelligence (Singh et al., In2Writing 2022)
Copy Citation:
PDF:
https://aclanthology.org/2022.in2writing-1.3.pdf
Video:
 https://aclanthology.org/2022.in2writing-1.3.mp4