Release the Learn from Move benchmark

.gitattributes

@@ -1,60 +1 @@
-*.7z filter=lfs diff=lfs merge=lfs -text
-*.arrow filter=lfs diff=lfs merge=lfs -text
-*.avro filter=lfs diff=lfs merge=lfs -text
-*.bin filter=lfs diff=lfs merge=lfs -text
-*.bz2 filter=lfs diff=lfs merge=lfs -text
-*.ckpt filter=lfs diff=lfs merge=lfs -text
-*.ftz filter=lfs diff=lfs merge=lfs -text
-*.gz filter=lfs diff=lfs merge=lfs -text
-*.h5 filter=lfs diff=lfs merge=lfs -text
-*.joblib filter=lfs diff=lfs merge=lfs -text
-*.lfs.* filter=lfs diff=lfs merge=lfs -text
-*.lz4 filter=lfs diff=lfs merge=lfs -text
-*.mds filter=lfs diff=lfs merge=lfs -text
-*.mlmodel filter=lfs diff=lfs merge=lfs -text
-*.model filter=lfs diff=lfs merge=lfs -text
-*.msgpack filter=lfs diff=lfs merge=lfs -text
-*.npy filter=lfs diff=lfs merge=lfs -text
-*.npz filter=lfs diff=lfs merge=lfs -text
-*.onnx filter=lfs diff=lfs merge=lfs -text
-*.ot filter=lfs diff=lfs merge=lfs -text
-*.parquet filter=lfs diff=lfs merge=lfs -text
-*.pb filter=lfs diff=lfs merge=lfs -text
-*.pickle filter=lfs diff=lfs merge=lfs -text
-*.pkl filter=lfs diff=lfs merge=lfs -text
-*.pt filter=lfs diff=lfs merge=lfs -text
-*.pth filter=lfs diff=lfs merge=lfs -text
-*.rar filter=lfs diff=lfs merge=lfs -text
-*.safetensors filter=lfs diff=lfs merge=lfs -text
-saved_model/**/* filter=lfs diff=lfs merge=lfs -text
-*.tar.* filter=lfs diff=lfs merge=lfs -text
-*.tar filter=lfs diff=lfs merge=lfs -text
-*.tflite filter=lfs diff=lfs merge=lfs -text
-*.tgz filter=lfs diff=lfs merge=lfs -text
-*.wasm filter=lfs diff=lfs merge=lfs -text
-*.xz filter=lfs diff=lfs merge=lfs -text
-*.zip filter=lfs diff=lfs merge=lfs -text
-*.zst filter=lfs diff=lfs merge=lfs -text
-*tfevents* filter=lfs diff=lfs merge=lfs -text
-# Audio files - uncompressed
-*.pcm filter=lfs diff=lfs merge=lfs -text
-*.sam filter=lfs diff=lfs merge=lfs -text
-*.raw filter=lfs diff=lfs merge=lfs -text
-# Audio files - compressed
-*.aac filter=lfs diff=lfs merge=lfs -text
-*.flac filter=lfs diff=lfs merge=lfs -text
-*.mp3 filter=lfs diff=lfs merge=lfs -text
-*.ogg filter=lfs diff=lfs merge=lfs -text
-*.wav filter=lfs diff=lfs merge=lfs -text
-# Image files - uncompressed
-*.bmp filter=lfs diff=lfs merge=lfs -text
-*.gif filter=lfs diff=lfs merge=lfs -text
-*.png filter=lfs diff=lfs merge=lfs -text
-*.tiff filter=lfs diff=lfs merge=lfs -text
-# Image files - compressed
 *.jpg filter=lfs diff=lfs merge=lfs -text
-*.jpeg filter=lfs diff=lfs merge=lfs -text
-*.webp filter=lfs diff=lfs merge=lfs -text
-# Video files - compressed
-*.mp4 filter=lfs diff=lfs merge=lfs -text
-*.webm filter=lfs diff=lfs merge=lfs -text

LICENSE

@@ -0,0 +1,202 @@
+
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
+      copyright notice that is included in or attached to the work
+      (an example is provided in the Appendix below).
+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
+      publicly display, publicly perform, sublicense, and distribute the
+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. We also recommend that a
+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
+      identification within third-party archives.
+
+   Copyright [yyyy] [name of copyright owner]
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.

NOTICE.md

@@ -0,0 +1,11 @@
+# Attribution
+
+This dataset accompanies Learn from Move: the Next Step for GUI Agents and the
+LatentGUIWorld environment implementation at
+https://github.com/ti-mm/Learn-from-Move.
+
+The original release's Apache-2.0 license is included in LICENSE. The
+scene resources and icon assets accompany the LatentGUIWorld benchmark.
+Rotation backgrounds originate from Open Images; source references are retained
+in the scene metadata where provided. Image rights remain with their respective
+owners.

README.md

@@ -0,0 +1,155 @@
+---
+pretty_name: Learn from Move — LatentGUIWorld
+language:
+- en
+size_categories:
+- n<1K
+tags:
+- gui-agents
+- interactive-environments
+- benchmark
+- latentguiworld
+configs:
+- config_name: all
+  default: true
+  data_files:
+  - split: test
+    path: data/*.jsonl
+- config_name: drag_first_person
+  data_files:
+  - split: test
+    path: data/drag_first_person.jsonl
+- config_name: drag_third_person
+  data_files:
+  - split: test
+    path: data/drag_third_person.jsonl
+- config_name: rotation_inner
+  data_files:
+  - split: test
+    path: data/rotation_inner.jsonl
+- config_name: rotation_outer
+  data_files:
+  - split: test
+    path: data/rotation_outer.jsonl
+- config_name: ten_choice_first_person
+  data_files:
+  - split: test
+    path: data/ten_choice_first_person.jsonl
+- config_name: ten_choice_third_person
+  data_files:
+  - split: test
+    path: data/ten_choice_third_person.jsonl
+---
+
+# Learn from Move: LatentGUIWorld Benchmark
+
+LatentGUIWorld is the interactive GUI benchmark introduced in
+**Learn from Move: the Next Step for GUI Agents**. It contains **900 test episodes**
+across six environments, with **150 episodes per environment** and a
+**1280 × 720** viewport.
+
+[Code and environment runtime](https://github.com/ti-mm/Learn-from-Move)
+
+## Environments
+
+| Configuration | Task | Episodes |
+|---|---|---:|
+| `drag_first_person` | Egocentric Drag | 150 |
+| `drag_third_person` | Exocentric Drag | 150 |
+| `rotation_inner` | Inner Rotation | 150 |
+| `rotation_outer` | Outer Rotation | 150 |
+| `ten_choice_first_person` | Egocentric Ten-Choice | 150 |
+| `ten_choice_third_person` | Exocentric Ten-Choice | 150 |
+
+Drag places a colored shape into a matching outline. Ten-Choice identifies a
+target among ten candidates through hover-revealed text. Rotation uses a
+horizontal slider to align the inner or outer image region. Agents use
+interaction feedback to adapt their actions to each environment's dynamics.
+
+The two environments in each task family share 150 paired scene identities,
+giving 450 scene pairs and 900 episodes. The `pair_id` identifies the shared
+scene; the `episode_id` identifies a particular environment episode.
+
+All Hugging Face configurations expose a `test` split. The default `all`
+configuration combines the same six subsets into 900 rows. `distribution`
+preserves each episode's original IID/OOD designation; each Drag environment
+contains 75 IID and 75 OOD episodes.
+
+## Load episode records
+
+```python
+import json
+from datasets import load_dataset
+
+repo_id = "jiahaolu/Learn-from-Move"
+episodes = load_dataset(repo_id, "all", split="test")
+drag = load_dataset(repo_id, "drag_first_person", split="test")
+episode = json.loads(drag[0]["episode_json"])
+```
+
+| Field | Meaning |
+|---|---|
+| `episode_id`, `pair_id` | Episode and paired-scene identifiers |
+| `suite_id`, `variant`, `family` | Benchmark suite, environment, and task family |
+| `instruction` | Task instruction |
+| `difficulty`, `exploration_level`, `distribution` | Episode categories |
+| `case_seed` | Scene seed |
+| `viewport_width`, `viewport_height` | Viewport size in pixels |
+| `canonical_case_path` | Scene metadata path relative to the dataset root |
+| `episode_json` | Complete original episode configuration serialized as JSON |
+
+The runtime consumes the full configuration, including hidden dynamics and
+success criteria. Agent observations consist of task instructions, screenshots,
+and the structured metadata selected by the runtime's observation contract.
+
+## Download and run the benchmark
+
+```python
+from huggingface_hub import snapshot_download
+
+snapshot_download(
+    repo_id="jiahaolu/Learn-from-Move",
+    repo_type="dataset",
+    local_dir="benchmark",
+)
+```
+
+Install the environment runtime from the
+[code repository](https://github.com/ti-mm/Learn-from-Move), then pass the
+downloaded manifest to the environment or evaluation entry point:
+
+```bash
+python -m six_environments list --manifest benchmark/manifest.json
+python -m six_environments serve --manifest benchmark/manifest.json --port 8765
+latentguiworld-eval --manifest benchmark/manifest.json \
+  --model models/latentlearner --output results/latentlearner
+```
+
+Paths are relative to the directory where the commands are run. The evaluator
+scores the first release attempt and reports success rates per environment.
+
+## Files
+
+```text
+README.md
+LICENSE
+NOTICE.md
+manifest.json                 # Benchmark runtime manifest: 900 episodes
+data/*.jsonl                  # Six Hugging Face subsets: 150 rows each
+cases/drag/*/meta.json
+cases/rotation/*/meta.json
+cases/ten_choice/*/meta.json
+cases/ten_choice/*/index.html
+cases/ten_choice/*/assets/icon.svg
+assets/rotation/*.jpg
+```
+
+The JSONL files provide a browsable view of the episodes in `manifest.json`.
+Scene paths in both representations resolve against the dataset root.
+
+## Attribution
+
+The original release license is included in [LICENSE](LICENSE).
+Rotation backgrounds originate from Open Images; their source references are
+retained in scene metadata, and image rights remain with their respective
+owners. See [NOTICE.md](NOTICE.md).