Update dataset card with paper links, metadata, and benchmark details

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by nielsr HF Staff - opened
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  1. README.md +69 -0
README.md CHANGED
@@ -33,4 +33,73 @@ configs:
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  path: data/train-*
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  - split: test
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  path: data/test-*
 
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  path: data/train-*
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  - split: test
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  path: data/test-*
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+ task_categories:
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+ - image-text-to-text
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+ tags:
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+ - healthcare
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+ - medical
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+ - gui-automation
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+ - vlm-agent
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  ---
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+
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+ # CareFlow Benchmark
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+
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+ [**Project Page**](https://akashghosh.github.io/Care-Pilot/) | [**Paper**](https://huggingface.co/papers/2603.24157) | [**GitHub**](https://github.com/AkashGhosh/CarePilot)
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+
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+ **CareFlow** is a high-quality human-annotated benchmark for long-horizon software workflows across medical annotation tools, DICOM viewers, EHR systems, and laboratory information systems. It was introduced as part of the paper "CarePilot: A Multi-Agent Framework for Long-Horizon Computer Task Automation in Healthcare".
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+
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+ The benchmark is designed to evaluate vision-language models (VLMs) on complex, multi-step interactions in domain-specific medical contexts.
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+
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+ ## Dataset Summary
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+
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+ CareFlow covers four major categories of clinical software:
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+
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+ | Category | Platforms |
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+ |---|---|
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+ | DICOM viewing & infrastructure | Orthanc, Weasis |
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+ | Medical image computing & annotation | 3D Slicer |
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+ | Hospital information & EMR systems | OpenEMR |
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+ | Laboratory information systems | OpenHospital (OOD) |
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+
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+ ### Dataset Statistics
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+
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+ | Split | Tasks | Avg. Steps | Min | Max | Actions |
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+ |---|---|---|---|---|---|
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+ | Train | 735 | 12.7 | 7 | 22 | 6 |
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+ | Test | 315 | 12.9 | 9 | 24 | 6 |
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+ | **Total** | **1050** | — | — | — | **6** |
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+
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+ ### Action Space
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+
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+ The benchmark defines 6 primary atomic semantic actions:
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+ - `CLICK`: Move the cursor and click at the specified item.
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+ - `SCROLL`: Scroll the active view vertically or horizontally.
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+ - `ZOOM`: Adjust the magnification level of the displayed image or view.
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+ - `TEXT`: Type a string into the focused input field.
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+ - `SEGMENT`: Create or edit a segmentation / ROI on the medical image.
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+ - `COMPLETE`: Mark the workflow or task as finished.
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+
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+ ## Usage
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+
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+ To run the CarePilot agentic pipeline on the CareFlow dataset, navigate to the `Agentic_Pipeline` directory in the [official repository](https://github.com/AkashGhosh/CarePilot) and use the following command:
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+
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+ ```bash
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+ python main.py --mode dataset --max_tasks 5
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+ ```
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+
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+ To generate Critic-augmented trajectories (SFT Data) from the training set:
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+
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+ ```bash
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+ python main.py --mode dataset --max_tasks 735 --start_task 0
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+ ```
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @inproceedings{ghosh2026carepilot,
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+ title={CarePilot: A Multi-Agent Framework for Long-Horizon Computer Task Automation in Healthcare},
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+ author={Akash Ghosh and Tajamul Ashraf and Rishu Kumar Singh and Numan Saeed and Sriparna Saha and Xiuying Chen and Salman Khan},
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+ booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
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+ year={2026},
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+ }
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+ ```