mlsanityData to 7 Oct 2026

Beyond Clicking:A Step Towards Generalist GUI Grounding via Text Dragging

arXiv 2601.06031 ↗First posted 7 Nov 2025cs.HC cs.AIcited by 3

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Abstract (arXiv)

Graphical user interface (GUI) grounding, the process of mapping human instructions to GUI actions, serves as a fundamental basis to autonomous GUI agents. While existing grounding models achieve promising performance to simulate the mouse click action on various click-based benchmarks, another essential mode of mouse interaction, namely dragging, remains largely underexplored. Yet, dragging the mouse to select and manipulate textual content represents a prevalent and important usage in practical GUI scenarios. To narrow this gap, we first introduce GUI-Drag, a diverse dataset of 161K text dragging examples synthesized through a scalable pipeline. To support systematic and robust evaluation, we further construct ScreenDrag, a benchmark with 5,333 examples spanning three levels of interface context, together with three dedicated metrics designed for assessing text dragging capability. Models trained on GUI-Drag with an efficient continual training strategy achieve substantial improvements on ScreenDrag, while preserving the original click-based performance on ScreenSpot, ScreenSpot-v2, and OSWorld-G. Our work encourages further research on broader GUI grounding beyond just clicking and paves way toward a truly generalist GUI grounding model. All benchmark, data, checkpoints, and code are open-sourced and available at https://osu-nlp-group.github.io/GUI-Drag.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 37 of its 72 references that are in the map. First posted on arXiv 7 Nov 2025.

Builds on

37 of 72 references.

References · 37

  1. 2025Qwen2.5-VL Technical Reportcited by 5,418
  2. 2024Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolutioncited by 4,151
  3. 2023Mind2Web: Towards a Generalist Agent for the Webcited by 1,210
  4. 2024OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environmentscited by 1,134
  5. 2023CogAgent: A Visual Language Model for GUI Agentscited by 692
  6. 2025UI-TARS: Pioneering Automated GUI Interaction with Native Agentscited by 584
  7. 2024SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agentscited by 553
  8. 2024GPT-4V(ision) is a Generalist Web Agent, if Groundedcited by 547
  9. 2024WebVoyager: Building an End-to-End Web Agent with Large Multimodal Modelscited by 424
  10. 2024Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agentscited by 373
  11. 2024OS-ATLAS: A Foundation Action Model for Generalist GUI Agentscited by 370
  12. 2024Aguvis: Unified Pure Vision Agents for Autonomous GUI Interactioncited by 271
25 more
  1. 2025ScreenSpot-Pro: GUI Grounding for Professional High-Resolution Computer Usecited by 246
  2. 2025GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agentscited by 240
  3. 2024ShowUI: One Vision-Language-Action Model for GUI Visual Agentcited by 226
  4. 2025UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learningcited by 205
  5. 2024OmniParser for Pure Vision Based GUI Agentcited by 193
  6. 2025UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learningcited by 166
  7. 2025An Illusion of Progress? Assessing the Current State of Web Agentscited by 165
  8. 2024AssistantBench: Can Web Agents Solve Realistic and Time-Consuming Tasks?cited by 155
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  10. 2025InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasonerscited by 140
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  12. 2023GPT-4V in Wonderland: Large Multimodal Models for Zero-Shot Smartphone GUI Navigationcited by 137
  13. 2024Aria-UI: Visual Grounding for GUI Instructionscited by 136
  14. 2025Scaling Computer-Use Grounding via User Interface Decomposition and Synthesiscited by 132
  15. 2024GUI Agents: A Surveycited by 101
  16. 2025GUI-Actor: Coordinate-Free Visual Grounding for GUI Agentscited by 89
  17. 2025Agent Learning via Early Experiencecited by 79
  18. 2025UI-Vision: A Desktop-centric GUI Benchmark for Visual Perception and Interactioncited by 68
  19. 2025GUI-G2: Gaussian Reward Modeling for GUI Groundingcited by 60
  20. 2025LLM-Powered GUI Agents in Phone Automation: Surveying Progress and Prospectscited by 31
  21. 2025DiMo-GUI: Advancing Test-time Scaling in GUI Grounding via Modality-Aware Visual Reasoningcited by 29
  22. 2025Phi-Ground Tech Report: Advancing Perception in GUI Groundingcited by 24
  23. 2025OmniParser V2: Structured-Points-of-Thought for Unified Visual Text Parsing and Its Generality to Multimodal Large Language Modelscited by 22
  24. 2025Chain-of-Memory: Enhancing GUI Agents for Cross-Application Navigationcited by 13
  25. 2025SparkUI-Parser: Enhancing GUI Perception with Robust Grounding and Parsingcited by 2

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 3.

3 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2025Zoom in, Click out: Unlocking and Evaluating the Potential of Zooming for GUI Grounding
  2. 2026AdaZoom-GUI: Adaptive Zoom-based GUI Grounding with Instruction Refinement
  3. 2025VenusBench-GD: A Comprehensive Multi-Platform GUI Benchmark for Diverse Grounding Tasks
  4. 2026POINTS-GUI-G: GUI-Grounding Journey
  5. 2026DRS-GUI: Dynamic Region Search for Training-Free GUI Grounding
  6. 2025Generalist Scanner Meets Specialist Locator: A Synergistic Coarse-to-Fine Framework for Robust GUI Grounding
  7. 2026GoClick: Lightweight Element Grounding Model for Autonomous GUI Interaction
  8. 2025GUI-Bee: Align GUI Action Grounding to Novel Environments via Autonomous Exploration