Beyond Text Generation: Supporting Writers with Continuous Automatic Text Summaries
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Abstract (arXiv)
We propose a text editor to help users plan, structure and reflect on their writing process. It provides continuously updated paragraph-wise summaries as margin annotations, using automatic text summarization. Summary levels range from full text, to selected (central) sentences, down to a collection of keywords. To understand how users interact with this system during writing, we conducted two user studies (N=4 and N=8) in which people wrote analytic essays about a given topic and article. As a key finding, the summaries gave users an external perspective on their writing and helped them to revise the content and scope of their drafted paragraphs. People further used the tool to quickly gain an overview of the text and developed strategies to integrate insights from the automated summaries. More broadly, this work explores and highlights the value of designing AI tools for writers, with Natural Language Processing (NLP) capabilities that go beyond direct text generation and correction.
Key facts. Cited by 47 papers in the map (data through 7 Oct 2026). Builds on 14 of its 61 references that are in the map. First posted on arXiv 19 Aug 2022.
Builds on
14 of 61 references.
References · 14
- 2019Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformercited by 14,491
- 2017Get To The Point: Summarization with Pointer-Generator Networkscited by 1,281
- 2022CoAuthor: Designing a Human-AI Collaborative Writing Dataset for Exploring Language Model Capabilitiescited by 245
- 2019Neural Text Summarization: A Critical Evaluationcited by 189
- 2021Screen2Words: Automatic Mobile UI Summarization with Multimodal Learningcited by 119
- 2019Gmail Smart Compose: Real-Time Assisted Writingcited by 97
- 2021The Impact of Multiple Parallel Phrase Suggestions on Email Input and Composition Behaviour of Native and Non-Native English Writerscited by 61
- 2022Designing Creative AI Partners with COFI: A Framework for Modeling Interaction in Human-AI Co-Creative Systemscited by 59
- 2016Smart Reply: Automated Response Suggestion for Emailcited by 54
- 2018Controllable Neural Story Plot Generation via Reward Shapingcited by 49
- 2021CharacterChat: Supporting the Creation of Fictional Characters through Conversation and Progressive Manifestation with a Chatbotcited by 18
- 2020Conversations with Documents. An Exploration of Document-Centered Assistancecited by 12
2 more
- 2021Hierarchical Summarization for Longform Spoken Dialogcited by 9
- 2020Scones: Towards Conversational Authoring of Sketchescited by 7
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Citing papers per year: 2023: 15; 2024: 13; 2025: 13; 2026: 6.
47 papers.
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- 2023Co-Writing with Opinionated Language Models Affects Users' Viewscited by 145
- 2024A Design Space for Intelligent and Interactive Writing Assistantscited by 76
- 2023Luminate: Structured Generation and Exploration of Design Space with Large Language Models for Human-AI Co-Creationcited by 63
- 2024Can AI writing be salvaged? Mitigating Idiosyncrasies and Improving Human-AI Alignment in the Writing Process through Editscited by 49
- 2023VISAR: A Human-AI Argumentative Writing Assistant with Visual Programming and Rapid Draft Prototypingcited by 46
- 2023Writer-Defined AI Personas for On-Demand Feedback Generationcited by 36
- 2024The RealHumanEval: Evaluating Large Language Models' Abilities to Support Programmerscited by 28
- 2023DataTales: Investigating the use of Large Language Models for Authoring Data-Driven Articlescited by 24
- 2023RELIC: Investigating Large Language Model Responses using Self-Consistencycited by 23
- 2023The AI Ghostwriter Effect: When Users Do Not Perceive Ownership of AI-Generated Text But Self-Declare as Authorscited by 22
- 2024GhostWriter: Augmenting Collaborative Human-AI Writing Experiences Through Personalization and Agencycited by 18
- 2023"It Felt Like Having a Second Mind": Investigating Human-AI Co-creativity in Prewriting with Large Language Modelscited by 15
35 more
- 2024Position: Towards Bidirectional Human-AI Alignmentcited by 15
- 2024"It was 80% me, 20% AI": Seeking Authenticity in Co-Writing with Large Language Modelscited by 14
- 2025Co-Writing with AI, on Human Terms: Aligning Research with User Demands Across the Writing Processcited by 14
- 2024Generative Echo Chamber? Effects of LLM-Powered Search Systems on Diverse Information Seekingcited by 13
- 2024Authors' Values and Attitudes Towards AI-bridged Scalable Personalization of Creative Language Artscited by 13
- 2024Collage is the New Writing: Exploring the Fragmentation of Text and User Interfaces in AI Toolscited by 13
- 2023Storyfier: Exploring Vocabulary Learning Support with Text Generation Modelscited by 12
- 2023Exploring Perspectives on the Impact of Artificial Intelligence on the Creativity of Knowledge Work: Beyond Mechanised Plagiarism and Stochastic Parrotscited by 11
- 2023CatAlyst: Domain-Extensible Intervention for Preventing Task Procrastination Using Large Generative Modelscited by 10
- 2025Generative AI in Knowledge Work: Design Implications for Data Navigation and Decision-Makingcited by 9
- 2023Parachute: Evaluating Interactive Human-LM Co-writing Systemscited by 7
- 2023Mapping the Design Space of Interactions in Human-AI Text Co-creation Taskscited by 6
- 2023LMCanvas: Object-Oriented Interaction to Personalize Large Language Model-Powered Writing Environmentscited by 6
- 2024TutoAI: A Cross-domain Framework for AI-assisted Mixed-media Tutorial Creation on Physical Taskscited by 6
- 2024Language Models as Critical Thinking Tools: A Case Study of Philosopherscited by 6
- 2025CorpusStudio: Surfacing Emergent Patterns in a Corpus of Prior Work while Writingcited by 5
- 2025StorySage: Conversational Autobiography Writing Powered by a Multi-Agent Frameworkcited by 4
- 2025A Systematic Review of Human-AI Co-Creativitycited by 4
- 2025Constella: Supporting Storywriters' Interconnected Character Creation through LLM-based Multi-Agentscited by 4
- 2025Composable Prompting Workspaces for Creative Writing: Exploration and Iteration Using Dynamic Widgetscited by 3
- 2024CoCo Matrix: Taxonomy of Cognitive Contributions in Co-writing with Intelligent Agentscited by 2
- 2025Leveraging ChatGPT for Sponsored Ad Detection and Keyword Extraction in YouTube Videoscited by 2
- 2026Texterial: A Text-as-Material Interaction Paradigm for LLM-Mediated Writingcited by 2
- 2023Lay Text Summarisation Using Natural Language Processing: A Narrative Literature Reviewcited by 1
- 2025Comparing Native and Non-native English Speakers' Behaviors in Collaborative Writing through Visual Analyticscited by 1
- 2025PromptCanvas: Composable Prompting Workspaces Using Dynamic Widgets for Exploration and Iteration in Creative Writingcited by 1
- 2025AdvisingWise: Supporting Academic Advising in Higher Education Settings Through a Human-in-the-Loop Multi-Agent Frameworkcited by 1
- 2026CoLyricist: Enhancing Lyric Writing with AI through Workflow-Aligned Supportcited by 1
- 2026Priming, Path-dependence, and Plasticity: Understanding the molding of user-LLM interaction and its implications from (many) chat logs in the wildcited by 1
- 2024RealitySummary: Exploring On-Demand Mixed Reality Text Summarization and Question Answering using Large Language Modelscited by 0
- 2025Voice Interaction With Conversational AI Could Facilitate Thoughtful Reflection and Substantive Revision in Writingcited by 0
- 2025Semantic-Aware Fuzzing: An Empirical Framework for LLM-Guided, Reasoning-Driven Input Mutationcited by 0
- 2026From Intention to Text: AI-Supported Goal Setting in Academic Writingcited by 0
- 2026Semantic Prompting: Agentic Incremental Narrative Refinement through Spatial Semantic Interactioncited by 0
- 2026Towards Cognitive Process-Aware Proactive Writing Supportcited by 0
- 2026Towards Cognitive Process-Aware Proactive Writing Support31 Aug 2026
- 2026Priming, Path-dependence, and Plasticity: Understanding the molding of user-LLM interaction and its implications from (many) chat logs in the wild7 May 2026
- 2026Semantic Prompting: Agentic Incremental Narrative Refinement through Spatial Semantic Interaction21 Apr 2026
- 2026From Intention to Text: AI-Supported Goal Setting in Academic Writing17 Apr 2026
- 2026Texterial: A Text-as-Material Interaction Paradigm for LLM-Mediated Writing28 Feb 2026
- 2026CoLyricist: Enhancing Lyric Writing with AI through Workflow-Aligned Support26 Feb 2026
- 2025AdvisingWise: Supporting Academic Advising in Higher Education Settings Through a Human-in-the-Loop Multi-Agent Framework7 Nov 2025
- 2025Semantic-Aware Fuzzing: An Empirical Framework for LLM-Guided, Reasoning-Driven Input Mutation23 Sep 2025
- 2025Constella: Supporting Storywriters' Interconnected Character Creation through LLM-based Multi-Agents8 Jul 2025
- 2025A Systematic Review of Human-AI Co-Creativity26 Jun 2025
- 2025StorySage: Conversational Autobiography Writing Powered by a Multi-Agent Framework17 Jun 2025
- 2025PromptCanvas: Composable Prompting Workspaces Using Dynamic Widgets for Exploration and Iteration in Creative Writing4 Jun 2025
35 more
- 2025Co-Writing with AI, on Human Terms: Aligning Research with User Demands Across the Writing Process16 Apr 2025
- 2025Voice Interaction With Conversational AI Could Facilitate Thoughtful Reflection and Substantive Revision in Writing11 Apr 2025
- 2025Composable Prompting Workspaces for Creative Writing: Exploration and Iteration Using Dynamic Widgets27 Mar 2025
- 2025Generative AI in Knowledge Work: Design Implications for Data Navigation and Decision-Making24 Mar 2025
- 2025CorpusStudio: Surfacing Emergent Patterns in a Corpus of Prior Work while Writing16 Mar 2025
- 2025Comparing Native and Non-native English Speakers' Behaviors in Collaborative Writing through Visual Analytics25 Feb 2025
- 2025Leveraging ChatGPT for Sponsored Ad Detection and Keyword Extraction in YouTube Videos20 Feb 2025
- 2024"It was 80% me, 20% AI": Seeking Authenticity in Co-Writing with Large Language Models20 Nov 2024
- 2024Can AI writing be salvaged? Mitigating Idiosyncrasies and Improving Human-AI Alignment in the Writing Process through Edits22 Sep 2024
- 2024Position: Towards Bidirectional Human-AI Alignment13 Jun 2024
- 2024RealitySummary: Exploring On-Demand Mixed Reality Text Summarization and Question Answering using Large Language Models28 May 2024
- 2024Collage is the New Writing: Exploring the Fragmentation of Text and User Interfaces in AI Tools27 May 2024
- 2024CoCo Matrix: Taxonomy of Cognitive Contributions in Co-writing with Intelligent Agents21 May 2024
- 2024Language Models as Critical Thinking Tools: A Case Study of Philosophers6 Apr 2024
- 2024The RealHumanEval: Evaluating Large Language Models' Abilities to Support Programmers3 Apr 2024
- 2024A Design Space for Intelligent and Interactive Writing Assistants21 Mar 2024
- 2024TutoAI: A Cross-domain Framework for AI-assisted Mixed-media Tutorial Creation on Physical Tasks12 Mar 2024
- 2024Authors' Values and Attitudes Towards AI-bridged Scalable Personalization of Creative Language Arts1 Mar 2024
- 2024GhostWriter: Augmenting Collaborative Human-AI Writing Experiences Through Personalization and Agency13 Feb 2024
- 2024Generative Echo Chamber? Effects of LLM-Powered Search Systems on Diverse Information Seeking8 Feb 2024
- 2023RELIC: Investigating Large Language Model Responses using Self-Consistency28 Nov 2023
- 2023Luminate: Structured Generation and Exploration of Design Space with Large Language Models for Human-AI Co-Creation19 Oct 2023
- 2023Writer-Defined AI Personas for On-Demand Feedback Generation19 Sep 2023
- 2023DataTales: Investigating the use of Large Language Models for Authoring Data-Driven Articles8 Aug 2023
- 2023Storyfier: Exploring Vocabulary Learning Support with Text Generation Models7 Aug 2023
- 2023"It Felt Like Having a Second Mind": Investigating Human-AI Co-creativity in Prewriting with Large Language Models20 Jul 2023
- 2023Exploring Perspectives on the Impact of Artificial Intelligence on the Creativity of Knowledge Work: Beyond Mechanised Plagiarism and Stochastic Parrots20 Jul 2023
- 2023VISAR: A Human-AI Argumentative Writing Assistant with Visual Programming and Rapid Draft Prototyping16 Apr 2023
- 2023LMCanvas: Object-Oriented Interaction to Personalize Large Language Model-Powered Writing Environments27 Mar 2023
- 2023Lay Text Summarisation Using Natural Language Processing: A Narrative Literature Review24 Mar 2023
- 2023Mapping the Design Space of Interactions in Human-AI Text Co-creation Tasks11 Mar 2023
- 2023Parachute: Evaluating Interactive Human-LM Co-writing Systems11 Mar 2023
- 2023The AI Ghostwriter Effect: When Users Do Not Perceive Ownership of AI-Generated Text But Self-Declare as Authors6 Mar 2023
- 2023CatAlyst: Domain-Extensible Intervention for Preventing Task Procrastination Using Large Generative Models11 Feb 2023
- 2023Co-Writing with Opinionated Language Models Affects Users' Views1 Feb 2023
- 2023RELIC: Investigating Large Language Model Responses using Self-Consistencycited by 23
- 2024Language Models as Critical Thinking Tools: A Case Study of Philosopherscited by 6
- 2025Voice Interaction With Conversational AI Could Facilitate Thoughtful Reflection and Substantive Revision in Writingcited by 0
- 2025Semantic-Aware Fuzzing: An Empirical Framework for LLM-Guided, Reasoning-Driven Input Mutationcited by 0
- 2025Semantic-Aware Fuzzing: An Empirical Framework for LLM-Guided, Reasoning-Driven Input Mutation23 Sep 2025
- 2025Voice Interaction With Conversational AI Could Facilitate Thoughtful Reflection and Substantive Revision in Writing11 Apr 2025
- 2024Language Models as Critical Thinking Tools: A Case Study of Philosophers6 Apr 2024
- 2023RELIC: Investigating Large Language Model Responses using Self-Consistency28 Nov 2023
- 2025Constella: Supporting Storywriters' Interconnected Character Creation through LLM-based Multi-Agentscited by 4
- 2025AdvisingWise: Supporting Academic Advising in Higher Education Settings Through a Human-in-the-Loop Multi-Agent Frameworkcited by 1
- 2026Semantic Prompting: Agentic Incremental Narrative Refinement through Spatial Semantic Interactioncited by 0
- 2026Semantic Prompting: Agentic Incremental Narrative Refinement through Spatial Semantic Interaction21 Apr 2026
- 2025AdvisingWise: Supporting Academic Advising in Higher Education Settings Through a Human-in-the-Loop Multi-Agent Framework7 Nov 2025
- 2025Constella: Supporting Storywriters' Interconnected Character Creation through LLM-based Multi-Agents8 Jul 2025
- 2024Position: Towards Bidirectional Human-AI Alignmentcited by 15
- 2024Position: Towards Bidirectional Human-AI Alignment13 Jun 2024
- 2023Co-Writing with Opinionated Language Models Affects Users' Viewscited by 145
- 2024A Design Space for Intelligent and Interactive Writing Assistantscited by 76
- 2023Luminate: Structured Generation and Exploration of Design Space with Large Language Models for Human-AI Co-Creationcited by 63
- 2024Can AI writing be salvaged? Mitigating Idiosyncrasies and Improving Human-AI Alignment in the Writing Process through Editscited by 49
- 2023VISAR: A Human-AI Argumentative Writing Assistant with Visual Programming and Rapid Draft Prototypingcited by 46
- 2023Writer-Defined AI Personas for On-Demand Feedback Generationcited by 36
- 2024The RealHumanEval: Evaluating Large Language Models' Abilities to Support Programmerscited by 28
- 2023DataTales: Investigating the use of Large Language Models for Authoring Data-Driven Articlescited by 24
- 2023The AI Ghostwriter Effect: When Users Do Not Perceive Ownership of AI-Generated Text But Self-Declare as Authorscited by 22
- 2024GhostWriter: Augmenting Collaborative Human-AI Writing Experiences Through Personalization and Agencycited by 18
- 2023"It Felt Like Having a Second Mind": Investigating Human-AI Co-creativity in Prewriting with Large Language Modelscited by 15
- 2024"It was 80% me, 20% AI": Seeking Authenticity in Co-Writing with Large Language Modelscited by 14
12 most cited of 39 All 39 (JSON)
- 2026Towards Cognitive Process-Aware Proactive Writing Support31 Aug 2026
- 2026Priming, Path-dependence, and Plasticity: Understanding the molding of user-LLM interaction and its implications from (many) chat logs in the wild7 May 2026
- 2026From Intention to Text: AI-Supported Goal Setting in Academic Writing17 Apr 2026
- 2026Texterial: A Text-as-Material Interaction Paradigm for LLM-Mediated Writing28 Feb 2026
- 2026CoLyricist: Enhancing Lyric Writing with AI through Workflow-Aligned Support26 Feb 2026
- 2025A Systematic Review of Human-AI Co-Creativity26 Jun 2025
- 2025StorySage: Conversational Autobiography Writing Powered by a Multi-Agent Framework17 Jun 2025
- 2025PromptCanvas: Composable Prompting Workspaces Using Dynamic Widgets for Exploration and Iteration in Creative Writing4 Jun 2025
- 2025Co-Writing with AI, on Human Terms: Aligning Research with User Demands Across the Writing Process16 Apr 2025
- 2025Composable Prompting Workspaces for Creative Writing: Exploration and Iteration Using Dynamic Widgets27 Mar 2025
- 2025Generative AI in Knowledge Work: Design Implications for Data Navigation and Decision-Making24 Mar 2025
- 2025CorpusStudio: Surfacing Emergent Patterns in a Corpus of Prior Work while Writing16 Mar 2025
12 newest of 39 All 39 (JSON)