mlsanityData to 14 Oct 2026

A Generative AI System for Biomedical Data Discovery with Grammar-Based Visualizations

arXiv 2509.16454 ↗First posted 19 Sep 2025cs.HC cs.AIcited by 1

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Abstract (arXiv)

We explore the potential for combining generative AI with grammar-based visualizations for biomedical data discovery. In our prototype, we use a multi-agent system to generate visualization specifications and apply filters. These visualizations are linked together, resulting in an interactive dashboard that is progressively constructed. Our system leverages the strengths of natural language while maintaining the utility of traditional user interfaces. Furthermore, we utilize generated interactive widgets enabling user adjustment. Finally, we demonstrate the potential utility of this system for biomedical data discovery with a case study.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 25 of its 48 references that are in the map. First posted on arXiv 19 Sep 2025.

Builds on

25 of 48 references.

References · 25

  1. 2023LIDA: A Tool for Automatic Generation of Grammar-Agnostic Visualizations and Infographics using Large Language Modelscited by 82
  2. 2020NL4DV: A Toolkit for Generating Analytic Specifications for Data Visualization from Natural Language Queriescited by 74
  3. 2021Towards Natural Language Interfaces for Data Visualization: A Surveycited by 59
  4. 2025TxAgent: An AI Agent for Therapeutic Reasoning Across a Universe of Toolscited by 59
  5. 2018Data2Vis: Automatic Generation of Data Visualizations Using Sequence to Sequence Recurrent Neural Networkscited by 48
  6. 2024VisEval: A Benchmark for Data Visualization in the Era of Large Language Modelscited by 45
  7. 2024DynaVis: Dynamically Synthesized UI Widgets for Visualization Editingcited by 37
  8. 2021AI4VIS: Survey on Artificial Intelligence Approaches for Data Visualizationcited by 32
  9. 2023Data Formulator: AI-powered Concept-driven Visualization Authoringcited by 32
  10. 2019Text-to-Viz: Automatic Generation of Infographics from Proportion-Related Natural Language Statementscited by 31
  11. 2019FlowSense: A Natural Language Interface for Visual Data Exploration within a Dataflow Systemcited by 25
  12. 2022Towards Natural Language-Based Visualization Authoringcited by 22
13 more
  1. 2023AVA: Towards Autonomous Visualization Agents through Visual Perception-Driven Decision-Makingcited by 21
  2. 2024Data Formulator 2: Iterative Creation of Data Visualizations, with AI Transforming Data Along the Waycited by 21
  3. 2025Understanding the LLM-ification of CHI: Unpacking the Impact of LLMs at CHI through a Systematic Literature Reviewcited by 16
  4. 2024KNOWNET: Guided Health Information Seeking from LLMs via Knowledge Graph Integrationcited by 15
  5. 2025InterChat: Enhancing Generative Visual Analytics using Multimodal Interactionscited by 13
  6. 2024Fine-Tuned Large Language Model for Visualization System: A Study on Self-Regulated Learning in Educationcited by 12
  7. 2024DracoGPT: Extracting Visualization Design Preferences from Large Language Modelscited by 12
  8. 2022Sporthesia: Augmenting Sports Videos Using Natural Languagecited by 11
  9. 2024PhenoFlow: A Human-LLM Driven Visual Analytics System for Exploring Large and Complex Stroke Datasetscited by 9
  10. 2024Sportify: Question Answering with Embedded Visualizations and Personified Narratives for Sports Videocited by 8
  11. 2025Exploring Multimodal Prompt for Visualization Authoring with Large Language Modelscited by 5
  12. 2019A Natural-language-based Visual Query Approach of Uncertain Human Trajectoriescited by 4
  13. 2020Sentifiers: Interpreting Vague Intent Modifiers in Visual Analysis using Word Co-occurrence and Sentiment Analysiscited by 2

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 1.

1 paper.

  1. 2026TopoPilot: Reliable Conversational Workflow Automation for Topological Data Analysis and Visualizationcited by 3