CrossData: Leveraging Text-Data Connections for Authoring Data Documents
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Abstract (arXiv)
Data documents play a central role in recording, presenting, and disseminating data. Despite the proliferation of applications and systems designed to support the analysis, visualization, and communication of data, writing data documents remains a laborious process, requiring a constant back-and-forth between data processing and writing tools. Interviews with eight professionals revealed that their workflows contained numerous tedious, repetitive, and error-prone operations. The key issue that we identified is the lack of persistent connection between text and data. Thus, we developed CrossData, a prototype that treats text-data connections as persistent, interactive, first-class objects. By automatically identifying, establishing, and leveraging text-data connections, CrossData enables rich interactions to assist in the authoring of data documents. An expert evaluation with eight users demonstrated the usefulness of CrossData, showing that it not only reduced the manual effort in writing data documents but also opened new possibilities to bridge the gap between data exploration and writing.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 Oct 2023.
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Citing papers per year: 2024: 2; 2025: 4.
6 papers.
- 2024WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code Visualizationcited by 38
- 2024Sketch Then Generate: Providing Incremental User Feedback and Guiding LLM Code Generation through Language-Oriented Code Sketchescited by 7
- 2025DATAWEAVER: Authoring Data-Driven Narratives through the Integrated Composition of Visualization and Textcited by 4
- 2025"The Diagram is like Guardrails": Structuring GenAI-assisted Hypotheses Exploration with an Interactive Shared Representationcited by 3
- 2025ReSpark: Leveraging Previous Data Reports as References to Generate New Reports with LLMscited by 2
- 2025Reality Proxy: Fluid Interactions with Real-World Objects in MR via Abstract Representationscited by 1
- 2025Reality Proxy: Fluid Interactions with Real-World Objects in MR via Abstract Representations23 Jul 2025
- 2025DATAWEAVER: Authoring Data-Driven Narratives through the Integrated Composition of Visualization and Text29 Mar 2025
- 2025"The Diagram is like Guardrails": Structuring GenAI-assisted Hypotheses Exploration with an Interactive Shared Representation21 Mar 2025
- 2025ReSpark: Leveraging Previous Data Reports as References to Generate New Reports with LLMs4 Feb 2025
- 2024WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code Visualization3 Aug 2024
- 2024Sketch Then Generate: Providing Incremental User Feedback and Guiding LLM Code Generation through Language-Oriented Code Sketches7 May 2024