Language models can prematurely settle writer’s organizing problems
Early Epistemic Settlement in AI-Assisted Writing
Human-Computer InteractionComputers and Society
Summary
Writers sometimes use AI language models to help solve problems in their writing before fully finishing their own ideas. The authors explain how accepting these AI suggestions too soon can stop writers from exploring better ideas or changing their original plans. Even if the writing looks good at the moment, this early agreement with the AI can limit future changes or deeper thinking. This is especially true for complex writing, like theoretical or exploratory texts.
What this means in practice
- •For technical writers: Improve awareness of when AI writing suggestions might limit critical revisions during document drafting.
- •For content editors: Develop review processes that identify early acceptance of AI-generated text which may block deeper content development.
A theory result. No direct application yet.
Authors
Han-yu Wang
Abstract
A language model can resolve a writer's current organizing problem while the construction needed for her own resolution remains unfinished. I call this early epistemic settlement. The supplied organization meets every demand then governing the passage, yet proceeding from it can displace work through which the writer would have changed those demands or become able to form further organizations. I distinguish the coordination needed to complete an already formable organization from construction that changes which organizations are formable in the first place. Settlement in the first case changes the relative work still required to bring available organizations to sufficiency. In the second, it can remove the need for the work through which another organization would become formable. Even when supplied resolution and continued construction leave the same visible qualification, different dependencies in the writer's inquiry may support different later organizations. Model suggestions can also contribute to this development when writers work through them while the problem remains unresolved. In theoretical and exploratory writing, the relations developed in reaching local adequacy help determine what the writer can later defend or develop. A sound judgment that the present passage is sufficient can therefore make further inquiry dispensable before that generative work has occurred.