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- ---
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- language:
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- - en
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- tags:
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- - video-generation
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- - image-to-video
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- - visual-reasoning
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- - reinforcement-learning
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- pretty_name: VBVR-Pro-RL
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- size_categories:
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- - 10K<n<100K
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- ---
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-
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- # VBVR-Pro-RL
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-
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- The **reinforcement-learning split** of VBVR-Pro: 50 parameterized tasks × 1,000 instances, held out from the SFT splits, in both a video (I2V) and an interleaved-image setting.
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-
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- Companion resources: [VBVR-Pro-SFT-Video](https://huggingface.co/datasets/Video-Reason/VBVR-Pro-SFT-Video) · [VBVR-Pro-SFT-Image](https://huggingface.co/datasets/Video-Reason/VBVR-Pro-SFT-Image) · [VBVR-Pro-Bench](https://huggingface.co/datasets/Video-Reason/VBVR-Pro-Bench)
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-
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- ## At a glance
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-
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- | Property | Value |
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- |---|---|
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- | Tasks | **50** |
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- | Instances per task | **1,000** |
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- | Total instances | **50,000** per setting |
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- | Archives | 50 video + 50 image tar.gz |
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- | Total size | **10.9 GB** (video 9.7 + image 1.2) |
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- | Resolution | **1024 × 1024**, as generated |
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- | Video | 16 fps, MPEG-4 Part 2, no re-encode |
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-
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- ## Layout
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-
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- ```
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- .
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- ├── VBVR-Pro-RL-Video/
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- │ ├── G-131_select_next_figure_increasing_size_sequence_data-generator.tar.gz
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- │ └── … # 50 archives
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- ├── VBVR-Pro-RL-Image/
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- │ ├── G-131_select_next_figure_increasing_size_sequence_data-generator.tar.gz
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- │ └── … # 50 archives
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- ├── video_jsonl/ # 50 files
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- ├── image_jsonl/ # 50 files
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- ├── meta_video_rl.json
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- └── meta_image_rl.json
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- ```
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-
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- An archive under `VBVR-Pro-RL-Video/` extracts to:
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-
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- ```
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- G-131_select_next_figure_increasing_size_sequence_data-generator/ # task
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- └── select_next_figure_increasing_size_sequence_task/ # subtask
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- ├── select_next_figure_increasing_size_sequence_00005005/ # sample
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- │ ├── first_frame.png # conditioning image (1024 × 1024)
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- │ ├── metadata.json # task parameters, ground truth, scoring contract
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- │ └── video/
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- │ ├── prompt.txt # instruction
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- │ ├── ground_truth.mp4 # reference video (16 fps, MPEG-4 Part 2)
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- │ └── final_frame.png # last frame of the reference video
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- ├── select_next_figure_increasing_size_sequence_00005006/ # same files
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- ├── …
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- └── select_next_figure_increasing_size_sequence_00006004/ # 1,000 samples per task
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- ```
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-
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- The matching archive under `VBVR-Pro-RL-Image/` has the same task, subtask and
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- sample names, with the reference output as an image sequence instead:
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-
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- ```
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- G-131_select_next_figure_increasing_size_sequence_data-generator/
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- └── select_next_figure_increasing_size_sequence_task/
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- ├── select_next_figure_increasing_size_sequence_00005005/
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- │ ├── first_frame.png # conditioning image (1024 × 1024)
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- │ ├── metadata.json # task parameters, ground truth, scoring contract
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- │ └── image/
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- │ ├── prompt.txt # instruction
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- │ ├── frame_1.png # reference output, step 1
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- │ └── … # up to frame_N.png
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- ├── select_next_figure_increasing_size_sequence_00005006/
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- ├── …
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- └── select_next_figure_increasing_size_sequence_00006004/
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- ```
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-
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- Sample ids run `00005005`–`00006004`, disjoint from the SFT splits
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- (`00000000`–`00004999`) by construction. `N` is task-dependent: the number of
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- steps the instruction asks the model to render, stated in `prompt.txt`.
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-
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- ## Usage
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-
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- ```bash
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- huggingface-cli download Video-Reason/VBVR-Pro-RL --repo-type dataset --local-dir ./rl
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- mkdir -p rl-data && for f in ./rl/VBVR-Pro-RL-Video/*.tar.gz; do tar xzf "$f" -C rl-data; done
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- ```
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-
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- ### Index files
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-
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- `meta_video_rl.json` and `meta_image_rl.json` map every task to its jsonl under
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- `video_jsonl/` and `image_jsonl/`. `root` is the directory the archives were
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- extracted into and `length` is that task's row count (1,000 throughout).
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-
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- Video rows carry `sample_id`, `first_frame`, `metadata`, `clip_path`,
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- `final_frame` and `prompt`, every path relative to `root` — the same schema as
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- [VBVR-Pro-SFT-Video](https://huggingface.co/datasets/Video-Reason/VBVR-Pro-SFT-Video).
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- Image rows carry `id`, `image`, `conversations` and `annotation_steps`, matching
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- [VBVR-Pro-SFT-Image](https://huggingface.co/datasets/Video-Reason/VBVR-Pro-SFT-Image).
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-
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- > **The image split's reasoning text is a fixed placeholder.** Its images,
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- > prompts and ground truth are real, but the `<think>` sentences in
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- > `conversations` and `annotation_steps` come from a template — no annotated
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- > reasoning traces exist for this split. Do not train a reasoning-text objective
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- > on them, and do not report them as annotated chain-of-thought.
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-
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-
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- > Extract this split into a **separate** directory from the SFT splits. They share task names but come from different generator runs. Sample ids do not collide — RL instances are numbered `00005005`–`00006004`, SFT `00000000`–`00004999` — but the two trees are not interchangeable.