| --- |
| license: apache-2.0 |
| language: |
| - en |
| pretty_name: MobileForge Generated Tasks |
| tags: |
| - mobileforge |
| - mobile-gui-agent |
| - android |
| - task-generation |
| - curriculum-learning |
| - mobilegym |
| task_categories: |
| - text-generation |
| size_categories: |
| - 1K<n<10K |
| viewer: false |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: generated_tasks_26020301-all.csv |
| --- |
| |
| # MobileForge Generated Tasks |
|
|
| Anonymous project: https://mobileforge-anonymous.github.io/ |
| Anonymous code: https://github.com/mobileforge-anonymous/MobileForge |
|
|
| This dataset contains the consolidated task pool generated by MobileGym-Curriculum from target-app exploration trajectories. These tasks are used by MobileForge for rollout collection and annotation-free adaptation. |
|
|
| <!-- mobileforge-release-inventory:start --> |
| Release inventory `payloads`: files=1; bytes=2028399; sha256=66d0c571583fad088279323c7332ef99ad1d21a3df76f0d969ce698c62f4ebfb |
| <!-- mobileforge-release-inventory:end --> |
|
|
| ## Dataset summary |
|
|
| | File | Rows | Apps | Size | Description | |
| | --- | ---: | ---: | ---: | --- | |
| | `generated_tasks_26020301-all.csv` | 3,249 | 20 | 1.93 MB | Consolidated AndroidWorld-side MobileForge task pool. | |
|
|
| The task pool is generated from real target-app exploration traces. Each row describes an executable mobile GUI task candidate together with its source app, source trajectory id, task-generation metadata, and coarse feasibility signals from the task-generation stage. |
|
|
| ## Load with `datasets` |
|
|
| ```python |
| from datasets import load_dataset |
| |
| ds = load_dataset("mobileforge-anonymous/mobileforge-generated-tasks", split="train") |
| print(ds[0]) |
| ``` |
|
|
| Load with pandas: |
|
|
| ```python |
| import pandas as pd |
| |
| df = pd.read_csv("generated_tasks_26020301-all.csv") |
| print(df[["app_name", "task_description"]].head()) |
| ``` |
|
|
| ## Columns |
|
|
| | Column | Description | |
| | --- | --- | |
| | `task_identifier` | Public task id formed from the source trajectory id and task index. | |
| | `task_description` | Natural-language mobile GUI task. | |
| | `golden_steps` | Estimated number of reference steps from task generation. | |
| | `app_package` | Android package name. | |
| | `app_name` | Human-readable app name. | |
| | `trajectory_id` | Source exploration trajectory id. | |
| | `original_goal` | Exploration goal that grounded the generated task. | |
| | `task_reasonable` | Whether the task was judged reasonable by the generation pipeline. | |
| | `task_completed` | Whether the source trajectory completed the grounding goal. | |
| | `task_id` | Per-trajectory task index. | |
| | `difficulty_level` | Optional difficulty annotation; empty in this release. | |
| | `core_functionality` | Generated functionality label. | |
| | `variation_type` | Type of task variation, such as scenario application or step progression. | |
| | `prerequisites` | Preconditions assumed by the generated task. | |
|
|
| ## App distribution |
|
|
| | App | Tasks | |
| | --- | ---: | |
| | Files | 258 | |
| | Pro Expense | 247 | |
| | Broccoli Recipe | 241 | |
| | Simple SMS Messenger | 240 | |
| | Markor | 233 | |
| | Clock | 215 | |
| | Retro Music | 189 | |
| | Contacts | 166 | |
| | VLC | 161 | |
| | Chrome | 157 | |
| | Tasks | 150 | |
| | Simple Draw Pro | 145 | |
| | OsmAnd | 136 | |
| | Joplin | 130 | |
| | Simple Calendar Pro | 107 | |
| | OpenTracks | 104 | |
| | Settings | 102 | |
| | Camera | 94 | |
| | Audio Recorder | 91 | |
| | Simple Gallery Pro | 83 | |
|
|
| ## Generation metadata |
|
|
| - Reasonable tasks: 3,213 / 3,249. |
| - Tasks grounded in completed source trajectories: 1,691 / 3,249. |
| - Common variation types include `scenario_application`, `step_progression`, `multi-step_workflow`, and `parameter_change`. |
|
|
| The file `manifest.json` provides machine-readable file metadata, including the row count and column list. |
|
|
| ## Relationship to other MobileForge artifacts |
|
|
| This dataset is the bridge between: |
|
|
| 1. `mobileforge-anonymous/mobileforge-exploration-trajectories`: target-app exploration traces. |
| 2. `mobileforge-anonymous/mobileforge-training-data`: hint-contextualized step-level GRPO samples produced after rollout and hierarchical evaluation. |
| 3. `mobileforge-anonymous/mobileforge-benchmark-results`: AndroidWorld and MobileWorld evaluation artifacts. |
|
|
| ## Limitations |
|
|
| The tasks are automatically generated from exploration trajectories and may include infeasible or environment-state-dependent assumptions. MobileForge handles this downstream through rollout feedback, task filtering, and step-level policy optimization. |
|
|
| ## Citation |
|
|
| Citation information is withheld during double-blind review. |
|
|
