Towards Cognitive Process-Aware Proactive Writing Support
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Abstract (arXiv)
Large language models can support writing, but existing tools require users to explicitly articulate prompts-particularly burdensome in creative writing, where intentions are often ambiguous. Proactive support that infers users' needs from writing interactions could alleviate this burden, but raises two challenges: determining what support to provide and when to intervene. This work focuses on the former. We hypothesize that Flower and Hayes' cognitive process theory of writing-which characterizes writing through six cognitive processes-offers an interpretable bridge between observable writing behavior and appropriate support types. Through a formative study and literature review, we identify 14 writing support types associated with these cognitive processes, along with characteristic interaction behaviors linked to each process. We then instantiate this framework in AToM CoWriter, which infers support needs from writing interactions and document context. Two within-subjects studies (N = 21) provide initial evidence that this approach improves expressiveness and idea exploration, and that cognitive process inference increases engagement with proactive suggestions. These findings suggest that cognitive processes can provide a promising basis for support selection in proactive writing systems.
Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 32 of its 99 references that are in the map. First posted on arXiv 31 Aug 2026.
Builds on
32 of 99 references.
References · 32
- 2022CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilitiescited by 249
- 2022Co-Writing Screenplays and Theatre Scripts with Language Models: An Evaluation by Industry Professionalscited by 191
- 2022Reading Between the Lines: Modeling User Behavior and Costs in AI-Assisted Programmingcited by 91
- 2024A Design Space for Intelligent and Interactive Writing Assistantscited by 76
- 2023Bridging the Gulf of Envisioning: Cognitive Design Challenges in LLM Interfacescited by 72
- 2022Beyond Text Generation: Supporting Writers with Continuous Automatic Text Summariescited by 47
- 2019Plan, Write, and Revise: an Interactive System for Open-Domain Story Generationcited by 43
- 2024Need Help? Designing Proactive AI Assistants for Programmingcited by 43
- 2023Choice Over Control: How Users Write with Large Language Models using Diegetic and Non-Diegetic Promptingcited by 36
- 2023Beyond the Chat: Executable and Verifiable Text-Editing with LLMscited by 35
- 2025Assistance or Disruption? Exploring and Evaluating the Design and Trade-offs of Proactive AI Programming Supportcited by 34
- 2022Interacting with next-phrase suggestions: How suggestion systems aid and influence the cognitive processes of writingcited by 27
20 more
- 2023Beyond Prompts: Exploring the Design Space of Mixed-Initiative Co-Creativity Systemscited by 20
- 2021CharacterChat: Supporting the Creation of Fictional Characters through Conversation and Progressive Manifestation with a Chatbotcited by 18
- 2022Mutual Theory of Mind for Human-AI Communicationcited by 15
- 2021Effective Interfaces for Student-Driven Revision Sessions for Argumentative Writingcited by 12
- 2025Script&Shift: A Layered Interface Paradigm for Integrating Content Development and Rhetorical Strategy with LLM Writing Assistantscited by 12
- 2021Machine-in-the-Loop Rewriting for Creative Image Captioningcited by 11
- 2024Visual Story-Writing: Writing by Manipulating Visual Representations of Storiescited by 10
- 2025Where Do I 'Add the Egg'?: Exploring Agency and Ownership in AI Creative Co-Writing Systemscited by 7
- 2026Developer Interaction Patterns with Proactive AI: A Five-Day Field Studycited by 7
- 2023Predicting Desirable Revisions of Evidence and Reasoning in Argumentative Writingcited by 6
- 2026Behavioral Indicators of Overreliance During Interaction with Conversational Language Modelscited by 5
- 2025Polymind: Parallel Visual Diagramming with Large Language Models to Support Prewriting Through Microtaskscited by 4
- 2025StorySage: Conversational Autobiography Writing Powered by a Multi-Agent Frameworkcited by 4
- 2026Narrix: Remixing Narrative Strategies from Examples for Story Writingcited by 4
- 2026From Crafting Text to Crafting Thought: Grounding AI Writing Support to Writing Center Pedagogycited by 3
- 2024CoCo Matrix: Taxonomy of Cognitive Contributions in Co-writing with Intelligent Agentscited by 2
- 2026Texterial: A Text-as-Material Interaction Paradigm for LLM-Mediated Writingcited by 2
- 2026PersonaMail: Learning and Adapting Personal Communication Preferences for Context-Aware Email Writingcited by 1
- 2026CoLyricist: Enhancing Lyric Writing with AI through Workflow-Aligned Supportcited by 1
- 2026PlayWrite: A Multimodal System for AI Supported Narrative Co-Authoring Through Play in XRcited by 1
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