Data-to-text systems as writing environment

Adela Schneider, Andreas Madsack, Johanna Heininger, Ching-Yi Chen, Robert Weißgraeber


Abstract
Today, data-to-text systems are used as commercial solutions for automated text productionof large quantities of text. Therefore, they already represent a new technology of writing. This new technology requires the author, asan act of writing, both to configure a systemthat then takes over the transformation into areal text, but also to maintain strategies of traditional writing. What should an environmentlook like, where a human guides a machineto write texts? Based on a comparison of theNLG pipeline architecture with the results ofthe research on the human writing process, thispaper attempts to take an overview of whichtasks need to be solved and which strategiesare necessary to produce good texts in this environment. From this synopsis, principles for thedesign of data-to-text systems as a functioningwriting environment are then derived.
Anthology ID:
2022.in2writing-1.1
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:
1–10
Language:
URL:
https://aclanthology.org/2022.in2writing-1.1
DOI:
10.18653/v1/2022.in2writing-1.1
Bibkey:
Cite (ACL):
Adela Schneider, Andreas Madsack, Johanna Heininger, Ching-Yi Chen, and Robert Weißgraeber. 2022. Data-to-text systems as writing environment. In Proceedings of the First Workshop on Intelligent and Interactive Writing Assistants (In2Writing 2022), pages 1–10, Dublin, Ireland. Association for Computational Linguistics.
Cite (Informal):
Data-to-text systems as writing environment (Schneider et al., In2Writing 2022)
Copy Citation:
PDF:
https://aclanthology.org/2022.in2writing-1.1.pdf
Video:
 https://aclanthology.org/2022.in2writing-1.1.mp4