Inspo: Writing with Crowds Alongside AI
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Abstract (arXiv)
The use of artificial intelligence (AI) to support creative writing has bloomed in recent years. However, it is less well understood how AI compares to on-demand human support. We explored how writers interact with both AI and crowd worker writing assistants in creative writing. We replicated the interface of the prior crowd-writing system, Heteroglossia, and developed Inspo, a text editor allowing users to request suggestions from AI models and crowd workers. In a one-week deployment study involving eight creative writers, we examined how often participants selected crowd workers when fluent AI text generators were also available. Findings showed a consistent decline in crowd worker usage, with participants favoring AI due to its faster responses and more consistent quality. We conclude with suggestions for future systems, recommending designs that account for the unique strengths and weaknesses of human versus AI assistants, strategies to address automation bias, and sociocultural views of writing.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). First posted on arXiv 28 Nov 2023.
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Citing papers per year: 2024: 4; 2025: 1.
5 papers.
- 2024A Robot Walks into a Bar: Can Language Models Serve as Creativity Support Tools for Comedy? An Evaluation of LLMs' Humour Alignment with Comedianscited by 29
- 2024Reading Subtext: Evaluating Large Language Models on Short Story Summarization with Writerscited by 19
- 2024Collage is the New Writing: Exploring the Fragmentation of Text and User Interfaces in AI Toolscited by 13
- 2024LLMs as Writing Assistants: Exploring Perspectives on Sense of Ownership and Reasoningcited by 12
- 2025Collaborative Document Editing with Multiple Users and AI Agentscited by 5
- 2025Collaborative Document Editing with Multiple Users and AI Agents15 Sep 2025
- 2024A Robot Walks into a Bar: Can Language Models Serve as Creativity Support Tools for Comedy? An Evaluation of LLMs' Humour Alignment with Comedians31 May 2024
- 2024Collage is the New Writing: Exploring the Fragmentation of Text and User Interfaces in AI Tools27 May 2024
- 2024LLMs as Writing Assistants: Exploring Perspectives on Sense of Ownership and Reasoning20 Mar 2024
- 2024Reading Subtext: Evaluating Large Language Models on Short Story Summarization with Writers2 Mar 2024