--- license: apache-2.0 language: - en pretty_name: MobileForge Benchmark Results tags: - mobileforge - mobile-gui-agent - androidworld - mobileworld - gui-agent - benchmark-results task_categories: - reinforcement-learning - text-generation viewer: false --- # MobileForge Benchmark Results Anonymous project: https://mobileforge-anonymous.github.io/ Anonymous code: https://github.com/mobileforge-anonymous/MobileForge This dataset contains the evaluation artifacts used by **MobileForge: Annotation-Free Adaptation for Mobile GUI Agents with Hierarchical Feedback-Guided Policy Optimization**. It includes AndroidWorld and MobileWorld GUI-only evaluation runs for the base agents and their MobileForge-adapted variants. The repository is intended for result verification, log inspection, and mapping the public model checkpoints to the exact benchmark artifacts reported in the paper. Release inventory `archives`: files=12; bytes=20015349616; sha256=b34dea1058bc00f8270e180e06b5d7707f6c9627f61e658dd738d2d8aad613de ## What is included? - `archives/androidworld/*.tar.zst`: AndroidWorld rollout artifacts for Qwen3-VL-8B, GUI-Owl-1.5-8B, ForgeQwen3-8B, and ForgeOwl-8B. - `archives/mobileworld/*.tar.zst`: MobileWorld GUI-only evaluation logs for the base and MobileForge-adapted models. - `metadata/model_result_map.json`: machine-readable mapping from public archive names to public checkpoints, artifact sizes, hashes, and headline results. - `metadata/archives_manifest.json`: compact manifest of all archive files and sizes. The Hugging Face Dataset Viewer is disabled because the repository mainly stores compressed rollout logs rather than row-oriented examples. ## AndroidWorld results AndroidWorld uses 116 tasks and reports Pass@1, Pass@2, and Pass@3. | Setting | Checkpoint | Path | Pass@1 | Pass@2 | Pass@3 | | --- | --- | --- | ---: | ---: | ---: | | GUI-Owl-1.5-8B | `mPLUG/GUI-Owl-1.5-8B-Instruct` | `archives/androidworld/gui-owl-base.tar.zst` | 65/116 (56.0%) | 79/116 (68.1%) | 80/116 (69.0%) | | ForgeOwl-8B, 200 tasks | `mobileforge-anonymous/ForgeOwl-8B-200tasks` | `archives/androidworld/gui-owl-mobileforge-200tasks.tar.zst` | 75/116 (64.7%) | 85/116 (73.3%) | 86/116 (74.1%) | | ForgeOwl-8B, 400 tasks | `mobileforge-anonymous/ForgeOwl-8B-400tasks` | `archives/androidworld/gui-owl-mobileforge-400tasks.tar.zst` | 75/116 (64.7%) | 86/116 (74.1%) | 90/116 (77.6%) | | ForgeOwl-8B, 900 tasks | `mobileforge-anonymous/ForgeOwl-8B` | `archives/androidworld/gui-owl-mobileforge-900tasks.tar.zst` | 78/116 (67.2%) | 87/116 (75.0%) | 90/116 (77.6%) | | Qwen3-VL-8B | `Qwen/Qwen3-VL-8B-Instruct` | `archives/androidworld/qwen3-vl-base.tar.zst` | 47/116 (40.5%) | 57/116 (49.1%) | 64/116 (55.2%) | | ForgeQwen3-8B, 200 tasks | `mobileforge-anonymous/ForgeQwen3-8B-200tasks` | `archives/androidworld/qwen3-vl-mobileforge-200tasks.tar.zst` | 55/116 (47.4%) | 64/116 (55.2%) | 71/116 (61.2%) | | ForgeQwen3-8B, 400 tasks | `mobileforge-anonymous/ForgeQwen3-8B-400tasks` | `archives/androidworld/qwen3-vl-mobileforge-400tasks.tar.zst` | 61/116 (52.6%) | 69/116 (59.5%) | 73/116 (62.9%) | | ForgeQwen3-8B, 900 tasks | `mobileforge-anonymous/ForgeQwen3-8B` | `archives/androidworld/qwen3-vl-mobileforge-900tasks.tar.zst` | 59/116 (50.9%) | 70/116 (60.3%) | 78/116 (67.2%) | ## MobileWorld GUI-only results MobileWorld GUI-only uses 117 tasks. No MobileWorld rollout, task, or feedback is used for MobileForge adaptation. | Setting | Checkpoint | Path | Success rate | | --- | --- | --- | ---: | | GUI-Owl-1.5-8B | `mPLUG/GUI-Owl-1.5-8B-Instruct` | `archives/mobileworld/gui-owl-base.tar.zst` | 44/117 (37.6%) | | ForgeOwl-8B, 900 tasks | `mobileforge-anonymous/ForgeOwl-8B` | `archives/mobileworld/gui-owl-mobileforge-900tasks.tar.zst` | 48/117 (41.0%) | | Qwen3-VL-8B | `Qwen/Qwen3-VL-8B-Instruct` | `archives/mobileworld/qwen3-vl-base.tar.zst` | 9/117 (7.7%) | | ForgeQwen3-8B, 900 tasks | `mobileforge-anonymous/ForgeQwen3-8B` | `archives/mobileworld/qwen3-vl-mobileforge-900tasks.tar.zst` | 12/117 (10.3%) | ## Directory layout ```text benchmark-results/ metadata/ archives_manifest.json model_result_map.json archives/ androidworld/ qwen3-vl-base.tar.zst qwen3-vl-mobileforge-200tasks.tar.zst qwen3-vl-mobileforge-400tasks.tar.zst qwen3-vl-mobileforge-900tasks.tar.zst gui-owl-base.tar.zst gui-owl-mobileforge-200tasks.tar.zst gui-owl-mobileforge-400tasks.tar.zst gui-owl-mobileforge-900tasks.tar.zst mobileworld/ qwen3-vl-base.tar.zst qwen3-vl-mobileforge-900tasks.tar.zst gui-owl-base.tar.zst gui-owl-mobileforge-900tasks.tar.zst ``` Each archive expands to one experiment folder. AndroidWorld archives contain per-task compressed rollout artifacts (`*.pkl.gz`) and a run-level `*_results.json` summary. MobileWorld archives contain the corresponding MobileWorld evaluation logs and screenshots. ## Download examples Download only the metadata: ```python from huggingface_hub import hf_hub_download path = hf_hub_download( repo_id="mobileforge-anonymous/mobileforge-benchmark-results", repo_type="dataset", filename="metadata/model_result_map.json", ) ``` Download one AndroidWorld run: ```python from huggingface_hub import snapshot_download local_dir = snapshot_download( repo_id="mobileforge-anonymous/mobileforge-benchmark-results", repo_type="dataset", allow_patterns=[ "archives/androidworld/qwen3-vl-mobileforge-900tasks.tar.zst", "metadata/model_result_map.json", "metadata/archives_manifest.json", ], ) ``` Extract an archive: ```bash tar --use-compress-program=unzstd -xf archives/androidworld/qwen3-vl-mobileforge-900tasks.tar.zst ``` ## Notes - AndroidWorld summaries can be parsed with the AndroidWorld checkpoint parser released in the MobileForge codebase. - MobileWorld logs follow the upstream MobileWorld evaluation format. - Some source rollout pickle members were already truncated and unusable. In the anonymous archives, each such member is represented by a valid status placeholder; run-level result summaries are unchanged. - Compressed pickle files should be treated as executable Python serialization. Load them only in a trusted research environment. ## Citation Citation information is withheld during double-blind review.