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.

Release inventory payloads: files=1; bytes=2028399; sha256=66d0c571583fad088279323c7332ef99ad1d21a3df76f0d969ce698c62f4ebfb

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`

from datasets import load_dataset

ds = load_dataset("mobileforge-anonymous/mobileforge-generated-tasks", split="train")
print(ds[0])

Load with pandas:

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:

mobileforge-anonymous/mobileforge-exploration-trajectories: target-app exploration traces.
mobileforge-anonymous/mobileforge-training-data: hint-contextualized step-level GRPO samples produced after rollout and hierarchical evaluation.
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.

MobileForge Generated Tasks