Datasets:

IntelligenceLab
/

Jev-GUI-Training-Preview

+# Source terms and redistribution warning
+This collection has **mixed and unresolved source terms**. The repository uses
+`license: other`; that is a warning, not a new license grant.
+- [xlangai/aguvis-stage2](https://huggingface.co/datasets/xlangai/aguvis-stage2)
+  did not declare a dataset license on the source card at the pinned revision.
+- [agentsea/wave-ui-25k](https://huggingface.co/datasets/agentsea/wave-ui-25k)
+  did not declare a dataset license on the source card at the pinned revision.
+- [tasksource/tasksource-jev-typed-decisions](https://huggingface.co/datasets/tasksource/tasksource-jev-typed-decisions)
+  is a mixed-license collection and explicitly warns that visual annotation
+  terms may not cover third-party images and that some image rights remain
+  unresolved.
+- Teacher-generated questions, options and probability targets do not replace
+  or broaden the rights attached to source screenshots.
+GUI screenshots and traces may contain third-party copyrighted interfaces,
+usernames, email addresses or other personal-looking text. Users are
+responsible for reviewing applicable source terms, privacy requirements and
+their intended use.

README.md ADDED Viewed

	@@ -0,0 +1,96 @@

+---
+pretty_name: Jev GUI Training Preview
+license: other
+language:
+- en
+task_categories:
+- image-text-to-text
+tags:
+- gui-agent
+- multimodal
+- decision-model
+- jev
+- qwen
+size_categories:
+- 100K<n<1M
+configs:
+- config_name: decisions
+  data_files:
+  - split: train
+    path: decisions/train-*.parquet
+- config_name: images
+  data_files:
+  - split: train
+    path: images/train-*.parquet
+---
+# Jev GUI Training Preview
+This public release contains the GUI-only weighted training mixture prepared
+for Jev-Vision:
+- **636,800 decision references**
+- **132,647 unique images**, stored once
+- Choice, yes/no (`noul`) and ordered-score decisions
+- Single-step, short-horizon, teacher-generated and UI-element tasks
+The weighted sampler intentionally repeats some records. `sample_index` is
+unique, while `id` identifies the underlying decision and may repeat.
+## Configurations
+### `decisions`
+One row per sampled training reference. `image_ids` contains ordered content
+hashes referring to rows in the `images` configuration. `state_json` and
+`meta_json` preserve structured fields as JSON strings for a stable Parquet
+schema.
+### `images`
+One row per unique image. The `id` column is the content hash used by
+`decisions.image_ids`; `image` is a Hugging Face Image feature.
+```python
+from datasets import load_dataset
+decisions = load_dataset(
+    "IntelligenceLab/Jev-GUI-Training-Preview",
+    "decisions",
+    split="train",
+)
+images = load_dataset(
+    "IntelligenceLab/Jev-GUI-Training-Preview",
+    "images",
+    split="train",
+)
+```
+## Sample composition
+| Source | Sampled rows |
+|---|---:|
+| `aguvis` | 180,087 |
+| `aguvis_short_horizon` | 213,646 |
+| `tasksource_vision` | 4,967 |
+| `teacher_gui` | 126,723 |
+| `teacher_stageb` | 51,390 |
+| `waveui` | 59,987 |
+The exact weighted mixture is in `training_mix_gui_v1.json`; build metadata is
+in `manifest_meta.json` and `release_stats.json`.
+## Important rights and privacy notice
+This release has mixed and unresolved source-image rights and may include
+personal-looking text present in public GUI traces. Read `LICENSES.md` before
+use. `license: other` does not grant rights beyond each upstream source.
+## Provenance
+- [AGUVIS Stage 2](https://huggingface.co/datasets/xlangai/aguvis-stage2)
+- [Wave-UI 25K](https://huggingface.co/datasets/agentsea/wave-ui-25k)
+- [Tasksource Jev Typed Decisions](https://huggingface.co/datasets/tasksource/tasksource-jev-typed-decisions)
+- Teacher-generated GUI decisions from Qwen3.5-122B-A10B
+- Deterministic seed: `20261027`
+- Mix configuration SHA-256: `632255ca91150dd16e46f0717bb2433866d38bc5d9a48656ba1aa3d07c6b483a`

manifest_meta.json ADDED Viewed

	@@ -0,0 +1,60 @@

+{
+ "version": "visual-jev-gui-original-v1",
+ "seed": 20261027,
+ "total_samples": 636800,
+ "world_size": 64,
+ "samples_per_rank": 9950,
+ "files": [
+  "records/aguvis/train.jsonl",
+  "records/aguvis_short_horizon/train.jsonl",
+  "records/tasksource_vision/train.jsonl",
+  "records/teacher_gui/train.jsonl",
+  "records/teacher_stageb/train.jsonl",
+  "records/waveui/train.jsonl"
+ ],
+ "source_inventory": {
+  "aguvis": 180115,
+  "aguvis_short_horizon": 213636,
+  "tasksource_vision": 4991,
+  "teacher_gui": 126716,
+  "teacher_stageb": 51379,
+  "waveui": 59975
+ },
+ "buckets": {
+  "gui.aguvis_step|choice|original": {
+   "available_records": 180115,
+   "sampled_records": 180087
+  },
+  "gui.rico|choice|original": {
+   "available_records": 4991,
+   "sampled_records": 4967
+  },
+  "gui.short_horizon|choice|original": {
+   "available_records": 213636,
+   "sampled_records": 213646
+  },
+  "gui.stageb|choice|original": {
+   "available_records": 16535,
+   "sampled_records": 30834
+  },
+  "gui.stageb|noul|original": {
+   "available_records": 16289,
+   "sampled_records": 15417
+  },
+  "gui.stageb|score|original": {
+   "available_records": 18555,
+   "sampled_records": 5139
+  },
+  "gui.teacher|choice|original": {
+   "available_records": 126716,
+   "sampled_records": 126723
+  },
+  "gui.waveui|choice|original": {
+   "available_records": 59975,
+   "sampled_records": 59987
+  }
+ },
+ "config_sha256": "632255ca91150dd16e46f0717bb2433866d38bc5d9a48656ba1aa3d07c6b483a",
+ "created_at": "2026-10-28T00:25:43",
+ "minutes": 0.4
+}

release_stats.json ADDED Viewed

	@@ -0,0 +1,30 @@

+{
+ "rows": 636800,
+ "samples_per_rank": 9950,
+ "unique_images": 132647,
+ "raw_image_bytes": 29709290126,
+ "decision_parquet_bytes": 332138666,
+ "image_parquet_bytes": 29722443306,
+ "image_shards": 172,
+ "sources": {
+  "aguvis": 180087,
+  "aguvis_short_horizon": 213646,
+  "tasksource_vision": 4967,
+  "teacher_gui": 126723,
+  "teacher_stageb": 51390,
+  "waveui": 59987
+ },
+ "decision_types": {
+  "choice": 616244,
+  "noul": 15417,
+  "score": 5139
+ },
+ "source_revisions": {
+  "xlangai/aguvis-stage2": "bd6f1ed43498beb8e5474adcb2592c7d521d692e",
+  "agentsea/wave-ui-25k": "1b77b749cb4c9936f35838ed8cb0f1b69957ad08",
+  "tasksource/tasksource-jev-typed-decisions": "975339b348eb083931e20cf25e19cefe495024e2"
+ },
+ "mix_config_sha256": "632255ca91150dd16e46f0717bb2433866d38bc5d9a48656ba1aa3d07c6b483a",
+ "built_at": "2026-11-05T07:25:25",
+ "total_parquet_bytes": 30054581972
+}

training_mix_gui_v1.json ADDED Viewed

	@@ -0,0 +1,70 @@

+{
+  "version": "visual-jev-gui-original-v1",
+  "seed": 20261027,
+  "total_samples": 636800,
+  "allow_unmatched": true,
+  "type_weights": {
+    "choice": 0.60,
+    "noul": 0.30,
+    "score": 0.10
+  },
+  "form_weights": {
+    "original": 1.0
+  },
+  "strata": [
+    {
+      "name": "gui.short_horizon",
+      "weight": 0.3355,
+      "match": {
+        "source": "aguvis_short_horizon",
+        "family": "gui",
+        "form": "original"
+      }
+    },
+    {
+      "name": "gui.aguvis_step",
+      "weight": 0.2828,
+      "match": {
+        "source": "aguvis",
+        "family": "gui",
+        "form": "original"
+      }
+    },
+    {
+      "name": "gui.teacher",
+      "weight": 0.1990,
+      "match": {
+        "source": "teacher_gui",
+        "family": "gui",
+        "form": "original"
+      }
+    },
+    {
+      "name": "gui.waveui",
+      "weight": 0.0942,
+      "match": {
+        "source": "waveui",
+        "family": "gui",
+        "form": "original"
+      }
+    },
+    {
+      "name": "gui.stageb",
+      "weight": 0.0807,
+      "match": {
+        "source": "teacher_stageb",
+        "family": "gui",
+        "form": "original"
+      }
+    },
+    {
+      "name": "gui.rico",
+      "weight": 0.0078,
+      "match": {
+        "source": "tasksource_vision",
+        "family": "gui",
+        "form": "original"
+      }
+    }
+  ]
+}