Datasets:
Tasks:
Image-Text-to-Text
Modalities:
Image
Formats:
imagefolder
Languages:
Chinese
Size:
1K - 10K
ArXiv:
License:
| language: | |
| - zh | |
| license: apache-2.0 | |
| size_categories: | |
| - 1K<n<10K | |
| pretty_name: Mobile-R1 | |
| task_categories: | |
| - image-text-to-text | |
| tags: | |
| - Multimodal | |
| - GUI | |
| - Agent | |
| # Dataset Card for Mobile-R1 | |
| ## Dataset Description | |
| - **Homepage:** [Mobile-R1 homepage](https://mobile-r1.github.io/Mobile-R1/) | |
| - **Paper:** [Mobile-R1: Towards Interactive Capability for VLM-Based Mobile Agent via Systematic Training](https://huggingface.co/papers/2506.20332) | |
| ## Dataset Structure | |
| - `images/`: All the screenshots | |
| - `data.jsonl`: The trajectory data | |
| ### Data Fields | |
| All screenshots are stored in the `images/` directory. | |
| We describe the structure of a single trajectory entry from the file `data.jsonl`, which contains the full interaction trajectories and action history. | |
| - `app_name`: String. The name of the mobile application (e.g., "闲鱼" / Xianyu) where the task is performed. | |
| - `trajectory_length`: Integer. Number of steps in the trajectory, indicating how many actions were taken to complete the task. | |
| - `instruction`: String. The user instruction describing the goal of the task (e.g., "Open Xianyu and search for the cheapest GTX 5090"). | |
| - `system`: String. System prompt provided to the agent, guiding its reasoning and action prediction behavior. | |
| - `image_width`: Integer. Width of the device screen at the time of screenshot capture, used for coordinate alignment. | |
| - `image_height`: Integer. Height of the device screen at the time of screenshot capture, used for coordinate alignment. | |
| - `trajectory`: List of step dictionaries. Each entry corresponds to one interaction step and contains: | |
| - `image`: String. Filename of the PNG image capturing the screen at that step. | |
| - `thought`: String. The agent's internal reasoning about the current state and next action. | |
| - `subtask`: String. A concise description of the current subtask to be completed. | |
| - `action`: String. A JSON-formatted string representing the function call executed at this step: | |
| - `name`: Function name (e.g., `"mobile_use"`). | |
| - `arguments`: Dictionary containing the following action parameters: | |
| - `action` (string, required): The action to perform. Supported values: | |
| - `"key"`: Perform a key event (e.g., `"volume_up"`, `"power"`, `"clear"`; `text` required). | |
| - `"click"`: Click at the specified screen coordinate (`coordinate` required). | |
| - `"long_press"`: Long-press at the specified coordinate for a given duration (`coordinate`, `time` required). | |
| - `"swipe"`: Swipe from one coordinate to another (`coordinate`, `coordinate2` required). | |
| - `"type"`: Input specified text into the active input box (`text` required). | |
| - `"system_button"`: Press a system button (`button` required; options: `"Back"`, `"Home"`, `"Menu"`, `"Enter"`). | |
| - `"open"`: Open an app (`text` required for app name). | |
| - `"wait"`: Wait for the specified number of seconds (`time` required). | |
| - `"terminate"`: Terminate the current task and report its status (`status` required, `"success"` or `"failure"`). | |
| - `coordinate` (array of two ints): [x, y] pixel coordinates from the top-left corner. Required for `"click"`, `"long_press"`, and `"swipe"`. | |
| - `coordinate2` (array of two ints): [x, y] pixel coordinates for the end point. Required only for `"swipe"`. | |
| - `text` (string): The text to input (for `"type"`, `"key"`, or app name for `"open"`). | |
| - `time` (number): Duration in seconds. Required for `"long_press"` and `"wait"`. | |
| - `button` (string): System button identifier (`"Back"`, `"Home"`, `"Menu"`, `"Enter"`). Required for `"system_button"`. | |
| - `status` (string): The status of the terminated task (`"success"` or `"failure"`). Required only for `"terminate"`. | |
| - `response`: String. Full model response including `<think>`, `<action>`, and `<tool_call>` XML tags. | |
| ### Data Stats | |
| The dataset contains a total sample of **1,007 trajectories**, covering **28 different mobile applications**. The overall statistics are summarized in the following table: | |
| | App | Total Samples | Trajectory Count | | |
| |-----------|---------------|------------------| | |
| | 28 | 3,924 | 1,007 | | |
| > 📌 **Note**: Each trajectory may contain multiple samples (steps), representing individual interactions during task execution. | |
| ## Dataset Creation | |
| We have created a high-quality dataset comprising 24,521 manually annotated instances derived from 4,635 trajectories. | |
| To facilitate the training and utilization of our dataset, focusing on Chinese mobile applications, we have open-sourced a sample of 1007 trajectories covering 28 different applications. | |
|  |