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Recent developments in natural language generation (NLG) using neurallanguage models have brought us closer than ever to the goal of buildingAI-powered creative writing tools. However, most prior work on human-AIcollaboration in the creative writing domain has evaluated new systems withamateur writers, typically in contrived user studies of limited scope. In thiswork, we commissioned 13 professional, published writers from a diverse set ofcreative writing backgrounds to craft stories using Wordcraft, a text editorwith built-in AI-powered writing assistance tools. Using interviews andparticipant journals, we discuss the potential of NLG to have significantimpact in the creative writing domain--especially with respect tobrainstorming, generation of story details, world-building, and researchassistance. Experienced writers, more so than amateurs, typically havewell-developed systems and methodologies for writing, as well as distinctivevoices and target audiences. Our work highlights the challenges in building forthese writers; NLG technologies struggle to preserve style and authorial voice,and they lack deep understanding of story contents. In order for AI-poweredwriting assistants to realize their full potential, it is essential that theytake into account the diverse goals and expertise of human writers.

Creative Writing with an AI-Powered Writing Assistant: Perspectives from Professional Writers