CrossData: Leveraging Text-Data Connections for Authoring Data Documents
Chen Zhu-Tian, Haijun Xia
Abstract
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.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 4004eed9-d75f-457c-9cbe-09ddc4e7be01Cited by top-tier papers24
- Graphologue: Exploring Large Language Model Responses with Interactive DiagramsPeiling Jiang, Jude Rayan, Steven P. Dow, Haijun XiaUIST 2023 · 135 citations
- PromptMagician: Interactive Prompt Engineering for Text-to-Image CreationYingchaojie Feng, Xingbo Wang, Kamkwai Wong, Sijia Wang et al.IEEE VIS 2023 · 127 citations
- DataParticles: Block-based and Language-oriented Authoring of Animated Unit VisualizationsYining Cao, Jane L. E, Chen Zhu-Tian, Haijun XiaCHI 2023 · 53 citations
- WaitGPT: Monitoring and Steering Conversational LLM Agent in Data Analysis with On-the-Fly Code VisualizationLiwenhan Xie, Chengbo Zheng, Haijun Xia, Huamin Qu et al.UIST 2024 · 45 citations
- Data Player: Automatic Generation of Data Videos with Narration-Animation InterplayLeixian Shen, Yizhi Zhang, Haidong Zhang, Yun WangIEEE VIS 2023 · 43 citations
Builds on11
- Language Models are Few-Shot LearnersTom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah et al.NeurIPS 2020 · 64,255 citations
- NL4DV: A Toolkit for Generating Analytic Specifications for Data Visualization from Natural Language QueriesArpit Narechania, Arjun Srinivasan, John T. StaskoIEEE VIS 2020 · 210 citations
- Answering Questions about Charts and Generating Visual ExplanationsDae Hyun Kim, Enamul Hoque, Maneesh AgrawalaCHI 2020 · 121 citations
- InChorus: Designing Consistent Multimodal Interactions for Data Visualization on Tablet DevicesArjun Srinivasan, Bongshin Lee, Nathalie Henry Riche, Steven Mark Drucker et al.CHI 2020 · 78 citations
- Automatic Annotation Synchronizing with Textual Description for VisualizationChufan Lai, Zhixian Lin, Ruike Jiang, Yun Han et al.CHI 2020 · 74 citations
Related papers
- Kori: Interactive Synthesis of Text and Charts in Data DocumentsShahid Latif, Zheng Zhou, Yoon Kim, Fabian Beck et al.IEEE VIS 2021 · 69 citations
- Passages: Interacting with Text Across DocumentsHan L. Han, Junhang Yu, Raphael Bournet, Alexandre Ciorascu et al.CHI 2022 · 36 citations
- Charagraph: Interactive Generation of Charts for Realtime Annotation of Data-Rich ParagraphsDamien Masson, Sylvain Malacria, Géry Casiez, Daniel VogelCHI 2023 · 35 citations
- Xavier: Toward Better Coding Assistance in Authoring Tabular Data Wrangling ScriptsYunfan Zhou, Xiwen Cai, Qiming Shi, Yanwei Huang et al.CHI 2025 · 4 citations
- Characterizing Stage-aware Writing Assistance for Collaborative Document AuthoringBahareh Sarrafzadeh, Sujay Kumar Jauhar, Michael Gamon, Edward Lank et al.CSCW 2020 · 12 citations
